FileBase DT1_rLS_20150721_720um ElecNo 1 MinClusters 20 MaxClusters 21 MaxPossibleClusters 100 nStarts 1 RandomSeed 1 Debug 0 Verbose 1 UseFeatures 11111111111100001 DistDump 0 DistThresh 6.907755 FullStepEvery 20 ChangedThresh 0.050000 Log 1 Screen 1 MaxIter 500 StartCluFile SplitEvery 40 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 PriorPoint 1 SaveSorted 0 UseMaskedEStep 0 UseMaskedMStep 0 UseClusterPenalty 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 0 AssignToFirstClosestMask 0 UseDistributional 0 UseDistributionalEStep 1 UseFloatMasks 0 help 0 help 0 Loaded 311822 data points of dimension 12. Starting from 20 clusters... --- Clustering full data set of 311822 points --- Entering CEM Assigned 20 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16622 members Mstep: Class 2 contains 16316 members Mstep: Class 3 contains 16487 members Mstep: Class 4 contains 16250 members Mstep: Class 5 contains 16610 members Mstep: Class 6 contains 16682 members Mstep: Class 7 contains 16484 members Mstep: Class 8 contains 16322 members Mstep: Class 9 contains 16327 members Mstep: Class 10 contains 16372 members Mstep: Class 11 contains 16329 members Mstep: Class 12 contains 16372 members Mstep: Class 13 contains 16257 members Mstep: Class 14 contains 16303 members Mstep: Class 15 contains 16391 members Mstep: Class 16 contains 16293 members Mstep: Class 17 contains 16533 members Mstep: Class 18 contains 16478 members Mstep: Class 19 contains 16394 members Entering Unmasked Estep ConsiderDeletion Deleting Class 15. Lose 109.054596 but Gain 575.583008 Score: -15324744.000000 Penalty: 10360.503906 Iteration 0F: 19 clusters Score -1.532474e+07 nChanged 295331 Entering Unmasked Mstep Mstep: Class 0 contains 709 members Mstep: Class 1 contains 135342 members Mstep: Class 2 contains 1362 members Mstep: Class 3 contains 2790 members Mstep: Class 4 contains 1209 members Mstep: Class 5 contains 1108 members Mstep: Class 6 contains 1182 members Mstep: Class 7 contains 3211 members Mstep: Class 8 contains 1544 members Mstep: Class 9 contains 135002 members Mstep: Class 10 contains 4391 members Mstep: Class 11 contains 4513 members Mstep: Class 12 contains 440 members Mstep: Class 13 contains 1315 members Mstep: Class 14 contains 2134 members Mstep: Class 16 contains 3041 members Mstep: Class 17 contains 1251 members Mstep: Class 18 contains 6704 members Mstep: Class 19 contains 4574 members Entering Unmasked Estep ConsiderDeletion Deleting Class 12. Lose 314.817200 but Gain 575.583984 Score: -17312254.000000 Penalty: 9784.919922 Iteration 1F: 18 clusters Score -1.731225e+07 nChanged 61576 Entering Unmasked Mstep Mstep: Class 0 contains 444 members Mstep: Class 1 contains 146190 members Mstep: Class 2 contains 2482 members Mstep: Class 3 contains 3045 members Mstep: Class 4 contains 1780 members Mstep: Class 5 contains 1771 members Mstep: Class 6 contains 1377 members Mstep: Class 7 contains 6162 members Mstep: Class 8 contains 1846 members Mstep: Class 9 contains 112484 members Mstep: Class 10 contains 4585 members Mstep: Class 11 contains 7021 members Mstep: Class 13 contains 1599 members Mstep: Class 14 contains 2649 members Mstep: Class 16 contains 4392 members Mstep: Class 17 contains 1429 members Mstep: Class 18 contains 8934 members Mstep: Class 19 contains 3632 members Entering Unmasked Estep ConsiderDeletion Score: -17446376.000000 Penalty: 9784.919922 Iteration 2F: 18 clusters Score -1.744638e+07 nChanged 58446 Entering Unmasked Mstep Mstep: Class 0 contains 380 members Mstep: Class 1 contains 159958 members Mstep: Class 2 contains 4123 members Mstep: Class 3 contains 3681 members Mstep: Class 4 contains 1504 members Mstep: Class 5 contains 2389 members Mstep: Class 6 contains 1235 members Mstep: Class 7 contains 11248 members Mstep: Class 8 contains 2001 members Mstep: Class 9 contains 85738 members Mstep: Class 10 contains 3627 members Mstep: Class 11 contains 10396 members Mstep: Class 13 contains 1686 members Mstep: Class 14 contains 2407 members Mstep: Class 16 contains 4379 members Mstep: Class 17 contains 1268 members Mstep: Class 18 contains 12289 members Mstep: Class 19 contains 3513 members Entering Unmasked Estep ConsiderDeletion Score: -17534798.000000 Penalty: 9784.919922 Iteration 3F: 18 clusters Score -1.75348e+07 nChanged 43569 Entering Unmasked Mstep Mstep: Class 0 contains 359 members Mstep: Class 1 contains 169341 members Mstep: Class 2 contains 5862 members Mstep: Class 3 contains 3408 members Mstep: Class 4 contains 1250 members Mstep: Class 5 contains 3062 members Mstep: Class 6 contains 1015 members Mstep: Class 7 contains 14807 members Mstep: Class 8 contains 1880 members Mstep: Class 9 contains 69095 members Mstep: Class 10 contains 3247 members Mstep: Class 11 contains 11805 members Mstep: Class 13 contains 1477 members Mstep: Class 14 contains 2164 members Mstep: Class 16 contains 4422 members Mstep: Class 17 contains 1253 members Mstep: Class 18 contains 14194 members Mstep: Class 19 contains 3181 members Entering Unmasked Estep ConsiderDeletion Score: -17582046.000000 Penalty: 9784.919922 Iteration 4F: 18 clusters Score -1.758205e+07 nChanged 27389 Entering Unmasked Mstep Mstep: Class 0 contains 342 members Mstep: Class 1 contains 174083 members Mstep: Class 2 contains 7228 members Mstep: Class 3 contains 2442 members Mstep: Class 4 contains 1215 members Mstep: Class 5 contains 3625 members Mstep: Class 6 contains 838 members Mstep: Class 7 contains 16545 members Mstep: Class 8 contains 1652 members Mstep: Class 9 contains 61591 members Mstep: Class 10 contains 3184 members Mstep: Class 11 contains 11549 members Mstep: Class 13 contains 1379 members Mstep: Class 14 contains 1976 members Mstep: Class 16 contains 4880 members Mstep: Class 17 contains 1417 members Mstep: Class 18 contains 14834 members Mstep: Class 19 contains 3042 members Entering Unmasked Estep ConsiderDeletion Score: -17602750.000000 Penalty: 9784.919922 Iteration 5F: 18 clusters Score -1.760275e+07 nChanged 16523 Entering Unmasked Mstep Mstep: Class 0 contains 324 members Mstep: Class 1 contains 176333 members Mstep: Class 2 contains 8082 members Mstep: Class 3 contains 1721 members Mstep: Class 4 contains 1233 members Mstep: Class 5 contains 4027 members Mstep: Class 6 contains 681 members Mstep: Class 7 contains 17099 members Mstep: Class 8 contains 1503 members Mstep: Class 9 contains 58545 members Mstep: Class 10 contains 3243 members Mstep: Class 11 contains 10588 members Mstep: Class 13 contains 1388 members Mstep: Class 14 contains 1851 members Mstep: Class 16 contains 5259 members Mstep: Class 17 contains 1528 members Mstep: Class 18 contains 15153 members Mstep: Class 19 contains 3264 members Entering Unmasked Estep ConsiderDeletion Score: -17613168.000000 Penalty: 9784.919922 Iteration 6F: 18 clusters Score -1.761317e+07 nChanged 11289 Entering Unmasked Mstep Mstep: Class 0 contains 305 members Mstep: Class 1 contains 177681 members Mstep: Class 2 contains 8557 members Mstep: Class 3 contains 1360 members Mstep: Class 4 contains 1271 members Mstep: Class 5 contains 4224 members Mstep: Class 6 contains 551 members Mstep: Class 7 contains 16944 members Mstep: Class 8 contains 1372 members Mstep: Class 9 contains 57112 members Mstep: Class 10 contains 3410 members Mstep: Class 11 contains 9548 members Mstep: Class 13 contains 1455 members Mstep: Class 14 contains 1760 members Mstep: Class 16 contains 5452 members Mstep: Class 17 contains 1575 members Mstep: Class 18 contains 15454 members Mstep: Class 19 contains 3791 members Entering Unmasked Estep ConsiderDeletion Score: -17619686.000000 Penalty: 9784.919922 Iteration 7Q: 18 clusters Score -1.761969e+07 nChanged 8732 Entering Unmasked Mstep Mstep: Class 0 contains 296 members Mstep: Class 1 contains 178515 members Mstep: Class 2 contains 8871 members Mstep: Class 3 contains 1187 members Mstep: Class 4 contains 1319 members Mstep: Class 5 contains 4302 members Mstep: Class 6 contains 472 members Mstep: Class 7 contains 16521 members Mstep: Class 8 contains 1259 members Mstep: Class 9 contains 56336 members Mstep: Class 10 contains 3631 members Mstep: Class 11 contains 8664 members Mstep: Class 13 contains 1534 members Mstep: Class 14 contains 1680 members Mstep: Class 16 contains 5493 members Mstep: Class 17 contains 1546 members Mstep: Class 18 contains 15716 members Mstep: Class 19 contains 4480 members Entering Unmasked Estep ConsiderDeletion Score: -17623976.000000 Penalty: 9784.919922 Iteration 8Q: 18 clusters Score -1.762398e+07 nChanged 7168 Entering Unmasked Mstep Mstep: Class 0 contains 296 members Mstep: Class 1 contains 179123 members Mstep: Class 2 contains 9016 members Mstep: Class 3 contains 1106 members Mstep: Class 4 contains 1357 members Mstep: Class 5 contains 4322 members Mstep: Class 6 contains 403 members Mstep: Class 7 contains 15946 members Mstep: Class 8 contains 1157 members Mstep: Class 9 contains 55845 members Mstep: Class 10 contains 3878 members Mstep: Class 11 contains 7985 members Mstep: Class 13 contains 1624 members Mstep: Class 14 contains 1617 members Mstep: Class 16 contains 5491 members Mstep: Class 17 contains 1523 members Mstep: Class 18 contains 15977 members Mstep: Class 19 contains 5156 members Entering Unmasked Estep ConsiderDeletion Score: -17627054.000000 Penalty: 9784.919922 Iteration 9Q: 18 clusters Score -1.762705e+07 nChanged 6209 Entering Unmasked Mstep Mstep: Class 0 contains 296 members Mstep: Class 1 contains 179662 members Mstep: Class 2 contains 9081 members Mstep: Class 3 contains 1053 members Mstep: Class 4 contains 1429 members Mstep: Class 5 contains 4343 members Mstep: Class 6 contains 341 members Mstep: Class 7 contains 15387 members Mstep: Class 8 contains 1058 members Mstep: Class 9 contains 55350 members Mstep: Class 10 contains 4059 members Mstep: Class 11 contains 7543 members Mstep: Class 13 contains 1698 members Mstep: Class 14 contains 1564 members Mstep: Class 16 contains 5435 members Mstep: Class 17 contains 1500 members Mstep: Class 18 contains 16201 members Mstep: Class 19 contains 5822 members Entering Unmasked Estep ConsiderDeletion Deleting Class 6. Lose 540.872009 but Gain 575.583008 Score: -17629564.000000 Penalty: 9209.336914 Iteration 10Q: 17 clusters Score -1.762956e+07 nChanged 5712 Entering Unmasked Mstep Mstep: Class 0 contains 296 members Mstep: Class 1 contains 180181 members Mstep: Class 2 contains 9087 members Mstep: Class 3 contains 1065 members Mstep: Class 4 contains 1505 members Mstep: Class 5 contains 4348 members Mstep: Class 7 contains 14900 members Mstep: Class 8 contains 993 members Mstep: Class 9 contains 54800 members Mstep: Class 10 contains 4241 members Mstep: Class 11 contains 7312 members Mstep: Class 13 contains 1767 members Mstep: Class 14 contains 1551 members Mstep: Class 16 contains 5447 members Mstep: Class 17 contains 1489 members Mstep: Class 18 contains 16412 members Mstep: Class 19 contains 6428 members Entering Unmasked Estep ConsiderDeletion Score: -17631742.000000 Penalty: 9209.336914 Iteration 11Q: 17 clusters Score -1.763174e+07 nChanged 4783 Entering Unmasked Mstep Mstep: Class 0 contains 296 members Mstep: Class 1 contains 180522 members Mstep: Class 2 contains 9089 members Mstep: Class 3 contains 1054 members Mstep: Class 4 contains 1589 members Mstep: Class 5 contains 4348 members Mstep: Class 7 contains 14325 members Mstep: Class 8 contains 928 members Mstep: Class 9 contains 54380 members Mstep: Class 10 contains 4369 members Mstep: Class 11 contains 7135 members Mstep: Class 13 contains 1812 members Mstep: Class 14 contains 1500 members Mstep: Class 16 contains 5359 members Mstep: Class 17 contains 1465 members Mstep: Class 18 contains 16568 members Mstep: Class 19 contains 7083 members Entering Unmasked Estep ConsiderDeletion Score: -17633038.000000 Penalty: 9209.336914 Iteration 12Q: 17 clusters Score -1.763304e+07 nChanged 4219 Entering Unmasked Mstep Mstep: Class 0 contains 297 members Mstep: Class 1 contains 180918 members Mstep: Class 2 contains 9072 members Mstep: Class 3 contains 1021 members Mstep: Class 4 contains 1682 members Mstep: Class 5 contains 4360 members Mstep: Class 7 contains 13778 members Mstep: Class 8 contains 892 members Mstep: Class 9 contains 53805 members Mstep: Class 10 contains 4486 members Mstep: Class 11 contains 6987 members Mstep: Class 13 contains 1844 members Mstep: Class 14 contains 1440 members Mstep: Class 16 contains 5292 members Mstep: Class 17 contains 1457 members Mstep: Class 18 contains 16748 members Mstep: Class 19 contains 7743 members Entering Unmasked Estep ConsiderDeletion Score: -17633982.000000 Penalty: 9209.336914 Iteration 13Q: 17 clusters Score -1.763398e+07 nChanged 3741 Entering Unmasked Mstep Mstep: Class 0 contains 297 members Mstep: Class 1 contains 181237 members Mstep: Class 2 contains 9083 members Mstep: Class 3 contains 1001 members Mstep: Class 4 contains 1776 members Mstep: Class 5 contains 4364 members Mstep: Class 7 contains 13229 members Mstep: Class 8 contains 864 members Mstep: Class 9 contains 53284 members Mstep: Class 10 contains 4589 members Mstep: Class 11 contains 6850 members Mstep: Class 13 contains 1879 members Mstep: Class 14 contains 1380 members Mstep: Class 16 contains 5266 members Mstep: Class 17 contains 1452 members Mstep: Class 18 contains 16942 members Mstep: Class 19 contains 8329 members Entering Unmasked Estep ConsiderDeletion Score: -17634840.000000 Penalty: 9209.336914 Iteration 14Q: 17 clusters Score -1.763484e+07 nChanged 3264 Entering Unmasked Mstep Mstep: Class 0 contains 298 members Mstep: Class 1 contains 181471 members Mstep: Class 2 contains 9095 members Mstep: Class 3 contains 1000 members Mstep: Class 4 contains 1867 members Mstep: Class 5 contains 4370 members Mstep: Class 7 contains 12746 members Mstep: Class 8 contains 852 members Mstep: Class 9 contains 52730 members Mstep: Class 10 contains 4671 members Mstep: Class 11 contains 6746 members Mstep: Class 13 contains 1941 members Mstep: Class 14 contains 1332 members Mstep: Class 16 contains 5221 members Mstep: Class 17 contains 1434 members Mstep: Class 18 contains 17152 members Mstep: Class 19 contains 8896 members Entering Unmasked Estep ConsiderDeletion Score: -17635562.000000 Penalty: 9209.336914 Iteration 15Q: 17 clusters Score -1.763556e+07 nChanged 3006 Entering Unmasked Mstep Mstep: Class 0 contains 298 members Mstep: Class 1 contains 181621 members Mstep: Class 2 contains 9150 members Mstep: Class 3 contains 994 members Mstep: Class 4 contains 1968 members Mstep: Class 5 contains 4376 members Mstep: Class 7 contains 12340 members Mstep: Class 8 contains 846 members Mstep: Class 9 contains 52077 members Mstep: Class 10 contains 4722 members Mstep: Class 11 contains 6668 members Mstep: Class 13 contains 1988 members Mstep: Class 14 contains 1309 members Mstep: Class 16 contains 5176 members Mstep: Class 17 contains 1416 members Mstep: Class 18 contains 17339 members Mstep: Class 19 contains 9534 members Entering Unmasked Estep ConsiderDeletion Score: -17636268.000000 Penalty: 9209.336914 Iteration 16Q: 17 clusters Score -1.763627e+07 nChanged 2872 Entering Unmasked Mstep Mstep: Class 0 contains 299 members Mstep: Class 1 contains 181750 members Mstep: Class 2 contains 9211 members Mstep: Class 3 contains 989 members Mstep: Class 4 contains 2051 members Mstep: Class 5 contains 4377 members Mstep: Class 7 contains 11966 members Mstep: Class 8 contains 843 members Mstep: Class 9 contains 51377 members Mstep: Class 10 contains 4782 members Mstep: Class 11 contains 6594 members Mstep: Class 13 contains 2048 members Mstep: Class 14 contains 1303 members Mstep: Class 16 contains 5136 members Mstep: Class 17 contains 1391 members Mstep: Class 18 contains 17556 members Mstep: Class 19 contains 10149 members Entering Unmasked Estep ConsiderDeletion Score: -17636828.000000 Penalty: 9209.336914 Iteration 17Q: 17 clusters Score -1.763683e+07 nChanged 2682 Entering Unmasked Mstep Mstep: Class 0 contains 300 members Mstep: Class 1 contains 181914 members Mstep: Class 2 contains 9270 members Mstep: Class 3 contains 985 members Mstep: Class 4 contains 2144 members Mstep: Class 5 contains 4380 members Mstep: Class 7 contains 11623 members Mstep: Class 8 contains 840 members Mstep: Class 9 contains 50566 members Mstep: Class 10 contains 4812 members Mstep: Class 11 contains 6528 members Mstep: Class 13 contains 2091 members Mstep: Class 14 contains 1299 members Mstep: Class 16 contains 5116 members Mstep: Class 17 contains 1362 members Mstep: Class 18 contains 17789 members Mstep: Class 19 contains 10803 members Entering Unmasked Estep ConsiderDeletion Score: -17637330.000000 Penalty: 9209.336914 Iteration 18Q: 17 clusters Score -1.763733e+07 nChanged 2456 Entering Unmasked Mstep Mstep: Class 0 contains 301 members Mstep: Class 1 contains 182057 members Mstep: Class 2 contains 9335 members Mstep: Class 3 contains 984 members Mstep: Class 4 contains 2233 members Mstep: Class 5 contains 4378 members Mstep: Class 7 contains 11380 members Mstep: Class 8 contains 839 members Mstep: Class 9 contains 49638 members Mstep: Class 10 contains 4824 members Mstep: Class 11 contains 6466 members Mstep: Class 13 contains 2118 members Mstep: Class 14 contains 1306 members Mstep: Class 16 contains 5107 members Mstep: Class 17 contains 1335 members Mstep: Class 18 contains 18008 members Mstep: Class 19 contains 11513 members Entering Unmasked Estep ConsiderDeletion Score: -17637824.000000 Penalty: 9209.336914 Iteration 19Q: 17 clusters Score -1.763782e+07 nChanged 2407 Entering Unmasked Mstep Mstep: Class 0 contains 302 members Mstep: Class 1 contains 182217 members Mstep: Class 2 contains 9373 members Mstep: Class 3 contains 981 members Mstep: Class 4 contains 2311 members Mstep: Class 5 contains 4378 members Mstep: Class 7 contains 11216 members Mstep: Class 8 contains 839 members Mstep: Class 9 contains 48583 members Mstep: Class 10 contains 4842 members Mstep: Class 11 contains 6417 members Mstep: Class 13 contains 2122 members Mstep: Class 14 contains 1319 members Mstep: Class 16 contains 5102 members Mstep: Class 17 contains 1304 members Mstep: Class 18 contains 18229 members Mstep: Class 19 contains 12287 members Entering Unmasked Estep ConsiderDeletion Score: -17639264.000000 Penalty: 9209.336914 Iteration 20F: 17 clusters Score -1.763926e+07 nChanged 2799 Entering Unmasked Mstep Mstep: Class 0 contains 270 members Mstep: Class 1 contains 182352 members Mstep: Class 2 contains 9428 members Mstep: Class 3 contains 1011 members Mstep: Class 4 contains 2379 members Mstep: Class 5 contains 4365 members Mstep: Class 7 contains 11099 members Mstep: Class 8 contains 709 members Mstep: Class 9 contains 47395 members Mstep: Class 10 contains 4840 members Mstep: Class 11 contains 6412 members Mstep: Class 13 contains 2120 members Mstep: Class 14 contains 1377 members Mstep: Class 16 contains 5084 members Mstep: Class 17 contains 1345 members Mstep: Class 18 contains 18464 members Mstep: Class 19 contains 13172 members Entering Unmasked Estep ConsiderDeletion Score: -17640600.000000 Penalty: 9209.336914 Iteration 21Q: 17 clusters Score -1.76406e+07 nChanged 2927 Entering Unmasked Mstep Mstep: Class 0 contains 265 members Mstep: Class 1 contains 182411 members Mstep: Class 2 contains 9504 members Mstep: Class 3 contains 1010 members Mstep: Class 4 contains 2465 members Mstep: Class 5 contains 4363 members Mstep: Class 7 contains 11010 members Mstep: Class 8 contains 565 members Mstep: Class 9 contains 46115 members Mstep: Class 10 contains 4823 members Mstep: Class 11 contains 6425 members Mstep: Class 13 contains 2115 members Mstep: Class 14 contains 1385 members Mstep: Class 16 contains 5057 members Mstep: Class 17 contains 1441 members Mstep: Class 18 contains 18673 members Mstep: Class 19 contains 14195 members Entering Unmasked Estep ConsiderDeletion Score: -17641754.000000 Penalty: 9209.336914 Iteration 22Q: 17 clusters Score -1.764175e+07 nChanged 3001 Entering Unmasked Mstep Mstep: Class 0 contains 266 members Mstep: Class 1 contains 182442 members Mstep: Class 2 contains 9576 members Mstep: Class 3 contains 1013 members Mstep: Class 4 contains 2558 members Mstep: Class 5 contains 4366 members Mstep: Class 7 contains 10948 members Mstep: Class 8 contains 477 members Mstep: Class 9 contains 44693 members Mstep: Class 10 contains 4845 members Mstep: Class 11 contains 6431 members Mstep: Class 13 contains 2109 members Mstep: Class 14 contains 1360 members Mstep: Class 16 contains 5028 members Mstep: Class 17 contains 1501 members Mstep: Class 18 contains 18885 members Mstep: Class 19 contains 15324 members Entering Unmasked Estep ConsiderDeletion Score: -17642942.000000 Penalty: 9209.336914 Iteration 23Q: 17 clusters Score -1.764294e+07 nChanged 2995 Entering Unmasked Mstep Mstep: Class 0 contains 266 members Mstep: Class 1 contains 182401 members Mstep: Class 2 contains 9653 members Mstep: Class 3 contains 1017 members Mstep: Class 4 contains 2638 members Mstep: Class 5 contains 4365 members Mstep: Class 7 contains 10921 members Mstep: Class 8 contains 435 members Mstep: Class 9 contains 43252 members Mstep: Class 10 contains 4870 members Mstep: Class 11 contains 6455 members Mstep: Class 13 contains 2086 members Mstep: Class 14 contains 1324 members Mstep: Class 16 contains 5036 members Mstep: Class 17 contains 1516 members Mstep: Class 18 contains 19107 members Mstep: Class 19 contains 16480 members Entering Unmasked Estep ConsiderDeletion Score: -17643994.000000 Penalty: 9209.336914 Iteration 24Q: 17 clusters Score -1.764399e+07 nChanged 2797 Entering Unmasked Mstep Mstep: Class 0 contains 266 members Mstep: Class 1 contains 182244 members Mstep: Class 2 contains 9747 members Mstep: Class 3 contains 1014 members Mstep: Class 4 contains 2725 members Mstep: Class 5 contains 4363 members Mstep: Class 7 contains 10893 members Mstep: Class 8 contains 422 members Mstep: Class 9 contains 42053 members Mstep: Class 10 contains 4907 members Mstep: Class 11 contains 6489 members Mstep: Class 13 contains 2053 members Mstep: Class 14 contains 1309 members Mstep: Class 16 contains 5051 members Mstep: Class 17 contains 1509 members Mstep: Class 18 contains 19298 members Mstep: Class 19 contains 17479 members Entering Unmasked Estep ConsiderDeletion Score: -17644672.000000 Penalty: 9209.336914 Iteration 25Q: 17 clusters Score -1.764467e+07 nChanged 2493 Entering Unmasked Mstep Mstep: Class 0 contains 267 members Mstep: Class 1 contains 181975 members Mstep: Class 2 contains 9871 members Mstep: Class 3 contains 1013 members Mstep: Class 4 contains 2790 members Mstep: Class 5 contains 4364 members Mstep: Class 7 contains 10861 members Mstep: Class 8 contains 418 members Mstep: Class 9 contains 41162 members Mstep: Class 10 contains 4933 members Mstep: Class 11 contains 6557 members Mstep: Class 13 contains 2009 members Mstep: Class 14 contains 1290 members Mstep: Class 16 contains 5071 members Mstep: Class 17 contains 1503 members Mstep: Class 18 contains 19483 members Mstep: Class 19 contains 18255 members Entering Unmasked Estep ConsiderDeletion Score: -17645210.000000 Penalty: 9209.336914 Iteration 26Q: 17 clusters Score -1.764521e+07 nChanged 2201 Entering Unmasked Mstep Mstep: Class 0 contains 267 members Mstep: Class 1 contains 181666 members Mstep: Class 2 contains 10017 members Mstep: Class 3 contains 1005 members Mstep: Class 4 contains 2863 members Mstep: Class 5 contains 4364 members Mstep: Class 7 contains 10856 members Mstep: Class 8 contains 415 members Mstep: Class 9 contains 40454 members Mstep: Class 10 contains 4959 members Mstep: Class 11 contains 6635 members Mstep: Class 13 contains 1963 members Mstep: Class 14 contains 1271 members Mstep: Class 16 contains 5077 members Mstep: Class 17 contains 1499 members Mstep: Class 18 contains 19634 members Mstep: Class 19 contains 18877 members Entering Unmasked Estep ConsiderDeletion Score: -17645568.000000 Penalty: 9209.336914 Iteration 27Q: 17 clusters Score -1.764557e+07 nChanged 1928 Entering Unmasked Mstep Mstep: Class 0 contains 267 members Mstep: Class 1 contains 181328 members Mstep: Class 2 contains 10147 members Mstep: Class 3 contains 1002 members Mstep: Class 4 contains 2939 members Mstep: Class 5 contains 4361 members Mstep: Class 7 contains 10854 members Mstep: Class 8 contains 411 members Mstep: Class 9 contains 39867 members Mstep: Class 10 contains 4973 members Mstep: Class 11 contains 6735 members Mstep: Class 13 contains 1920 members Mstep: Class 14 contains 1256 members Mstep: Class 16 contains 5083 members Mstep: Class 17 contains 1492 members Mstep: Class 18 contains 19795 members Mstep: Class 19 contains 19392 members Entering Unmasked Estep ConsiderDeletion Score: -17645874.000000 Penalty: 9209.336914 Iteration 28Q: 17 clusters Score -1.764587e+07 nChanged 1643 Entering Unmasked Mstep Mstep: Class 0 contains 267 members Mstep: Class 1 contains 181002 members Mstep: Class 2 contains 10275 members Mstep: Class 3 contains 1001 members Mstep: Class 4 contains 2995 members Mstep: Class 5 contains 4356 members Mstep: Class 7 contains 10872 members Mstep: Class 8 contains 409 members Mstep: Class 9 contains 39371 members Mstep: Class 10 contains 4974 members Mstep: Class 11 contains 6797 members Mstep: Class 13 contains 1898 members Mstep: Class 14 contains 1241 members Mstep: Class 16 contains 5076 members Mstep: Class 17 contains 1486 members Mstep: Class 18 contains 20000 members Mstep: Class 19 contains 19802 members Entering Unmasked Estep ConsiderDeletion Score: -17646150.000000 Penalty: 9209.336914 Iteration 29Q: 17 clusters Score -1.764615e+07 nChanged 1432 Entering Unmasked Mstep Mstep: Class 0 contains 267 members Mstep: Class 1 contains 180781 members Mstep: Class 2 contains 10400 members Mstep: Class 3 contains 1001 members Mstep: Class 4 contains 3048 members Mstep: Class 5 contains 4349 members Mstep: Class 7 contains 10887 members Mstep: Class 8 contains 408 members Mstep: Class 9 contains 38915 members Mstep: Class 10 contains 4990 members Mstep: Class 11 contains 6867 members Mstep: Class 13 contains 1888 members Mstep: Class 14 contains 1226 members Mstep: Class 16 contains 5062 members Mstep: Class 17 contains 1478 members Mstep: Class 18 contains 20175 members Mstep: Class 19 contains 20080 members Entering Unmasked Estep ConsiderDeletion Score: -17646154.000000 Penalty: 9209.336914 Iteration 30Q: 17 clusters Score -1.764615e+07 nChanged 1194 Entering Unmasked Mstep Mstep: Class 0 contains 267 members Mstep: Class 1 contains 180646 members Mstep: Class 2 contains 10497 members Mstep: Class 3 contains 1000 members Mstep: Class 4 contains 3106 members Mstep: Class 5 contains 4347 members Mstep: Class 7 contains 10908 members Mstep: Class 8 contains 408 members Mstep: Class 9 contains 38515 members Mstep: Class 10 contains 4997 members Mstep: Class 11 contains 6974 members Mstep: Class 13 contains 1879 members Mstep: Class 14 contains 1214 members Mstep: Class 16 contains 5040 members Mstep: Class 17 contains 1467 members Mstep: Class 18 contains 20300 members Mstep: Class 19 contains 20257 members Entering Unmasked Estep ConsiderDeletion Score: -17646224.000000 Penalty: 9209.336914 Iteration 31Q: 17 clusters Score -1.764622e+07 nChanged 992 Entering Unmasked Mstep Mstep: Class 0 contains 267 members Mstep: Class 1 contains 180484 members Mstep: Class 2 contains 10588 members Mstep: Class 3 contains 997 members Mstep: Class 4 contains 3167 members Mstep: Class 5 contains 4344 members Mstep: Class 7 contains 10934 members Mstep: Class 8 contains 408 members Mstep: Class 9 contains 38225 members Mstep: Class 10 contains 4971 members Mstep: Class 11 contains 7054 members Mstep: Class 13 contains 1877 members Mstep: Class 14 contains 1199 members Mstep: Class 16 contains 5027 members Mstep: Class 17 contains 1454 members Mstep: Class 18 contains 20426 members Mstep: Class 19 contains 20400 members Entering Unmasked Estep ConsiderDeletion Score: -17646294.000000 Penalty: 9209.336914 Iteration 32Q: 17 clusters Score -1.764629e+07 nChanged 904 Entering Unmasked Mstep Mstep: Class 0 contains 267 members Mstep: Class 1 contains 180366 members Mstep: Class 2 contains 10667 members Mstep: Class 3 contains 996 members Mstep: Class 4 contains 3220 members Mstep: Class 5 contains 4342 members Mstep: Class 7 contains 10971 members Mstep: Class 8 contains 408 members Mstep: Class 9 contains 37942 members Mstep: Class 10 contains 4960 members Mstep: Class 11 contains 7130 members Mstep: Class 13 contains 1874 members Mstep: Class 14 contains 1183 members Mstep: Class 16 contains 4991 members Mstep: Class 17 contains 1448 members Mstep: Class 18 contains 20539 members Mstep: Class 19 contains 20518 members Entering Unmasked Estep ConsiderDeletion Score: -17646396.000000 Penalty: 9209.336914 Iteration 33Q: 17 clusters Score -1.76464e+07 nChanged 794 Entering Unmasked Mstep Mstep: Class 0 contains 267 members Mstep: Class 1 contains 180256 members Mstep: Class 2 contains 10756 members Mstep: Class 3 contains 995 members Mstep: Class 4 contains 3260 members Mstep: Class 5 contains 4339 members Mstep: Class 7 contains 10990 members Mstep: Class 8 contains 408 members Mstep: Class 9 contains 37678 members Mstep: Class 10 contains 4947 members Mstep: Class 11 contains 7200 members Mstep: Class 13 contains 1875 members Mstep: Class 14 contains 1172 members Mstep: Class 16 contains 4972 members Mstep: Class 17 contains 1439 members Mstep: Class 18 contains 20663 members Mstep: Class 19 contains 20605 members Entering Unmasked Estep ConsiderDeletion Score: -17646444.000000 Penalty: 9209.336914 Iteration 34Q: 17 clusters Score -1.764644e+07 nChanged 728 Entering Unmasked Mstep Mstep: Class 0 contains 267 members Mstep: Class 1 contains 180216 members Mstep: Class 2 contains 10834 members Mstep: Class 3 contains 994 members Mstep: Class 4 contains 3305 members Mstep: Class 5 contains 4339 members Mstep: Class 7 contains 11014 members Mstep: Class 8 contains 408 members Mstep: Class 9 contains 37415 members Mstep: Class 10 contains 4944 members Mstep: Class 11 contains 7249 members Mstep: Class 13 contains 1878 members Mstep: Class 14 contains 1165 members Mstep: Class 16 contains 4946 members Mstep: Class 17 contains 1432 members Mstep: Class 18 contains 20768 members Mstep: Class 19 contains 20648 members Entering Unmasked Estep ConsiderDeletion Score: -17646372.000000 Penalty: 9209.336914 Iteration 35Q: 17 clusters Score -1.764637e+07 nChanged 662 Entering Unmasked Mstep Mstep: Class 0 contains 267 members Mstep: Class 1 contains 180109 members Mstep: Class 2 contains 10908 members Mstep: Class 3 contains 994 members Mstep: Class 4 contains 3343 members Mstep: Class 5 contains 4341 members Mstep: Class 7 contains 11028 members Mstep: Class 8 contains 408 members Mstep: Class 9 contains 37199 members Mstep: Class 10 contains 4938 members Mstep: Class 11 contains 7307 members Mstep: Class 13 contains 1882 members Mstep: Class 14 contains 1159 members Mstep: Class 16 contains 4923 members Mstep: Class 17 contains 1424 members Mstep: Class 18 contains 20884 members Mstep: Class 19 contains 20708 members Entering Unmasked Estep ConsiderDeletion Score: -17646464.000000 Penalty: 9209.336914 Iteration 36Q: 17 clusters Score -1.764646e+07 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 267 members Mstep: Class 1 contains 180059 members Mstep: Class 2 contains 10973 members Mstep: Class 3 contains 994 members Mstep: Class 4 contains 3365 members Mstep: Class 5 contains 4339 members Mstep: Class 7 contains 11041 members Mstep: Class 8 contains 408 members Mstep: Class 9 contains 36989 members Mstep: Class 10 contains 4939 members Mstep: Class 11 contains 7377 members Mstep: Class 13 contains 1882 members Mstep: Class 14 contains 1155 members Mstep: Class 16 contains 4896 members Mstep: Class 17 contains 1416 members Mstep: Class 18 contains 20992 members Mstep: Class 19 contains 20730 members Entering Unmasked Estep ConsiderDeletion Score: -17646462.000000 Penalty: 9209.336914 Iteration 37Q: 17 clusters Score -1.764646e+07 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 267 members Mstep: Class 1 contains 180052 members Mstep: Class 2 contains 11032 members Mstep: Class 3 contains 993 members Mstep: Class 4 contains 3387 members Mstep: Class 5 contains 4336 members Mstep: Class 7 contains 11060 members Mstep: Class 8 contains 408 members Mstep: Class 9 contains 36783 members Mstep: Class 10 contains 4940 members Mstep: Class 11 contains 7446 members Mstep: Class 13 contains 1882 members Mstep: Class 14 contains 1146 members Mstep: Class 16 contains 4862 members Mstep: Class 17 contains 1409 members Mstep: Class 18 contains 21078 members Mstep: Class 19 contains 20741 members Entering Unmasked Estep ConsiderDeletion Score: -17646462.000000 Penalty: 9209.336914 Iteration 38Q: 17 clusters Score -1.764646e+07 nChanged 569 Entering ConstructFrom: Score: -17646462.000000 Penalty: 9209.336914 Entering ConstructFrom: Trying to split cluster 1 (180028 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180028 members Entering Unmasked Estep Score: -10880678.000000 Penalty: 550.589478 Iteration 0F: 2 clusters Score -1.088068e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89826 members Mstep: Class 2 contains 90202 members Entering Unmasked Estep Score: -10761851.000000 Penalty: 1101.178955 Iteration 0F: 3 clusters Score -1.076185e+07 nChanged 88400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87390 members Mstep: Class 2 contains 92638 members Entering Unmasked Estep Score: -10817089.000000 Penalty: 1101.178955 Iteration 1F: 3 clusters Score -1.081709e+07 nChanged 7341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86667 members Mstep: Class 2 contains 93361 members Entering Unmasked Estep Score: -10819521.000000 Penalty: 1101.178955 Iteration 2Q: 3 clusters Score -1.081952e+07 nChanged 7632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85021 members Mstep: Class 2 contains 95007 members Entering Unmasked Estep Score: -10822307.000000 Penalty: 1101.178955 Iteration 3Q: 3 clusters Score -1.082231e+07 nChanged 7944 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81947 members Mstep: Class 2 contains 98081 members Entering Unmasked Estep Score: -10825746.000000 Penalty: 1101.178955 Iteration 4Q: 3 clusters Score -1.082575e+07 nChanged 8598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77029 members Mstep: Class 2 contains 102999 members Entering Unmasked Estep Score: -10830085.000000 Penalty: 1101.178955 Iteration 5Q: 3 clusters Score -1.083008e+07 nChanged 9700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70309 members Mstep: Class 2 contains 109719 members Entering Unmasked Estep Score: -10836355.000000 Penalty: 1101.178955 Iteration 6F: 3 clusters Score -1.083636e+07 nChanged 10702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62469 members Mstep: Class 2 contains 117559 members Entering Unmasked Estep Score: -10847205.000000 Penalty: 1101.178955 Iteration 7F: 3 clusters Score -1.08472e+07 nChanged 10662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56051 members Mstep: Class 2 contains 123977 members Entering Unmasked Estep Score: -10865576.000000 Penalty: 1101.178955 Iteration 8F: 3 clusters Score -1.086558e+07 nChanged 8402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56429 members Mstep: Class 2 contains 123599 members Entering Unmasked Estep Score: -10877163.000000 Penalty: 1101.178955 Iteration 9Q: 3 clusters Score -1.087716e+07 nChanged 8212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60237 members Mstep: Class 2 contains 119791 members Entering Unmasked Estep Score: -10882793.000000 Penalty: 1101.178955 Iteration 10Q: 3 clusters Score -1.088279e+07 nChanged 7192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64521 members Mstep: Class 2 contains 115507 members Entering Unmasked Estep Score: -10887403.000000 Penalty: 1101.178955 Iteration 11Q: 3 clusters Score -1.08874e+07 nChanged 6791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68934 members Mstep: Class 2 contains 111094 members Entering Unmasked Estep Score: -10891436.000000 Penalty: 1101.178955 Iteration 12Q: 3 clusters Score -1.089144e+07 nChanged 6429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73525 members Mstep: Class 2 contains 106503 members Entering Unmasked Estep Score: -10894997.000000 Penalty: 1101.178955 Iteration 13Q: 3 clusters Score -1.0895e+07 nChanged 5850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77801 members Mstep: Class 2 contains 102227 members Entering Unmasked Estep Score: -10897845.000000 Penalty: 1101.178955 Iteration 14Q: 3 clusters Score -1.089784e+07 nChanged 5030 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81621 members Mstep: Class 2 contains 98407 members Entering Unmasked Estep Score: -10900049.000000 Penalty: 1101.178955 Iteration 15Q: 3 clusters Score -1.090005e+07 nChanged 4287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84954 members Mstep: Class 2 contains 95074 members Entering Unmasked Estep Score: -10901730.000000 Penalty: 1101.178955 Iteration 16Q: 3 clusters Score -1.090173e+07 nChanged 3424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87748 members Mstep: Class 2 contains 92280 members Entering Unmasked Estep Score: -10902887.000000 Penalty: 1101.178955 Iteration 17Q: 3 clusters Score -1.090289e+07 nChanged 2600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89878 members Mstep: Class 2 contains 90150 members Entering Unmasked Estep Score: -10903668.000000 Penalty: 1101.178955 Iteration 18Q: 3 clusters Score -1.090367e+07 nChanged 1944 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91546 members Mstep: Class 2 contains 88482 members Entering Unmasked Estep Score: -10904166.000000 Penalty: 1101.178955 Iteration 19Q: 3 clusters Score -1.090417e+07 nChanged 1425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92799 members Mstep: Class 2 contains 87229 members Entering Unmasked Estep Score: -10904623.000000 Penalty: 1101.178955 Iteration 20F: 3 clusters Score -1.090462e+07 nChanged 1529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94212 members Mstep: Class 2 contains 85816 members Entering Unmasked Estep Score: -10904992.000000 Penalty: 1101.178955 Iteration 21Q: 3 clusters Score -1.090499e+07 nChanged 1223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95345 members Mstep: Class 2 contains 84683 members Entering Unmasked Estep Score: -10905339.000000 Penalty: 1101.178955 Iteration 22Q: 3 clusters Score -1.090534e+07 nChanged 990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96289 members Mstep: Class 2 contains 83739 members Entering Unmasked Estep Score: -10905525.000000 Penalty: 1101.178955 Iteration 23Q: 3 clusters Score -1.090552e+07 nChanged 832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97089 members Mstep: Class 2 contains 82939 members Entering Unmasked Estep Score: -10905679.000000 Penalty: 1101.178955 Iteration 24Q: 3 clusters Score -1.090568e+07 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97752 members Mstep: Class 2 contains 82276 members Entering Unmasked Estep Score: -10905750.000000 Penalty: 1101.178955 Iteration 25Q: 3 clusters Score -1.090575e+07 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98320 members Mstep: Class 2 contains 81708 members Entering Unmasked Estep Score: -10905714.000000 Penalty: 1101.178955 Iteration 26Q: 3 clusters Score -1.090571e+07 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98824 members Mstep: Class 2 contains 81204 members Entering Unmasked Estep Score: -10905750.000000 Penalty: 1101.178955 Iteration 27Q: 3 clusters Score -1.090575e+07 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99291 members Mstep: Class 2 contains 80737 members Entering Unmasked Estep Score: -10905790.000000 Penalty: 1101.178955 Iteration 28Q: 3 clusters Score -1.090579e+07 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99730 members Mstep: Class 2 contains 80298 members Entering Unmasked Estep Score: -10905789.000000 Penalty: 1101.178955 Iteration 29Q: 3 clusters Score -1.090579e+07 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100147 members Mstep: Class 2 contains 79881 members Entering Unmasked Estep Score: -10905795.000000 Penalty: 1101.178955 Iteration 30Q: 3 clusters Score -1.09058e+07 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100550 members Mstep: Class 2 contains 79478 members Entering Unmasked Estep Score: -10905800.000000 Penalty: 1101.178955 Iteration 31Q: 3 clusters Score -1.09058e+07 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100968 members Mstep: Class 2 contains 79060 members Entering Unmasked Estep Score: -10905810.000000 Penalty: 1101.178955 Iteration 32Q: 3 clusters Score -1.090581e+07 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101360 members Mstep: Class 2 contains 78668 members Entering Unmasked Estep Score: -10905799.000000 Penalty: 1101.178955 Iteration 33Q: 3 clusters Score -1.09058e+07 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101743 members Mstep: Class 2 contains 78285 members Entering Unmasked Estep Score: -10905833.000000 Penalty: 1101.178955 Iteration 34Q: 3 clusters Score -1.090583e+07 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102085 members Mstep: Class 2 contains 77943 members Entering Unmasked Estep Score: -10905888.000000 Penalty: 1101.178955 Iteration 35Q: 3 clusters Score -1.090589e+07 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102418 members Mstep: Class 2 contains 77610 members Entering Unmasked Estep Score: -10905875.000000 Penalty: 1101.178955 Iteration 36Q: 3 clusters Score -1.090588e+07 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102725 members Mstep: Class 2 contains 77303 members Entering Unmasked Estep Score: -10905845.000000 Penalty: 1101.178955 Iteration 37Q: 3 clusters Score -1.090584e+07 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103022 members Mstep: Class 2 contains 77006 members Entering Unmasked Estep Score: -10905892.000000 Penalty: 1101.178955 Iteration 38Q: 3 clusters Score -1.090589e+07 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103311 members Mstep: Class 2 contains 76717 members Entering Unmasked Estep Score: -10905871.000000 Penalty: 1101.178955 Iteration 39Q: 3 clusters Score -1.090587e+07 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103576 members Mstep: Class 2 contains 76452 members Entering Unmasked Estep Score: -10905848.000000 Penalty: 1101.178955 Iteration 40F: 3 clusters Score -1.090585e+07 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103808 members Mstep: Class 2 contains 76220 members Entering Unmasked Estep Score: -10905845.000000 Penalty: 1101.178955 Iteration 41Q: 3 clusters Score -1.090584e+07 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104050 members Mstep: Class 2 contains 75978 members Entering Unmasked Estep Score: -10905875.000000 Penalty: 1101.178955 Iteration 42Q: 3 clusters Score -1.090588e+07 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104305 members Mstep: Class 2 contains 75723 members Entering Unmasked Estep Score: -10905909.000000 Penalty: 1101.178955 Iteration 43Q: 3 clusters Score -1.090591e+07 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104564 members Mstep: Class 2 contains 75464 members Entering Unmasked Estep Score: -10905908.000000 Penalty: 1101.178955 Iteration 44Q: 3 clusters Score -1.090591e+07 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104859 members Mstep: Class 2 contains 75169 members Entering Unmasked Estep Score: -10905979.000000 Penalty: 1101.178955 Iteration 45Q: 3 clusters Score -1.090598e+07 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105175 members Mstep: Class 2 contains 74853 members Entering Unmasked Estep Score: -10905996.000000 Penalty: 1101.178955 Iteration 46Q: 3 clusters Score -1.0906e+07 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105545 members Mstep: Class 2 contains 74483 members Entering Unmasked Estep Score: -10906012.000000 Penalty: 1101.178955 Iteration 47Q: 3 clusters Score -1.090601e+07 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105921 members Mstep: Class 2 contains 74107 members Entering Unmasked Estep Score: -10906053.000000 Penalty: 1101.178955 Iteration 48Q: 3 clusters Score -1.090605e+07 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106296 members Mstep: Class 2 contains 73732 members Entering Unmasked Estep Score: -10906026.000000 Penalty: 1101.178955 Iteration 49Q: 3 clusters Score -1.090603e+07 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106667 members Mstep: Class 2 contains 73361 members Entering Unmasked Estep Score: -10906112.000000 Penalty: 1101.178955 Iteration 50Q: 3 clusters Score -1.090611e+07 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107046 members Mstep: Class 2 contains 72982 members Entering Unmasked Estep Score: -10906177.000000 Penalty: 1101.178955 Iteration 51Q: 3 clusters Score -1.090618e+07 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107496 members Mstep: Class 2 contains 72532 members Entering Unmasked Estep Score: -10906314.000000 Penalty: 1101.178955 Iteration 52Q: 3 clusters Score -1.090631e+07 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107954 members Mstep: Class 2 contains 72074 members Entering Unmasked Estep Score: -10906400.000000 Penalty: 1101.178955 Iteration 53Q: 3 clusters Score -1.09064e+07 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108498 members Mstep: Class 2 contains 71530 members Entering Unmasked Estep Score: -10906534.000000 Penalty: 1101.178955 Iteration 54Q: 3 clusters Score -1.090653e+07 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109141 members Mstep: Class 2 contains 70887 members Entering Unmasked Estep Score: -10906742.000000 Penalty: 1101.178955 Iteration 55Q: 3 clusters Score -1.090674e+07 nChanged 764 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109905 members Mstep: Class 2 contains 70123 members Entering Unmasked Estep Score: -10907197.000000 Penalty: 1101.178955 Iteration 56Q: 3 clusters Score -1.09072e+07 nChanged 882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110787 members Mstep: Class 2 contains 69241 members Entering Unmasked Estep Score: -10907820.000000 Penalty: 1101.178955 Iteration 57Q: 3 clusters Score -1.090782e+07 nChanged 1127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111914 members Mstep: Class 2 contains 68114 members Entering Unmasked Estep Score: -10909480.000000 Penalty: 1101.178955 Iteration 58Q: 3 clusters Score -1.090948e+07 nChanged 1352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113266 members Mstep: Class 2 contains 66762 members Entering Unmasked Estep Score: -10911678.000000 Penalty: 1101.178955 Iteration 59Q: 3 clusters Score -1.091168e+07 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113730 members Mstep: Class 2 contains 66298 members Entering Unmasked Estep Score: -10915259.000000 Penalty: 1101.178955 Iteration 60F: 3 clusters Score -1.091526e+07 nChanged 1673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115403 members Mstep: Class 2 contains 64625 members Entering Unmasked Estep Score: -10933273.000000 Penalty: 1101.178955 Iteration 61Q: 3 clusters Score -1.093327e+07 nChanged 854 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116257 members Mstep: Class 2 contains 63771 members Entering Unmasked Estep Score: -10948447.000000 Penalty: 1101.178955 Iteration 62Q: 3 clusters Score -1.094845e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116286 members Mstep: Class 2 contains 63742 members Entering Unmasked Estep Score: -10948465.000000 Penalty: 1101.178955 Iteration 63Q: 3 clusters Score -1.094846e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116286 members Mstep: Class 2 contains 63742 members Entering Unmasked Estep Score: -10948465.000000 Penalty: 1101.178955 Iteration 64F: 3 clusters Score -1.094846e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 267 members Mstep: Class 1 contains 116286 members Mstep: Class 2 contains 11093 members Mstep: Class 3 contains 993 members Mstep: Class 4 contains 3405 members Mstep: Class 5 contains 4335 members Mstep: Class 6 contains 63742 members Mstep: Class 7 contains 11070 members Mstep: Class 8 contains 408 members Mstep: Class 9 contains 36588 members Mstep: Class 10 contains 4938 members Mstep: Class 11 contains 7507 members Mstep: Class 13 contains 1881 members Mstep: Class 14 contains 1139 members Mstep: Class 16 contains 4839 members Mstep: Class 17 contains 1397 members Mstep: Class 18 contains 21170 members Mstep: Class 19 contains 20764 members Entering Unmasked Estep Score: -17714256.000000 Penalty: 9784.919922 Splitting cluster 1 changes total score from -17646462.000000 to -17714256.000000 So it's getting split into cluster 6. Entering ConstructFrom: Trying to split cluster 2 (11093 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11093 members Entering Unmasked Estep Score: -650723.437500 Penalty: 423.790161 Iteration 0F: 2 clusters Score -650723.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5593 members Mstep: Class 2 contains 5500 members Entering Unmasked Estep Score: -643315.750000 Penalty: 847.580322 Iteration 0F: 3 clusters Score -643315.8 nChanged 5240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6171 members Mstep: Class 2 contains 4922 members Entering Unmasked Estep Score: -646494.000000 Penalty: 847.580322 Iteration 1F: 3 clusters Score -646494 nChanged 836 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6659 members Mstep: Class 2 contains 4434 members Entering Unmasked Estep Score: -647059.375000 Penalty: 847.580322 Iteration 2F: 3 clusters Score -647059.4 nChanged 947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7306 members Mstep: Class 2 contains 3787 members Entering Unmasked Estep Score: -647849.000000 Penalty: 847.580322 Iteration 3F: 3 clusters Score -647849 nChanged 952 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7940 members Mstep: Class 2 contains 3153 members Entering Unmasked Estep Score: -648731.062500 Penalty: 847.580322 Iteration 4F: 3 clusters Score -648731.1 nChanged 817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8423 members Mstep: Class 2 contains 2670 members Entering Unmasked Estep Score: -649495.062500 Penalty: 847.580322 Iteration 5F: 3 clusters Score -649495.1 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8708 members Mstep: Class 2 contains 2385 members Entering Unmasked Estep Score: -650101.687500 Penalty: 847.580322 Iteration 6F: 3 clusters Score -650101.7 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8860 members Mstep: Class 2 contains 2233 members Entering Unmasked Estep Score: -650533.187500 Penalty: 847.580322 Iteration 7Q: 3 clusters Score -650533.2 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8958 members Mstep: Class 2 contains 2135 members Entering Unmasked Estep Score: -650761.187500 Penalty: 847.580322 Iteration 8Q: 3 clusters Score -650761.2 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9020 members Mstep: Class 2 contains 2073 members Entering Unmasked Estep Score: -650892.937500 Penalty: 847.580322 Iteration 9Q: 3 clusters Score -650892.9 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9050 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -650971.812500 Penalty: 847.580322 Iteration 10Q: 3 clusters Score -650971.8 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9062 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -651042.250000 Penalty: 847.580322 Iteration 11Q: 3 clusters Score -651042.2 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9046 members Mstep: Class 2 contains 2047 members Entering Unmasked Estep Score: -651103.375000 Penalty: 847.580322 Iteration 12Q: 3 clusters Score -651103.4 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9009 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -651168.312500 Penalty: 847.580322 Iteration 13Q: 3 clusters Score -651168.3 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8974 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -651222.687500 Penalty: 847.580322 Iteration 14Q: 3 clusters Score -651222.7 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8940 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -651274.937500 Penalty: 847.580322 Iteration 15Q: 3 clusters Score -651274.9 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8899 members Mstep: Class 2 contains 2194 members Entering Unmasked Estep Score: -651322.687500 Penalty: 847.580322 Iteration 16Q: 3 clusters Score -651322.7 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8848 members Mstep: Class 2 contains 2245 members Entering Unmasked Estep Score: -651364.187500 Penalty: 847.580322 Iteration 17Q: 3 clusters Score -651364.2 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8811 members Mstep: Class 2 contains 2282 members Entering Unmasked Estep Score: -651395.750000 Penalty: 847.580322 Iteration 18Q: 3 clusters Score -651395.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8777 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -651416.312500 Penalty: 847.580322 Iteration 19Q: 3 clusters Score -651416.3 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8744 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -651431.687500 Penalty: 847.580322 Iteration 20F: 3 clusters Score -651431.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8710 members Mstep: Class 2 contains 2383 members Entering Unmasked Estep Score: -651442.812500 Penalty: 847.580322 Iteration 21Q: 3 clusters Score -651442.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8676 members Mstep: Class 2 contains 2417 members Entering Unmasked Estep Score: -651450.062500 Penalty: 847.580322 Iteration 22Q: 3 clusters Score -651450.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8646 members Mstep: Class 2 contains 2447 members Entering Unmasked Estep Score: -651458.937500 Penalty: 847.580322 Iteration 23Q: 3 clusters Score -651458.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8617 members Mstep: Class 2 contains 2476 members Entering Unmasked Estep Score: -651461.812500 Penalty: 847.580322 Iteration 24Q: 3 clusters Score -651461.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8599 members Mstep: Class 2 contains 2494 members Entering Unmasked Estep Score: -651463.187500 Penalty: 847.580322 Iteration 25Q: 3 clusters Score -651463.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8584 members Mstep: Class 2 contains 2509 members Entering Unmasked Estep Score: -651466.187500 Penalty: 847.580322 Iteration 26Q: 3 clusters Score -651466.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8576 members Mstep: Class 2 contains 2517 members Entering Unmasked Estep Score: -651469.000000 Penalty: 847.580322 Iteration 27Q: 3 clusters Score -651469 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8569 members Mstep: Class 2 contains 2524 members Entering Unmasked Estep Score: -651470.687500 Penalty: 847.580322 Iteration 28Q: 3 clusters Score -651470.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8565 members Mstep: Class 2 contains 2528 members Entering Unmasked Estep Score: -651470.312500 Penalty: 847.580322 Iteration 29Q: 3 clusters Score -651470.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8564 members Mstep: Class 2 contains 2529 members Entering Unmasked Estep Score: -651470.062500 Penalty: 847.580322 Iteration 30Q: 3 clusters Score -651470.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8564 members Mstep: Class 2 contains 2529 members Entering Unmasked Estep Score: -651470.062500 Penalty: 847.580322 Iteration 31F: 3 clusters Score -651470.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 267 members Mstep: Class 1 contains 116286 members Mstep: Class 2 contains 8564 members Mstep: Class 3 contains 993 members Mstep: Class 4 contains 3405 members Mstep: Class 5 contains 4335 members Mstep: Class 6 contains 63742 members Mstep: Class 7 contains 11070 members Mstep: Class 8 contains 408 members Mstep: Class 9 contains 36588 members Mstep: Class 10 contains 4938 members Mstep: Class 11 contains 7507 members Mstep: Class 12 contains 2529 members Mstep: Class 13 contains 1881 members Mstep: Class 14 contains 1139 members Mstep: Class 16 contains 4839 members Mstep: Class 17 contains 1397 members Mstep: Class 18 contains 21170 members Mstep: Class 19 contains 20764 members Entering Unmasked Estep Score: -17714852.000000 Penalty: 10360.503906 Splitting cluster 2 changes total score from -17646462.000000 to -17714852.000000 So it's getting split into cluster 12. Entering ConstructFrom: Trying to split cluster 3 (993 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Entering Unmasked Estep Score: -51020.949219 Penalty: 313.983246 Iteration 0F: 2 clusters Score -51020.95 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 506 members Entering Unmasked Estep Score: -50215.957031 Penalty: 627.966492 Iteration 0F: 3 clusters Score -50215.96 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -50494.832031 Penalty: 627.966492 Iteration 1F: 3 clusters Score -50494.83 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -50573.449219 Penalty: 627.966492 Iteration 2F: 3 clusters Score -50573.45 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -50627.660156 Penalty: 627.966492 Iteration 3F: 3 clusters Score -50627.66 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -50673.484375 Penalty: 627.966492 Iteration 4F: 3 clusters Score -50673.48 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -50712.218750 Penalty: 627.966492 Iteration 5Q: 3 clusters Score -50712.22 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -50742.707031 Penalty: 627.966492 Iteration 6Q: 3 clusters Score -50742.71 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -50769.144531 Penalty: 627.966492 Iteration 7Q: 3 clusters Score -50769.14 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -50787.992188 Penalty: 627.966492 Iteration 8Q: 3 clusters Score -50787.99 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -50804.640625 Penalty: 627.966492 Iteration 9Q: 3 clusters Score -50804.64 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -50815.707031 Penalty: 627.966492 Iteration 10Q: 3 clusters Score -50815.71 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -50830.101562 Penalty: 627.966492 Iteration 11Q: 3 clusters Score -50830.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -50843.519531 Penalty: 627.966492 Iteration 12Q: 3 clusters Score -50843.52 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -50850.765625 Penalty: 627.966492 Iteration 13Q: 3 clusters Score -50850.77 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -50853.187500 Penalty: 627.966492 Iteration 14Q: 3 clusters Score -50853.19 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -50855.808594 Penalty: 627.966492 Iteration 15Q: 3 clusters Score -50855.81 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -50855.808594 Penalty: 627.966492 Iteration 16F: 3 clusters Score -50855.81 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (3405 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3405 members Entering Unmasked Estep Score: -166422.093750 Penalty: 370.051514 Iteration 0F: 2 clusters Score -166422.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -164146.875000 Penalty: 740.103027 Iteration 0F: 3 clusters Score -164146.9 nChanged 1499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -165035.343750 Penalty: 740.103027 Iteration 1F: 3 clusters Score -165035.3 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -165356.984375 Penalty: 740.103027 Iteration 2F: 3 clusters Score -165357 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 1820 members Entering Unmasked Estep Score: -166073.562500 Penalty: 740.103027 Iteration 3F: 3 clusters Score -166073.6 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 2022 members Entering Unmasked Estep Score: -166802.671875 Penalty: 740.103027 Iteration 4F: 3 clusters Score -166802.7 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 2073 members Entering Unmasked Estep Score: -167171.953125 Penalty: 740.103027 Iteration 5F: 3 clusters Score -167172 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -167293.546875 Penalty: 740.103027 Iteration 6Q: 3 clusters Score -167293.5 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -167333.203125 Penalty: 740.103027 Iteration 7Q: 3 clusters Score -167333.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 2085 members Entering Unmasked Estep Score: -167347.125000 Penalty: 740.103027 Iteration 8Q: 3 clusters Score -167347.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 2075 members Entering Unmasked Estep Score: -167358.187500 Penalty: 740.103027 Iteration 9Q: 3 clusters Score -167358.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 2061 members Entering Unmasked Estep Score: -167370.781250 Penalty: 740.103027 Iteration 10Q: 3 clusters Score -167370.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 2050 members Entering Unmasked Estep Score: -167375.312500 Penalty: 740.103027 Iteration 11Q: 3 clusters Score -167375.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -167377.484375 Penalty: 740.103027 Iteration 12Q: 3 clusters Score -167377.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 2039 members Entering Unmasked Estep Score: -167379.140625 Penalty: 740.103027 Iteration 13Q: 3 clusters Score -167379.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 2037 members Entering Unmasked Estep Score: -167379.828125 Penalty: 740.103027 Iteration 14Q: 3 clusters Score -167379.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 2036 members Entering Unmasked Estep Score: -167380.046875 Penalty: 740.103027 Iteration 15Q: 3 clusters Score -167380 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -167380.421875 Penalty: 740.103027 Iteration 16Q: 3 clusters Score -167380.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -167380.421875 Penalty: 740.103027 Iteration 17F: 3 clusters Score -167380.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 267 members Mstep: Class 1 contains 116286 members Mstep: Class 2 contains 8564 members Mstep: Class 3 contains 993 members Mstep: Class 4 contains 1372 members Mstep: Class 5 contains 4335 members Mstep: Class 6 contains 63742 members Mstep: Class 7 contains 11070 members Mstep: Class 8 contains 408 members Mstep: Class 9 contains 36588 members Mstep: Class 10 contains 4938 members Mstep: Class 11 contains 7507 members Mstep: Class 12 contains 2529 members Mstep: Class 13 contains 1881 members Mstep: Class 14 contains 1139 members Mstep: Class 15 contains 2033 members Mstep: Class 16 contains 4839 members Mstep: Class 17 contains 1397 members Mstep: Class 18 contains 21170 members Mstep: Class 19 contains 20764 members Entering Unmasked Estep Score: -17715600.000000 Penalty: 10936.086914 Splitting cluster 4 changes total score from -17646462.000000 to -17715600.000000 So it's getting split into cluster 15. Entering ConstructFrom: Trying to split cluster 5 (4335 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4335 members Entering Unmasked Estep Score: -244904.640625 Penalty: 381.038666 Iteration 0F: 2 clusters Score -244904.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2125 members Mstep: Class 2 contains 2210 members Entering Unmasked Estep Score: -242020.890625 Penalty: 762.077332 Iteration 0F: 3 clusters Score -242020.9 nChanged 1945 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Mstep: Class 2 contains 2501 members Entering Unmasked Estep Score: -243120.718750 Penalty: 762.077332 Iteration 1F: 3 clusters Score -243120.7 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 2712 members Entering Unmasked Estep Score: -243307.328125 Penalty: 762.077332 Iteration 2F: 3 clusters Score -243307.3 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 2916 members Entering Unmasked Estep Score: -243475.531250 Penalty: 762.077332 Iteration 3F: 3 clusters Score -243475.5 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 3127 members Entering Unmasked Estep Score: -243653.437500 Penalty: 762.077332 Iteration 4F: 3 clusters Score -243653.4 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 3375 members Entering Unmasked Estep Score: -243859.921875 Penalty: 762.077332 Iteration 5F: 3 clusters Score -243859.9 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 3598 members Entering Unmasked Estep Score: -244074.359375 Penalty: 762.077332 Iteration 6F: 3 clusters Score -244074.4 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 3791 members Entering Unmasked Estep Score: -244287.843750 Penalty: 762.077332 Iteration 7F: 3 clusters Score -244287.8 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 3964 members Entering Unmasked Estep Score: -244475.171875 Penalty: 762.077332 Iteration 8Q: 3 clusters Score -244475.2 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 4085 members Entering Unmasked Estep Score: -244616.234375 Penalty: 762.077332 Iteration 9Q: 3 clusters Score -244616.2 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 4163 members Entering Unmasked Estep Score: -244694.937500 Penalty: 762.077332 Iteration 10Q: 3 clusters Score -244694.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 4194 members Entering Unmasked Estep Score: -244722.750000 Penalty: 762.077332 Iteration 11Q: 3 clusters Score -244722.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 4211 members Entering Unmasked Estep Score: -244734.609375 Penalty: 762.077332 Iteration 12Q: 3 clusters Score -244734.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 4216 members Entering Unmasked Estep Score: -244737.875000 Penalty: 762.077332 Iteration 13Q: 3 clusters Score -244737.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 4221 members Entering Unmasked Estep Score: -244739.796875 Penalty: 762.077332 Iteration 14Q: 3 clusters Score -244739.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 4226 members Entering Unmasked Estep Score: -244741.281250 Penalty: 762.077332 Iteration 15Q: 3 clusters Score -244741.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 4229 members Entering Unmasked Estep Score: -244742.984375 Penalty: 762.077332 Iteration 16Q: 3 clusters Score -244743 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 4231 members Entering Unmasked Estep Score: -244744.031250 Penalty: 762.077332 Iteration 17Q: 3 clusters Score -244744 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 4231 members Entering Unmasked Estep Score: -244744.031250 Penalty: 762.077332 Iteration 18F: 3 clusters Score -244744 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (11070 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11070 members Entering Unmasked Estep Score: -600813.625000 Penalty: 423.695709 Iteration 0F: 2 clusters Score -600813.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5574 members Mstep: Class 2 contains 5496 members Entering Unmasked Estep Score: -593505.062500 Penalty: 847.391418 Iteration 0F: 3 clusters Score -593505.1 nChanged 5130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5344 members Mstep: Class 2 contains 5726 members Entering Unmasked Estep Score: -596436.812500 Penalty: 847.391418 Iteration 1F: 3 clusters Score -596436.8 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5190 members Mstep: Class 2 contains 5880 members Entering Unmasked Estep Score: -596704.625000 Penalty: 847.391418 Iteration 2F: 3 clusters Score -596704.6 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5074 members Mstep: Class 2 contains 5996 members Entering Unmasked Estep Score: -597001.187500 Penalty: 847.391418 Iteration 3F: 3 clusters Score -597001.2 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4968 members Mstep: Class 2 contains 6102 members Entering Unmasked Estep Score: -597303.750000 Penalty: 847.391418 Iteration 4F: 3 clusters Score -597303.8 nChanged 572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4916 members Mstep: Class 2 contains 6154 members Entering Unmasked Estep Score: -597669.750000 Penalty: 847.391418 Iteration 5F: 3 clusters Score -597669.8 nChanged 642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4938 members Mstep: Class 2 contains 6132 members Entering Unmasked Estep Score: -598227.812500 Penalty: 847.391418 Iteration 6F: 3 clusters Score -598227.8 nChanged 713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5041 members Mstep: Class 2 contains 6029 members Entering Unmasked Estep Score: -599145.625000 Penalty: 847.391418 Iteration 7F: 3 clusters Score -599145.6 nChanged 715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5002 members Mstep: Class 2 contains 6068 members Entering Unmasked Estep Score: -599936.562500 Penalty: 847.391418 Iteration 8F: 3 clusters Score -599936.6 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4821 members Mstep: Class 2 contains 6249 members Entering Unmasked Estep Score: -600273.750000 Penalty: 847.391418 Iteration 9Q: 3 clusters Score -600273.8 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4599 members Mstep: Class 2 contains 6471 members Entering Unmasked Estep Score: -600544.250000 Penalty: 847.391418 Iteration 10Q: 3 clusters Score -600544.2 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4344 members Mstep: Class 2 contains 6726 members Entering Unmasked Estep Score: -600837.312500 Penalty: 847.391418 Iteration 11Q: 3 clusters Score -600837.3 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4053 members Mstep: Class 2 contains 7017 members Entering Unmasked Estep Score: -601201.625000 Penalty: 847.391418 Iteration 12Q: 3 clusters Score -601201.6 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3770 members Mstep: Class 2 contains 7300 members Entering Unmasked Estep Score: -601694.625000 Penalty: 847.391418 Iteration 13Q: 3 clusters Score -601694.6 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3520 members Mstep: Class 2 contains 7550 members Entering Unmasked Estep Score: -602131.687500 Penalty: 847.391418 Iteration 14Q: 3 clusters Score -602131.7 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3367 members Mstep: Class 2 contains 7703 members Entering Unmasked Estep Score: -602281.875000 Penalty: 847.391418 Iteration 15Q: 3 clusters Score -602281.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3289 members Mstep: Class 2 contains 7781 members Entering Unmasked Estep Score: -602326.812500 Penalty: 847.391418 Iteration 16Q: 3 clusters Score -602326.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3253 members Mstep: Class 2 contains 7817 members Entering Unmasked Estep Score: -602338.750000 Penalty: 847.391418 Iteration 17Q: 3 clusters Score -602338.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3230 members Mstep: Class 2 contains 7840 members Entering Unmasked Estep Score: -602342.625000 Penalty: 847.391418 Iteration 18Q: 3 clusters Score -602342.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3216 members Mstep: Class 2 contains 7854 members Entering Unmasked Estep Score: -602344.937500 Penalty: 847.391418 Iteration 19Q: 3 clusters Score -602344.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3208 members Mstep: Class 2 contains 7862 members Entering Unmasked Estep Score: -602346.062500 Penalty: 847.391418 Iteration 20F: 3 clusters Score -602346.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3204 members Mstep: Class 2 contains 7866 members Entering Unmasked Estep Score: -602345.875000 Penalty: 847.391418 Iteration 21Q: 3 clusters Score -602345.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3203 members Mstep: Class 2 contains 7867 members Entering Unmasked Estep Score: -602346.125000 Penalty: 847.391418 Iteration 22Q: 3 clusters Score -602346.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3202 members Mstep: Class 2 contains 7868 members Entering Unmasked Estep Score: -602345.937500 Penalty: 847.391418 Iteration 23Q: 3 clusters Score -602345.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3202 members Mstep: Class 2 contains 7868 members Entering Unmasked Estep Score: -602345.937500 Penalty: 847.391418 Iteration 24F: 3 clusters Score -602345.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 267 members Mstep: Class 1 contains 116286 members Mstep: Class 2 contains 8564 members Mstep: Class 3 contains 993 members Mstep: Class 4 contains 1372 members Mstep: Class 5 contains 4335 members Mstep: Class 6 contains 63742 members Mstep: Class 7 contains 3202 members Mstep: Class 8 contains 408 members Mstep: Class 9 contains 36588 members Mstep: Class 10 contains 4938 members Mstep: Class 11 contains 7507 members Mstep: Class 12 contains 2529 members Mstep: Class 13 contains 1881 members Mstep: Class 14 contains 1139 members Mstep: Class 15 contains 2033 members Mstep: Class 16 contains 4839 members Mstep: Class 17 contains 1397 members Mstep: Class 18 contains 21170 members Mstep: Class 19 contains 20764 members Mstep: Class 20 contains 7868 members Entering Unmasked Estep Score: -17716986.000000 Penalty: 11511.670898 Splitting cluster 7 changes total score from -17646462.000000 to -17716986.000000 So it's getting split into cluster 20. Entering ConstructFrom: Trying to split cluster 8 (408 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Entering Unmasked Estep Score: -12975.625000 Penalty: 273.512665 Iteration 0F: 2 clusters Score -12975.62 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -12632.509766 Penalty: 547.025330 Iteration 0F: 3 clusters Score -12632.51 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -13003.507812 Penalty: 547.025330 Iteration 1F: 3 clusters Score -13003.51 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -13165.015625 Penalty: 547.025330 Iteration 2F: 3 clusters Score -13165.02 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -13245.450195 Penalty: 547.025330 Iteration 3F: 3 clusters Score -13245.45 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -13292.291992 Penalty: 547.025330 Iteration 4F: 3 clusters Score -13292.29 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -13349.460938 Penalty: 547.025330 Iteration 5Q: 3 clusters Score -13349.46 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -13393.191406 Penalty: 547.025330 Iteration 6Q: 3 clusters Score -13393.19 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -13441.702148 Penalty: 547.025330 Iteration 7Q: 3 clusters Score -13441.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -13511.901367 Penalty: 547.025330 Iteration 8Q: 3 clusters Score -13511.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -13584.585938 Penalty: 547.025330 Iteration 9Q: 3 clusters Score -13584.59 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -13647.670898 Penalty: 547.025330 Iteration 10Q: 3 clusters Score -13647.67 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -13696.958008 Penalty: 547.025330 Iteration 11Q: 3 clusters Score -13696.96 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -13721.981445 Penalty: 547.025330 Iteration 12Q: 3 clusters Score -13721.98 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -13736.964844 Penalty: 547.025330 Iteration 13Q: 3 clusters Score -13736.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -13739.574219 Penalty: 547.025330 Iteration 14Q: 3 clusters Score -13739.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -13739.574219 Penalty: 547.025330 Iteration 15F: 3 clusters Score -13739.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 267 members Mstep: Class 1 contains 116286 members Mstep: Class 2 contains 8564 members Mstep: Class 3 contains 993 members Mstep: Class 4 contains 1372 members Mstep: Class 5 contains 4335 members Mstep: Class 6 contains 63742 members Mstep: Class 7 contains 3202 members Mstep: Class 8 contains 137 members Mstep: Class 9 contains 36588 members Mstep: Class 10 contains 4938 members Mstep: Class 11 contains 7507 members Mstep: Class 12 contains 2529 members Mstep: Class 13 contains 1881 members Mstep: Class 14 contains 1139 members Mstep: Class 15 contains 2033 members Mstep: Class 16 contains 4839 members Mstep: Class 17 contains 1397 members Mstep: Class 18 contains 21170 members Mstep: Class 19 contains 20764 members Mstep: Class 20 contains 7868 members Mstep: Class 21 contains 271 members Entering Unmasked Estep Score: -17717446.000000 Penalty: 12087.253906 Splitting cluster 8 changes total score from -17646462.000000 to -17717446.000000 So it's getting split into cluster 21. Entering ConstructFrom: Trying to split cluster 9 (36588 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36588 members Entering Unmasked Estep Score: -2130674.250000 Penalty: 478.090149 Iteration 0F: 2 clusters Score -2130674 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18183 members Mstep: Class 2 contains 18405 members Entering Unmasked Estep Score: -2106144.250000 Penalty: 956.180298 Iteration 0F: 3 clusters Score -2106144 nChanged 17566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17515 members Mstep: Class 2 contains 19073 members Entering Unmasked Estep Score: -2116615.000000 Penalty: 956.180298 Iteration 1F: 3 clusters Score -2116615 nChanged 1581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17148 members Mstep: Class 2 contains 19440 members Entering Unmasked Estep Score: -2117172.500000 Penalty: 956.180298 Iteration 2Q: 3 clusters Score -2117172 nChanged 1686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16562 members Mstep: Class 2 contains 20026 members Entering Unmasked Estep Score: -2117855.000000 Penalty: 956.180298 Iteration 3Q: 3 clusters Score -2117855 nChanged 1680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15720 members Mstep: Class 2 contains 20868 members Entering Unmasked Estep Score: -2118666.750000 Penalty: 956.180298 Iteration 4Q: 3 clusters Score -2118667 nChanged 1800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14506 members Mstep: Class 2 contains 22082 members Entering Unmasked Estep Score: -2119709.750000 Penalty: 956.180298 Iteration 5Q: 3 clusters Score -2119710 nChanged 2033 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12849 members Mstep: Class 2 contains 23739 members Entering Unmasked Estep Score: -2121168.500000 Penalty: 956.180298 Iteration 6F: 3 clusters Score -2121168 nChanged 2153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10956 members Mstep: Class 2 contains 25632 members Entering Unmasked Estep Score: -2122885.000000 Penalty: 956.180298 Iteration 7F: 3 clusters Score -2122885 nChanged 2140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8970 members Mstep: Class 2 contains 27618 members Entering Unmasked Estep Score: -2124737.500000 Penalty: 956.180298 Iteration 8F: 3 clusters Score -2124738 nChanged 2024 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7062 members Mstep: Class 2 contains 29526 members Entering Unmasked Estep Score: -2126573.750000 Penalty: 956.180298 Iteration 9F: 3 clusters Score -2126574 nChanged 1797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5387 members Mstep: Class 2 contains 31201 members Entering Unmasked Estep Score: -2128467.750000 Penalty: 956.180298 Iteration 10Q: 3 clusters Score -2128468 nChanged 1357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4226 members Mstep: Class 2 contains 32362 members Entering Unmasked Estep Score: -2131210.750000 Penalty: 956.180298 Iteration 11Q: 3 clusters Score -2131211 nChanged 727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4343 members Mstep: Class 2 contains 32245 members Entering Unmasked Estep Score: -2132733.250000 Penalty: 956.180298 Iteration 12Q: 3 clusters Score -2132733 nChanged 789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4844 members Mstep: Class 2 contains 31744 members Entering Unmasked Estep Score: -2133405.500000 Penalty: 956.180298 Iteration 13Q: 3 clusters Score -2133406 nChanged 723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5385 members Mstep: Class 2 contains 31203 members Entering Unmasked Estep Score: -2133877.250000 Penalty: 956.180298 Iteration 14Q: 3 clusters Score -2133877 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5957 members Mstep: Class 2 contains 30631 members Entering Unmasked Estep Score: -2134260.750000 Penalty: 956.180298 Iteration 15Q: 3 clusters Score -2134261 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6575 members Mstep: Class 2 contains 30013 members Entering Unmasked Estep Score: -2134652.500000 Penalty: 956.180298 Iteration 16Q: 3 clusters Score -2134652 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7226 members Mstep: Class 2 contains 29362 members Entering Unmasked Estep Score: -2135022.250000 Penalty: 956.180298 Iteration 17Q: 3 clusters Score -2135022 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7830 members Mstep: Class 2 contains 28758 members Entering Unmasked Estep Score: -2135360.250000 Penalty: 956.180298 Iteration 18Q: 3 clusters Score -2135360 nChanged 587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8417 members Mstep: Class 2 contains 28171 members Entering Unmasked Estep Score: -2135694.500000 Penalty: 956.180298 Iteration 19Q: 3 clusters Score -2135694 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8964 members Mstep: Class 2 contains 27624 members Entering Unmasked Estep Score: -2136218.750000 Penalty: 956.180298 Iteration 20F: 3 clusters Score -2136219 nChanged 723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9687 members Mstep: Class 2 contains 26901 members Entering Unmasked Estep Score: -2136757.500000 Penalty: 956.180298 Iteration 21Q: 3 clusters Score -2136758 nChanged 683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10370 members Mstep: Class 2 contains 26218 members Entering Unmasked Estep Score: -2137310.750000 Penalty: 956.180298 Iteration 22Q: 3 clusters Score -2137311 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11008 members Mstep: Class 2 contains 25580 members Entering Unmasked Estep Score: -2137919.250000 Penalty: 956.180298 Iteration 23Q: 3 clusters Score -2137919 nChanged 629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11637 members Mstep: Class 2 contains 24951 members Entering Unmasked Estep Score: -2138676.000000 Penalty: 956.180298 Iteration 24Q: 3 clusters Score -2138676 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12238 members Mstep: Class 2 contains 24350 members Entering Unmasked Estep Score: -2139434.250000 Penalty: 956.180298 Iteration 25Q: 3 clusters Score -2139434 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12658 members Mstep: Class 2 contains 23930 members Entering Unmasked Estep Score: -2139918.500000 Penalty: 956.180298 Iteration 26Q: 3 clusters Score -2139918 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12938 members Mstep: Class 2 contains 23650 members Entering Unmasked Estep Score: -2140217.750000 Penalty: 956.180298 Iteration 27Q: 3 clusters Score -2140218 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13117 members Mstep: Class 2 contains 23471 members Entering Unmasked Estep Score: -2140447.000000 Penalty: 956.180298 Iteration 28Q: 3 clusters Score -2140447 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13268 members Mstep: Class 2 contains 23320 members Entering Unmasked Estep Score: -2140584.000000 Penalty: 956.180298 Iteration 29Q: 3 clusters Score -2140584 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13367 members Mstep: Class 2 contains 23221 members Entering Unmasked Estep Score: -2140678.500000 Penalty: 956.180298 Iteration 30Q: 3 clusters Score -2140678 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13432 members Mstep: Class 2 contains 23156 members Entering Unmasked Estep Score: -2140753.750000 Penalty: 956.180298 Iteration 31Q: 3 clusters Score -2140754 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13489 members Mstep: Class 2 contains 23099 members Entering Unmasked Estep Score: -2140807.000000 Penalty: 956.180298 Iteration 32Q: 3 clusters Score -2140807 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13539 members Mstep: Class 2 contains 23049 members Entering Unmasked Estep Score: -2140863.500000 Penalty: 956.180298 Iteration 33Q: 3 clusters Score -2140864 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13585 members Mstep: Class 2 contains 23003 members Entering Unmasked Estep Score: -2140921.250000 Penalty: 956.180298 Iteration 34Q: 3 clusters Score -2140921 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13620 members Mstep: Class 2 contains 22968 members Entering Unmasked Estep Score: -2140963.750000 Penalty: 956.180298 Iteration 35Q: 3 clusters Score -2140964 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13651 members Mstep: Class 2 contains 22937 members Entering Unmasked Estep Score: -2140997.750000 Penalty: 956.180298 Iteration 36Q: 3 clusters Score -2140998 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13665 members Mstep: Class 2 contains 22923 members Entering Unmasked Estep Score: -2141029.250000 Penalty: 956.180298 Iteration 37Q: 3 clusters Score -2141029 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13682 members Mstep: Class 2 contains 22906 members Entering Unmasked Estep Score: -2141049.000000 Penalty: 956.180298 Iteration 38Q: 3 clusters Score -2141049 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13695 members Mstep: Class 2 contains 22893 members Entering Unmasked Estep Score: -2141070.750000 Penalty: 956.180298 Iteration 39Q: 3 clusters Score -2141071 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13707 members Mstep: Class 2 contains 22881 members Entering Unmasked Estep Score: -2142030.500000 Penalty: 956.180298 Iteration 40F: 3 clusters Score -2142030 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14052 members Mstep: Class 2 contains 22536 members Entering Unmasked Estep Score: -2143031.750000 Penalty: 956.180298 Iteration 41Q: 3 clusters Score -2143032 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14445 members Mstep: Class 2 contains 22143 members Entering Unmasked Estep Score: -2143784.750000 Penalty: 956.180298 Iteration 42Q: 3 clusters Score -2143785 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14933 members Mstep: Class 2 contains 21655 members Entering Unmasked Estep Score: -2145020.500000 Penalty: 956.180298 Iteration 43Q: 3 clusters Score -2145020 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15459 members Mstep: Class 2 contains 21129 members Entering Unmasked Estep Score: -2146487.250000 Penalty: 956.180298 Iteration 44Q: 3 clusters Score -2146487 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15790 members Mstep: Class 2 contains 20798 members Entering Unmasked Estep Score: -2147071.750000 Penalty: 956.180298 Iteration 45Q: 3 clusters Score -2147072 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15870 members Mstep: Class 2 contains 20718 members Entering Unmasked Estep Score: -2147183.000000 Penalty: 956.180298 Iteration 46Q: 3 clusters Score -2147183 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15906 members Mstep: Class 2 contains 20682 members Entering Unmasked Estep Score: -2147201.000000 Penalty: 956.180298 Iteration 47Q: 3 clusters Score -2147201 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15912 members Mstep: Class 2 contains 20676 members Entering Unmasked Estep Score: -2147206.250000 Penalty: 956.180298 Iteration 48Q: 3 clusters Score -2147206 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15914 members Mstep: Class 2 contains 20674 members Entering Unmasked Estep Score: -2147208.750000 Penalty: 956.180298 Iteration 49Q: 3 clusters Score -2147209 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15914 members Mstep: Class 2 contains 20674 members Entering Unmasked Estep Score: -2147233.000000 Penalty: 956.180298 Iteration 50F: 3 clusters Score -2147233 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15930 members Mstep: Class 2 contains 20658 members Entering Unmasked Estep Score: -2147238.750000 Penalty: 956.180298 Iteration 51Q: 3 clusters Score -2147239 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15930 members Mstep: Class 2 contains 20658 members Entering Unmasked Estep Score: -2147238.750000 Penalty: 956.180298 Iteration 52F: 3 clusters Score -2147239 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 267 members Mstep: Class 1 contains 116286 members Mstep: Class 2 contains 8564 members Mstep: Class 3 contains 993 members Mstep: Class 4 contains 1372 members Mstep: Class 5 contains 4335 members Mstep: Class 6 contains 63742 members Mstep: Class 7 contains 3202 members Mstep: Class 8 contains 137 members Mstep: Class 9 contains 15930 members Mstep: Class 10 contains 4938 members Mstep: Class 11 contains 7507 members Mstep: Class 12 contains 2529 members Mstep: Class 13 contains 1881 members Mstep: Class 14 contains 1139 members Mstep: Class 15 contains 2033 members Mstep: Class 16 contains 4839 members Mstep: Class 17 contains 1397 members Mstep: Class 18 contains 21170 members Mstep: Class 19 contains 20764 members Mstep: Class 20 contains 7868 members Mstep: Class 21 contains 271 members Mstep: Class 22 contains 20658 members Entering Unmasked Estep Score: -17733884.000000 Penalty: 12662.837891 Splitting cluster 9 changes total score from -17646462.000000 to -17733884.000000 So it's getting split into cluster 22. Entering ConstructFrom: Trying to split cluster 10 (4938 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4938 members Entering Unmasked Estep Score: -240863.187500 Penalty: 386.964569 Iteration 0F: 2 clusters Score -240863.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2472 members Mstep: Class 2 contains 2466 members Entering Unmasked Estep Score: -237565.546875 Penalty: 773.929138 Iteration 0F: 3 clusters Score -237565.5 nChanged 2292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2574 members Mstep: Class 2 contains 2364 members Entering Unmasked Estep Score: -239011.390625 Penalty: 773.929138 Iteration 1F: 3 clusters Score -239011.4 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2653 members Mstep: Class 2 contains 2285 members Entering Unmasked Estep Score: -239254.015625 Penalty: 773.929138 Iteration 2F: 3 clusters Score -239254 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2743 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -239444.421875 Penalty: 773.929138 Iteration 3F: 3 clusters Score -239444.4 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2841 members Mstep: Class 2 contains 2097 members Entering Unmasked Estep Score: -239589.109375 Penalty: 773.929138 Iteration 4F: 3 clusters Score -239589.1 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2949 members Mstep: Class 2 contains 1989 members Entering Unmasked Estep Score: -239685.500000 Penalty: 773.929138 Iteration 5Q: 3 clusters Score -239685.5 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3065 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -239769.468750 Penalty: 773.929138 Iteration 6Q: 3 clusters Score -239769.5 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3206 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -239878.281250 Penalty: 773.929138 Iteration 7Q: 3 clusters Score -239878.3 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3359 members Mstep: Class 2 contains 1579 members Entering Unmasked Estep Score: -240012.562500 Penalty: 773.929138 Iteration 8Q: 3 clusters Score -240012.6 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3515 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -240170.859375 Penalty: 773.929138 Iteration 9Q: 3 clusters Score -240170.9 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3640 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -240296.031250 Penalty: 773.929138 Iteration 10Q: 3 clusters Score -240296 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3743 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -240379.250000 Penalty: 773.929138 Iteration 11Q: 3 clusters Score -240379.2 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3831 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -240455.875000 Penalty: 773.929138 Iteration 12Q: 3 clusters Score -240455.9 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3916 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -240509.000000 Penalty: 773.929138 Iteration 13Q: 3 clusters Score -240509 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3992 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -240553.281250 Penalty: 773.929138 Iteration 14Q: 3 clusters Score -240553.3 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4047 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -240583.046875 Penalty: 773.929138 Iteration 15Q: 3 clusters Score -240583 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4096 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -240606.718750 Penalty: 773.929138 Iteration 16Q: 3 clusters Score -240606.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4139 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -240621.796875 Penalty: 773.929138 Iteration 17Q: 3 clusters Score -240621.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4171 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -240635.796875 Penalty: 773.929138 Iteration 18Q: 3 clusters Score -240635.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4198 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -240646.562500 Penalty: 773.929138 Iteration 19Q: 3 clusters Score -240646.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4222 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -240654.500000 Penalty: 773.929138 Iteration 20F: 3 clusters Score -240654.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4240 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -240660.578125 Penalty: 773.929138 Iteration 21Q: 3 clusters Score -240660.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4262 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -240669.984375 Penalty: 773.929138 Iteration 22Q: 3 clusters Score -240670 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4284 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -240681.937500 Penalty: 773.929138 Iteration 23Q: 3 clusters Score -240681.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4304 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -240691.328125 Penalty: 773.929138 Iteration 24Q: 3 clusters Score -240691.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4329 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -240705.453125 Penalty: 773.929138 Iteration 25Q: 3 clusters Score -240705.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4350 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -240724.734375 Penalty: 773.929138 Iteration 26Q: 3 clusters Score -240724.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4374 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -240745.828125 Penalty: 773.929138 Iteration 27Q: 3 clusters Score -240745.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4394 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -240760.312500 Penalty: 773.929138 Iteration 28Q: 3 clusters Score -240760.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4405 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -240768.453125 Penalty: 773.929138 Iteration 29Q: 3 clusters Score -240768.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4416 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -240775.078125 Penalty: 773.929138 Iteration 30Q: 3 clusters Score -240775.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4433 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -240782.437500 Penalty: 773.929138 Iteration 31Q: 3 clusters Score -240782.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4441 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -240785.500000 Penalty: 773.929138 Iteration 32Q: 3 clusters Score -240785.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4448 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -240787.359375 Penalty: 773.929138 Iteration 33Q: 3 clusters Score -240787.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4452 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -240788.609375 Penalty: 773.929138 Iteration 34Q: 3 clusters Score -240788.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4456 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -240789.203125 Penalty: 773.929138 Iteration 35Q: 3 clusters Score -240789.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4460 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -240790.296875 Penalty: 773.929138 Iteration 36Q: 3 clusters Score -240790.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4462 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -240790.609375 Penalty: 773.929138 Iteration 37Q: 3 clusters Score -240790.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4463 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -240791.328125 Penalty: 773.929138 Iteration 38Q: 3 clusters Score -240791.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4464 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -240791.609375 Penalty: 773.929138 Iteration 39Q: 3 clusters Score -240791.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4464 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -240791.609375 Penalty: 773.929138 Iteration 40F: 3 clusters Score -240791.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (7507 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7507 members Entering Unmasked Estep Score: -384700.875000 Penalty: 406.023407 Iteration 0F: 2 clusters Score -384700.9 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 3783 members Entering Unmasked Estep Score: -379655.718750 Penalty: 812.046814 Iteration 0F: 3 clusters Score -379655.7 nChanged 3434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3678 members Mstep: Class 2 contains 3829 members Entering Unmasked Estep Score: -381652.562500 Penalty: 812.046814 Iteration 1F: 3 clusters Score -381652.6 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3651 members Mstep: Class 2 contains 3856 members Entering Unmasked Estep Score: -381877.406250 Penalty: 812.046814 Iteration 2F: 3 clusters Score -381877.4 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3581 members Mstep: Class 2 contains 3926 members Entering Unmasked Estep Score: -382080.937500 Penalty: 812.046814 Iteration 3F: 3 clusters Score -382080.9 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3481 members Mstep: Class 2 contains 4026 members Entering Unmasked Estep Score: -382308.375000 Penalty: 812.046814 Iteration 4F: 3 clusters Score -382308.4 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3332 members Mstep: Class 2 contains 4175 members Entering Unmasked Estep Score: -382511.250000 Penalty: 812.046814 Iteration 5F: 3 clusters Score -382511.2 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3190 members Mstep: Class 2 contains 4317 members Entering Unmasked Estep Score: -382685.031250 Penalty: 812.046814 Iteration 6Q: 3 clusters Score -382685 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3072 members Mstep: Class 2 contains 4435 members Entering Unmasked Estep Score: -382844.875000 Penalty: 812.046814 Iteration 7Q: 3 clusters Score -382844.9 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2942 members Mstep: Class 2 contains 4565 members Entering Unmasked Estep Score: -382999.843750 Penalty: 812.046814 Iteration 8Q: 3 clusters Score -382999.8 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2834 members Mstep: Class 2 contains 4673 members Entering Unmasked Estep Score: -383106.343750 Penalty: 812.046814 Iteration 9Q: 3 clusters Score -383106.3 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2726 members Mstep: Class 2 contains 4781 members Entering Unmasked Estep Score: -383187.687500 Penalty: 812.046814 Iteration 10Q: 3 clusters Score -383187.7 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2625 members Mstep: Class 2 contains 4882 members Entering Unmasked Estep Score: -383235.531250 Penalty: 812.046814 Iteration 11Q: 3 clusters Score -383235.5 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2517 members Mstep: Class 2 contains 4990 members Entering Unmasked Estep Score: -383276.875000 Penalty: 812.046814 Iteration 12Q: 3 clusters Score -383276.9 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2418 members Mstep: Class 2 contains 5089 members Entering Unmasked Estep Score: -383308.562500 Penalty: 812.046814 Iteration 13Q: 3 clusters Score -383308.6 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2321 members Mstep: Class 2 contains 5186 members Entering Unmasked Estep Score: -383339.781250 Penalty: 812.046814 Iteration 14Q: 3 clusters Score -383339.8 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Mstep: Class 2 contains 5286 members Entering Unmasked Estep Score: -383368.937500 Penalty: 812.046814 Iteration 15Q: 3 clusters Score -383368.9 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2131 members Mstep: Class 2 contains 5376 members Entering Unmasked Estep Score: -383395.468750 Penalty: 812.046814 Iteration 16Q: 3 clusters Score -383395.5 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2039 members Mstep: Class 2 contains 5468 members Entering Unmasked Estep Score: -383424.125000 Penalty: 812.046814 Iteration 17Q: 3 clusters Score -383424.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 5551 members Entering Unmasked Estep Score: -383448.562500 Penalty: 812.046814 Iteration 18Q: 3 clusters Score -383448.6 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 5651 members Entering Unmasked Estep Score: -383477.406250 Penalty: 812.046814 Iteration 19Q: 3 clusters Score -383477.4 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 5766 members Entering Unmasked Estep Score: -383518.906250 Penalty: 812.046814 Iteration 20F: 3 clusters Score -383518.9 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 5884 members Entering Unmasked Estep Score: -383563.375000 Penalty: 812.046814 Iteration 21Q: 3 clusters Score -383563.4 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 5997 members Entering Unmasked Estep Score: -383604.968750 Penalty: 812.046814 Iteration 22Q: 3 clusters Score -383605 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 6115 members Entering Unmasked Estep Score: -383658.593750 Penalty: 812.046814 Iteration 23Q: 3 clusters Score -383658.6 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 6252 members Entering Unmasked Estep Score: -383725.437500 Penalty: 812.046814 Iteration 24Q: 3 clusters Score -383725.4 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 6383 members Entering Unmasked Estep Score: -383789.500000 Penalty: 812.046814 Iteration 25Q: 3 clusters Score -383789.5 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 6518 members Entering Unmasked Estep Score: -383858.312500 Penalty: 812.046814 Iteration 26Q: 3 clusters Score -383858.3 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 6624 members Entering Unmasked Estep Score: -383912.593750 Penalty: 812.046814 Iteration 27Q: 3 clusters Score -383912.6 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 6739 members Entering Unmasked Estep Score: -383973.843750 Penalty: 812.046814 Iteration 28Q: 3 clusters Score -383973.8 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 6850 members Entering Unmasked Estep Score: -384039.750000 Penalty: 812.046814 Iteration 29Q: 3 clusters Score -384039.8 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 6956 members Entering Unmasked Estep Score: -384105.281250 Penalty: 812.046814 Iteration 30Q: 3 clusters Score -384105.3 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 7057 members Entering Unmasked Estep Score: -384170.531250 Penalty: 812.046814 Iteration 31Q: 3 clusters Score -384170.5 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 7130 members Entering Unmasked Estep Score: -384218.218750 Penalty: 812.046814 Iteration 32Q: 3 clusters Score -384218.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 7189 members Entering Unmasked Estep Score: -384254.750000 Penalty: 812.046814 Iteration 33Q: 3 clusters Score -384254.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 7238 members Entering Unmasked Estep Score: -384278.937500 Penalty: 812.046814 Iteration 34Q: 3 clusters Score -384278.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 7278 members Entering Unmasked Estep Score: -384301.437500 Penalty: 812.046814 Iteration 35Q: 3 clusters Score -384301.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 7308 members Entering Unmasked Estep Score: -384318.406250 Penalty: 812.046814 Iteration 36Q: 3 clusters Score -384318.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 7331 members Entering Unmasked Estep Score: -384333.656250 Penalty: 812.046814 Iteration 37Q: 3 clusters Score -384333.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 7347 members Entering Unmasked Estep Score: -384347.781250 Penalty: 812.046814 Iteration 38Q: 3 clusters Score -384347.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 7366 members Entering Unmasked Estep Score: -384362.875000 Penalty: 812.046814 Iteration 39Q: 3 clusters Score -384362.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 7378 members Entering Unmasked Estep Score: -384369.875000 Penalty: 812.046814 Iteration 40F: 3 clusters Score -384369.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 7383 members Entering Unmasked Estep Score: -384372.250000 Penalty: 812.046814 Iteration 41Q: 3 clusters Score -384372.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 7389 members Entering Unmasked Estep Score: -384375.468750 Penalty: 812.046814 Iteration 42Q: 3 clusters Score -384375.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 7393 members Entering Unmasked Estep Score: -384377.062500 Penalty: 812.046814 Iteration 43Q: 3 clusters Score -384377.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 7397 members Entering Unmasked Estep Score: -384379.250000 Penalty: 812.046814 Iteration 44Q: 3 clusters Score -384379.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 7399 members Entering Unmasked Estep Score: -384379.687500 Penalty: 812.046814 Iteration 45Q: 3 clusters Score -384379.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 7399 members Entering Unmasked Estep Score: -384379.687500 Penalty: 812.046814 Iteration 46F: 3 clusters Score -384379.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (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: -102959.968750 Penalty: 343.049927 Iteration 0F: 2 clusters Score -102960 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -101606.664062 Penalty: 686.099854 Iteration 0F: 3 clusters Score -101606.7 nChanged 770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -102174.843750 Penalty: 686.099854 Iteration 1F: 3 clusters Score -102174.8 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -102371.742188 Penalty: 686.099854 Iteration 2F: 3 clusters Score -102371.7 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -102507.664062 Penalty: 686.099854 Iteration 3F: 3 clusters Score -102507.7 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -102605.539062 Penalty: 686.099854 Iteration 4F: 3 clusters Score -102605.5 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -102669.335938 Penalty: 686.099854 Iteration 5Q: 3 clusters Score -102669.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -102717.734375 Penalty: 686.099854 Iteration 6Q: 3 clusters Score -102717.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -102754.445312 Penalty: 686.099854 Iteration 7Q: 3 clusters Score -102754.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -102773.289062 Penalty: 686.099854 Iteration 8Q: 3 clusters Score -102773.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -102788.898438 Penalty: 686.099854 Iteration 9Q: 3 clusters Score -102788.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -102793.851562 Penalty: 686.099854 Iteration 10Q: 3 clusters Score -102793.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -102797.625000 Penalty: 686.099854 Iteration 11Q: 3 clusters Score -102797.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -102798.554688 Penalty: 686.099854 Iteration 12Q: 3 clusters Score -102798.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -102798.687500 Penalty: 686.099854 Iteration 13Q: 3 clusters Score -102798.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -102798.578125 Penalty: 686.099854 Iteration 14Q: 3 clusters Score -102798.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -102798.578125 Penalty: 686.099854 Iteration 15F: 3 clusters Score -102798.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (1139 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Entering Unmasked Estep Score: -52794.363281 Penalty: 320.224731 Iteration 0F: 2 clusters Score -52794.36 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -51925.964844 Penalty: 640.449463 Iteration 0F: 3 clusters Score -51925.96 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -52339.945312 Penalty: 640.449463 Iteration 1F: 3 clusters Score -52339.95 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -52438.519531 Penalty: 640.449463 Iteration 2F: 3 clusters Score -52438.52 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -52492.882812 Penalty: 640.449463 Iteration 3F: 3 clusters Score -52492.88 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -52516.847656 Penalty: 640.449463 Iteration 4Q: 3 clusters Score -52516.85 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -52544.097656 Penalty: 640.449463 Iteration 5Q: 3 clusters Score -52544.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -52566.457031 Penalty: 640.449463 Iteration 6Q: 3 clusters Score -52566.46 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -52594.152344 Penalty: 640.449463 Iteration 7Q: 3 clusters Score -52594.15 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -52614.527344 Penalty: 640.449463 Iteration 8Q: 3 clusters Score -52614.53 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -52625.003906 Penalty: 640.449463 Iteration 9Q: 3 clusters Score -52625 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -52638.109375 Penalty: 640.449463 Iteration 10Q: 3 clusters Score -52638.11 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -52646.460938 Penalty: 640.449463 Iteration 11Q: 3 clusters Score -52646.46 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -52655.468750 Penalty: 640.449463 Iteration 12Q: 3 clusters Score -52655.47 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -52662.101562 Penalty: 640.449463 Iteration 13Q: 3 clusters Score -52662.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -52666.933594 Penalty: 640.449463 Iteration 14Q: 3 clusters Score -52666.93 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -52672.601562 Penalty: 640.449463 Iteration 15Q: 3 clusters Score -52672.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -52677.382812 Penalty: 640.449463 Iteration 16Q: 3 clusters Score -52677.38 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -52680.101562 Penalty: 640.449463 Iteration 17Q: 3 clusters Score -52680.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -52682.839844 Penalty: 640.449463 Iteration 18Q: 3 clusters Score -52682.84 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -52685.902344 Penalty: 640.449463 Iteration 19Q: 3 clusters Score -52685.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -52692.511719 Penalty: 640.449463 Iteration 20F: 3 clusters Score -52692.51 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -52695.128906 Penalty: 640.449463 Iteration 21Q: 3 clusters Score -52695.13 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -52696.144531 Penalty: 640.449463 Iteration 22Q: 3 clusters Score -52696.14 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -52696.519531 Penalty: 640.449463 Iteration 23Q: 3 clusters Score -52696.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -52696.832031 Penalty: 640.449463 Iteration 24Q: 3 clusters Score -52696.83 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -52697.019531 Penalty: 640.449463 Iteration 25Q: 3 clusters Score -52697.02 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -52697.019531 Penalty: 640.449463 Iteration 26F: 3 clusters Score -52697.02 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (4839 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4839 members Entering Unmasked Estep Score: -233607.500000 Penalty: 386.043091 Iteration 0F: 2 clusters Score -233607.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2442 members Mstep: Class 2 contains 2397 members Entering Unmasked Estep Score: -230291.437500 Penalty: 772.086182 Iteration 0F: 3 clusters Score -230291.4 nChanged 2249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2737 members Mstep: Class 2 contains 2102 members Entering Unmasked Estep Score: -231710.296875 Penalty: 772.086182 Iteration 1F: 3 clusters Score -231710.3 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2882 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -231939.656250 Penalty: 772.086182 Iteration 2F: 3 clusters Score -231939.7 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3034 members Mstep: Class 2 contains 1805 members Entering Unmasked Estep Score: -232115.312500 Penalty: 772.086182 Iteration 3F: 3 clusters Score -232115.3 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3198 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -232283.093750 Penalty: 772.086182 Iteration 4F: 3 clusters Score -232283.1 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3365 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -232419.937500 Penalty: 772.086182 Iteration 5F: 3 clusters Score -232419.9 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3520 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -232522.984375 Penalty: 772.086182 Iteration 6Q: 3 clusters Score -232523 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3672 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -232624.328125 Penalty: 772.086182 Iteration 7Q: 3 clusters Score -232624.3 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3832 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -232740.109375 Penalty: 772.086182 Iteration 8Q: 3 clusters Score -232740.1 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3975 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -232846.046875 Penalty: 772.086182 Iteration 9Q: 3 clusters Score -232846 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4118 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -232991.890625 Penalty: 772.086182 Iteration 10Q: 3 clusters Score -232991.9 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4221 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -233104.718750 Penalty: 772.086182 Iteration 11Q: 3 clusters Score -233104.7 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4294 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -233189.250000 Penalty: 772.086182 Iteration 12Q: 3 clusters Score -233189.2 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4344 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -233248.031250 Penalty: 772.086182 Iteration 13Q: 3 clusters Score -233248 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4373 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -233280.390625 Penalty: 772.086182 Iteration 14Q: 3 clusters Score -233280.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4398 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -233309.406250 Penalty: 772.086182 Iteration 15Q: 3 clusters Score -233309.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4417 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -233321.953125 Penalty: 772.086182 Iteration 16Q: 3 clusters Score -233322 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4427 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -233327.984375 Penalty: 772.086182 Iteration 17Q: 3 clusters Score -233328 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4433 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -233330.906250 Penalty: 772.086182 Iteration 18Q: 3 clusters Score -233330.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4437 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -233333.000000 Penalty: 772.086182 Iteration 19Q: 3 clusters Score -233333 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4441 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -233334.734375 Penalty: 772.086182 Iteration 20F: 3 clusters Score -233334.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4444 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -233335.343750 Penalty: 772.086182 Iteration 21Q: 3 clusters Score -233335.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4444 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -233335.343750 Penalty: 772.086182 Iteration 22F: 3 clusters Score -233335.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (1397 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Entering Unmasked Estep Score: -55530.964844 Penalty: 329.514771 Iteration 0F: 2 clusters Score -55530.96 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -54502.242188 Penalty: 659.029541 Iteration 0F: 3 clusters Score -54502.24 nChanged 598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -54944.593750 Penalty: 659.029541 Iteration 1F: 3 clusters Score -54944.59 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -55087.539062 Penalty: 659.029541 Iteration 2F: 3 clusters Score -55087.54 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -55197.105469 Penalty: 659.029541 Iteration 3F: 3 clusters Score -55197.11 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -55301.683594 Penalty: 659.029541 Iteration 4F: 3 clusters Score -55301.68 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -55386.839844 Penalty: 659.029541 Iteration 5F: 3 clusters Score -55386.84 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -55463.664062 Penalty: 659.029541 Iteration 6F: 3 clusters Score -55463.66 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -55523.296875 Penalty: 659.029541 Iteration 7Q: 3 clusters Score -55523.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -55563.460938 Penalty: 659.029541 Iteration 8Q: 3 clusters Score -55563.46 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -55593.109375 Penalty: 659.029541 Iteration 9Q: 3 clusters Score -55593.11 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -55614.238281 Penalty: 659.029541 Iteration 10Q: 3 clusters Score -55614.24 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -55631.050781 Penalty: 659.029541 Iteration 11Q: 3 clusters Score -55631.05 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -55642.792969 Penalty: 659.029541 Iteration 12Q: 3 clusters Score -55642.79 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -55657.019531 Penalty: 659.029541 Iteration 13Q: 3 clusters Score -55657.02 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -55670.796875 Penalty: 659.029541 Iteration 14Q: 3 clusters Score -55670.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -55678.414062 Penalty: 659.029541 Iteration 15Q: 3 clusters Score -55678.41 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -55683.183594 Penalty: 659.029541 Iteration 16Q: 3 clusters Score -55683.18 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -55686.582031 Penalty: 659.029541 Iteration 17Q: 3 clusters Score -55686.58 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -55689.179688 Penalty: 659.029541 Iteration 18Q: 3 clusters Score -55689.18 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -55692.296875 Penalty: 659.029541 Iteration 19Q: 3 clusters Score -55692.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -55698.277344 Penalty: 659.029541 Iteration 20F: 3 clusters Score -55698.28 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -55702.371094 Penalty: 659.029541 Iteration 21Q: 3 clusters Score -55702.37 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -55703.203125 Penalty: 659.029541 Iteration 22Q: 3 clusters Score -55703.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -55703.359375 Penalty: 659.029541 Iteration 23Q: 3 clusters Score -55703.36 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -55703.421875 Penalty: 659.029541 Iteration 24Q: 3 clusters Score -55703.42 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -55703.421875 Penalty: 659.029541 Iteration 25F: 3 clusters Score -55703.42 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 267 members Mstep: Class 1 contains 116286 members Mstep: Class 2 contains 8564 members Mstep: Class 3 contains 993 members Mstep: Class 4 contains 1372 members Mstep: Class 5 contains 4335 members Mstep: Class 6 contains 63742 members Mstep: Class 7 contains 3202 members Mstep: Class 8 contains 137 members Mstep: Class 9 contains 15930 members Mstep: Class 10 contains 4938 members Mstep: Class 11 contains 7507 members Mstep: Class 12 contains 2529 members Mstep: Class 13 contains 1881 members Mstep: Class 14 contains 1139 members Mstep: Class 15 contains 2033 members Mstep: Class 16 contains 4839 members Mstep: Class 17 contains 485 members Mstep: Class 18 contains 21170 members Mstep: Class 19 contains 20764 members Mstep: Class 20 contains 7868 members Mstep: Class 21 contains 271 members Mstep: Class 22 contains 20658 members Mstep: Class 23 contains 912 members Entering Unmasked Estep Score: -17733812.000000 Penalty: 13238.420898 Splitting cluster 17 changes total score from -17646462.000000 to -17733812.000000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 18 (21170 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21170 members Entering Unmasked Estep Score: -1146399.000000 Penalty: 453.195496 Iteration 0F: 2 clusters Score -1146399 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10683 members Mstep: Class 2 contains 10487 members Entering Unmasked Estep Score: -1132300.750000 Penalty: 906.390991 Iteration 0F: 3 clusters Score -1132301 nChanged 10086 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12537 members Mstep: Class 2 contains 8633 members Entering Unmasked Estep Score: -1139113.375000 Penalty: 906.390991 Iteration 1F: 3 clusters Score -1139113 nChanged 1560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13477 members Mstep: Class 2 contains 7693 members Entering Unmasked Estep Score: -1140087.125000 Penalty: 906.390991 Iteration 2F: 3 clusters Score -1140087 nChanged 1467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14386 members Mstep: Class 2 contains 6784 members Entering Unmasked Estep Score: -1141031.625000 Penalty: 906.390991 Iteration 3F: 3 clusters Score -1141032 nChanged 1338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15260 members Mstep: Class 2 contains 5910 members Entering Unmasked Estep Score: -1141861.125000 Penalty: 906.390991 Iteration 4F: 3 clusters Score -1141861 nChanged 1115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16065 members Mstep: Class 2 contains 5105 members Entering Unmasked Estep Score: -1142580.250000 Penalty: 906.390991 Iteration 5F: 3 clusters Score -1142580 nChanged 951 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16792 members Mstep: Class 2 contains 4378 members Entering Unmasked Estep Score: -1143192.250000 Penalty: 906.390991 Iteration 6Q: 3 clusters Score -1143192 nChanged 793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17443 members Mstep: Class 2 contains 3727 members Entering Unmasked Estep Score: -1143750.000000 Penalty: 906.390991 Iteration 7Q: 3 clusters Score -1143750 nChanged 668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18023 members Mstep: Class 2 contains 3147 members Entering Unmasked Estep Score: -1144372.375000 Penalty: 906.390991 Iteration 8Q: 3 clusters Score -1144372 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18462 members Mstep: Class 2 contains 2708 members Entering Unmasked Estep Score: -1144959.250000 Penalty: 906.390991 Iteration 9Q: 3 clusters Score -1144959 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18659 members Mstep: Class 2 contains 2511 members Entering Unmasked Estep Score: -1145458.750000 Penalty: 906.390991 Iteration 10Q: 3 clusters Score -1145459 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18612 members Mstep: Class 2 contains 2558 members Entering Unmasked Estep Score: -1145705.500000 Penalty: 906.390991 Iteration 11Q: 3 clusters Score -1145706 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18499 members Mstep: Class 2 contains 2671 members Entering Unmasked Estep Score: -1145810.000000 Penalty: 906.390991 Iteration 12Q: 3 clusters Score -1145810 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18380 members Mstep: Class 2 contains 2790 members Entering Unmasked Estep Score: -1145880.875000 Penalty: 906.390991 Iteration 13Q: 3 clusters Score -1145881 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18240 members Mstep: Class 2 contains 2930 members Entering Unmasked Estep Score: -1145950.875000 Penalty: 906.390991 Iteration 14Q: 3 clusters Score -1145951 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18091 members Mstep: Class 2 contains 3079 members Entering Unmasked Estep Score: -1146009.625000 Penalty: 906.390991 Iteration 15Q: 3 clusters Score -1146010 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17947 members Mstep: Class 2 contains 3223 members Entering Unmasked Estep Score: -1146071.875000 Penalty: 906.390991 Iteration 16Q: 3 clusters Score -1146072 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17780 members Mstep: Class 2 contains 3390 members Entering Unmasked Estep Score: -1146162.000000 Penalty: 906.390991 Iteration 17Q: 3 clusters Score -1146162 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17574 members Mstep: Class 2 contains 3596 members Entering Unmasked Estep Score: -1146293.000000 Penalty: 906.390991 Iteration 18Q: 3 clusters Score -1146293 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17330 members Mstep: Class 2 contains 3840 members Entering Unmasked Estep Score: -1146497.500000 Penalty: 906.390991 Iteration 19Q: 3 clusters Score -1146498 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17079 members Mstep: Class 2 contains 4091 members Entering Unmasked Estep Score: -1146732.875000 Penalty: 906.390991 Iteration 20F: 3 clusters Score -1146733 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16889 members Mstep: Class 2 contains 4281 members Entering Unmasked Estep Score: -1146882.125000 Penalty: 906.390991 Iteration 21Q: 3 clusters Score -1146882 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16774 members Mstep: Class 2 contains 4396 members Entering Unmasked Estep Score: -1146965.750000 Penalty: 906.390991 Iteration 22Q: 3 clusters Score -1146966 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16727 members Mstep: Class 2 contains 4443 members Entering Unmasked Estep Score: -1146978.750000 Penalty: 906.390991 Iteration 23Q: 3 clusters Score -1146979 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16723 members Mstep: Class 2 contains 4447 members Entering Unmasked Estep Score: -1146980.625000 Penalty: 906.390991 Iteration 24Q: 3 clusters Score -1146981 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16721 members Mstep: Class 2 contains 4449 members Entering Unmasked Estep Score: -1146980.250000 Penalty: 906.390991 Iteration 25Q: 3 clusters Score -1146980 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16721 members Mstep: Class 2 contains 4449 members Entering Unmasked Estep Score: -1146980.250000 Penalty: 906.390991 Iteration 26F: 3 clusters Score -1146980 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 267 members Mstep: Class 1 contains 116286 members Mstep: Class 2 contains 8564 members Mstep: Class 3 contains 993 members Mstep: Class 4 contains 1372 members Mstep: Class 5 contains 4335 members Mstep: Class 6 contains 63742 members Mstep: Class 7 contains 3202 members Mstep: Class 8 contains 137 members Mstep: Class 9 contains 15930 members Mstep: Class 10 contains 4938 members Mstep: Class 11 contains 7507 members Mstep: Class 12 contains 2529 members Mstep: Class 13 contains 1881 members Mstep: Class 14 contains 1139 members Mstep: Class 15 contains 2033 members Mstep: Class 16 contains 4839 members Mstep: Class 17 contains 485 members Mstep: Class 18 contains 16721 members Mstep: Class 19 contains 20764 members Mstep: Class 20 contains 7868 members Mstep: Class 21 contains 271 members Mstep: Class 22 contains 20658 members Mstep: Class 23 contains 912 members Mstep: Class 24 contains 4449 members Entering Unmasked Estep Score: -17734338.000000 Penalty: 13814.004883 Splitting cluster 18 changes total score from -17646462.000000 to -17734338.000000 So it's getting split into cluster 24. Entering ConstructFrom: Trying to split cluster 19 (20764 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20764 members Entering Unmasked Estep Score: -1195133.375000 Penalty: 452.314423 Iteration 0F: 2 clusters Score -1195133 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10480 members Mstep: Class 2 contains 10284 members Entering Unmasked Estep Score: -1181281.125000 Penalty: 904.628845 Iteration 0F: 3 clusters Score -1181281 nChanged 9861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11525 members Mstep: Class 2 contains 9239 members Entering Unmasked Estep Score: -1187249.875000 Penalty: 904.628845 Iteration 1F: 3 clusters Score -1187250 nChanged 1356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12313 members Mstep: Class 2 contains 8451 members Entering Unmasked Estep Score: -1187932.625000 Penalty: 904.628845 Iteration 2F: 3 clusters Score -1187933 nChanged 1567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13456 members Mstep: Class 2 contains 7308 members Entering Unmasked Estep Score: -1188942.625000 Penalty: 904.628845 Iteration 3F: 3 clusters Score -1188943 nChanged 1652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14784 members Mstep: Class 2 contains 5980 members Entering Unmasked Estep Score: -1190169.375000 Penalty: 904.628845 Iteration 4F: 3 clusters Score -1190169 nChanged 1497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16053 members Mstep: Class 2 contains 4711 members Entering Unmasked Estep Score: -1191438.750000 Penalty: 904.628845 Iteration 5F: 3 clusters Score -1191439 nChanged 1197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17100 members Mstep: Class 2 contains 3664 members Entering Unmasked Estep Score: -1192517.375000 Penalty: 904.628845 Iteration 6F: 3 clusters Score -1192517 nChanged 781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17799 members Mstep: Class 2 contains 2965 members Entering Unmasked Estep Score: -1193142.000000 Penalty: 904.628845 Iteration 7Q: 3 clusters Score -1193142 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18301 members Mstep: Class 2 contains 2463 members Entering Unmasked Estep Score: -1193530.375000 Penalty: 904.628845 Iteration 8Q: 3 clusters Score -1193530 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18716 members Mstep: Class 2 contains 2048 members Entering Unmasked Estep Score: -1193802.750000 Penalty: 904.628845 Iteration 9Q: 3 clusters Score -1193803 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19078 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -1194017.625000 Penalty: 904.628845 Iteration 10Q: 3 clusters Score -1194018 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19376 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -1194180.375000 Penalty: 904.628845 Iteration 11Q: 3 clusters Score -1194180 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19632 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -1194313.125000 Penalty: 904.628845 Iteration 12Q: 3 clusters Score -1194313 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19811 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -1194400.750000 Penalty: 904.628845 Iteration 13Q: 3 clusters Score -1194401 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19965 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -1194472.875000 Penalty: 904.628845 Iteration 14Q: 3 clusters Score -1194473 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20080 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -1194540.500000 Penalty: 904.628845 Iteration 15Q: 3 clusters Score -1194540 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20194 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -1194609.375000 Penalty: 904.628845 Iteration 16Q: 3 clusters Score -1194609 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20278 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -1194666.250000 Penalty: 904.628845 Iteration 17Q: 3 clusters Score -1194666 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20348 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -1194700.500000 Penalty: 904.628845 Iteration 18Q: 3 clusters Score -1194700 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20396 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -1194724.375000 Penalty: 904.628845 Iteration 19Q: 3 clusters Score -1194724 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20428 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -1194739.250000 Penalty: 904.628845 Iteration 20F: 3 clusters Score -1194739 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20453 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -1194746.000000 Penalty: 904.628845 Iteration 21Q: 3 clusters Score -1194746 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20466 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -1194749.875000 Penalty: 904.628845 Iteration 22Q: 3 clusters Score -1194750 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20474 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -1194757.625000 Penalty: 904.628845 Iteration 23Q: 3 clusters Score -1194758 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20479 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -1194762.125000 Penalty: 904.628845 Iteration 24Q: 3 clusters Score -1194762 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20485 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -1194764.000000 Penalty: 904.628845 Iteration 25Q: 3 clusters Score -1194764 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20490 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -1194767.750000 Penalty: 904.628845 Iteration 26Q: 3 clusters Score -1194768 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20501 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -1194774.500000 Penalty: 904.628845 Iteration 27Q: 3 clusters Score -1194774 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20508 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -1194777.000000 Penalty: 904.628845 Iteration 28Q: 3 clusters Score -1194777 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20511 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -1194776.875000 Penalty: 904.628845 Iteration 29Q: 3 clusters Score -1194777 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20514 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -1194777.875000 Penalty: 904.628845 Iteration 30Q: 3 clusters Score -1194778 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20514 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -1194777.875000 Penalty: 904.628845 Iteration 31F: 3 clusters Score -1194778 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 267 members Mstep: Class 1 contains 116286 members Mstep: Class 2 contains 8564 members Mstep: Class 3 contains 993 members Mstep: Class 4 contains 1372 members Mstep: Class 5 contains 4335 members Mstep: Class 7 contains 3202 members Mstep: Class 8 contains 137 members Mstep: Class 9 contains 15930 members Mstep: Class 10 contains 4938 members Mstep: Class 11 contains 7507 members Mstep: Class 13 contains 1881 members Mstep: Class 14 contains 1139 members Mstep: Class 16 contains 4839 members Mstep: Class 17 contains 485 members Mstep: Class 18 contains 16721 members Mstep: Class 19 contains 20764 members Entering Unmasked Estep ConsiderDeletion Score: -17752176.000000 Penalty: 13814.004883 Iteration 39Q: 25 clusters Score -1.775218e+07 nChanged 11963 Entering Unmasked Mstep Mstep: Class 0 contains 243 members Mstep: Class 1 contains 116494 members Mstep: Class 2 contains 8367 members Mstep: Class 3 contains 999 members Mstep: Class 4 contains 1442 members Mstep: Class 5 contains 4352 members Mstep: Class 6 contains 62570 members Mstep: Class 7 contains 3099 members Mstep: Class 8 contains 143 members Mstep: Class 9 contains 16903 members Mstep: Class 10 contains 4977 members Mstep: Class 11 contains 7682 members Mstep: Class 12 contains 2547 members Mstep: Class 13 contains 2080 members Mstep: Class 14 contains 1164 members Mstep: Class 15 contains 1945 members Mstep: Class 16 contains 4966 members Mstep: Class 17 contains 535 members Mstep: Class 18 contains 18189 members Mstep: Class 19 contains 19389 members Mstep: Class 20 contains 7529 members Mstep: Class 21 contains 262 members Mstep: Class 22 contains 20312 members Mstep: Class 23 contains 926 members Mstep: Class 24 contains 4707 members Entering Unmasked Estep ConsiderDeletion Score: -17767824.000000 Penalty: 13814.004883 Iteration 40F: 25 clusters Score -1.776782e+07 nChanged 9698 Entering Unmasked Mstep Mstep: Class 0 contains 158 members Mstep: Class 1 contains 115442 members Mstep: Class 2 contains 8339 members Mstep: Class 3 contains 983 members Mstep: Class 4 contains 1562 members Mstep: Class 5 contains 4307 members Mstep: Class 6 contains 61707 members Mstep: Class 7 contains 3067 members Mstep: Class 8 contains 144 members Mstep: Class 9 contains 17191 members Mstep: Class 10 contains 4940 members Mstep: Class 11 contains 7629 members Mstep: Class 12 contains 2589 members Mstep: Class 13 contains 2230 members Mstep: Class 14 contains 1147 members Mstep: Class 15 contains 2092 members Mstep: Class 16 contains 4768 members Mstep: Class 17 contains 570 members Mstep: Class 18 contains 19383 members Mstep: Class 19 contains 18025 members Mstep: Class 20 contains 7764 members Mstep: Class 21 contains 322 members Mstep: Class 22 contains 21107 members Mstep: Class 23 contains 981 members Mstep: Class 24 contains 5375 members Entering Unmasked Estep ConsiderDeletion Score: -17774960.000000 Penalty: 13814.004883 Iteration 41Q: 25 clusters Score -1.777496e+07 nChanged 6522 Entering Unmasked Mstep Mstep: Class 0 contains 138 members Mstep: Class 1 contains 114438 members Mstep: Class 2 contains 8418 members Mstep: Class 3 contains 970 members Mstep: Class 4 contains 1692 members Mstep: Class 5 contains 4305 members Mstep: Class 6 contains 60910 members Mstep: Class 7 contains 3056 members Mstep: Class 8 contains 145 members Mstep: Class 9 contains 17423 members Mstep: Class 10 contains 4989 members Mstep: Class 11 contains 7597 members Mstep: Class 12 contains 2592 members Mstep: Class 13 contains 2384 members Mstep: Class 14 contains 1132 members Mstep: Class 15 contains 2263 members Mstep: Class 16 contains 4667 members Mstep: Class 17 contains 582 members Mstep: Class 18 contains 20392 members Mstep: Class 19 contains 17149 members Mstep: Class 20 contains 7918 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 21382 members Mstep: Class 23 contains 1019 members Mstep: Class 24 contains 5952 members Entering Unmasked Estep ConsiderDeletion Score: -17778352.000000 Penalty: 13814.004883 Iteration 42Q: 25 clusters Score -1.777835e+07 nChanged 5002 Entering Unmasked Mstep Mstep: Class 0 contains 138 members Mstep: Class 1 contains 113487 members Mstep: Class 2 contains 8570 members Mstep: Class 3 contains 959 members Mstep: Class 4 contains 1806 members Mstep: Class 5 contains 4307 members Mstep: Class 6 contains 60279 members Mstep: Class 7 contains 3038 members Mstep: Class 8 contains 144 members Mstep: Class 9 contains 17584 members Mstep: Class 10 contains 5080 members Mstep: Class 11 contains 7594 members Mstep: Class 12 contains 2616 members Mstep: Class 13 contains 2522 members Mstep: Class 14 contains 1128 members Mstep: Class 15 contains 2482 members Mstep: Class 16 contains 4625 members Mstep: Class 17 contains 598 members Mstep: Class 18 contains 21068 members Mstep: Class 19 contains 16559 members Mstep: Class 20 contains 8020 members Mstep: Class 21 contains 292 members Mstep: Class 22 contains 21497 members Mstep: Class 23 contains 1019 members Mstep: Class 24 contains 6410 members Entering Unmasked Estep ConsiderDeletion Score: -17780540.000000 Penalty: 13814.004883 Iteration 43Q: 25 clusters Score -1.778054e+07 nChanged 4008 Entering Unmasked Mstep Mstep: Class 0 contains 138 members Mstep: Class 1 contains 112621 members Mstep: Class 2 contains 8724 members Mstep: Class 3 contains 951 members Mstep: Class 4 contains 1861 members Mstep: Class 5 contains 4305 members Mstep: Class 6 contains 59756 members Mstep: Class 7 contains 3013 members Mstep: Class 8 contains 145 members Mstep: Class 9 contains 17756 members Mstep: Class 10 contains 5215 members Mstep: Class 11 contains 7614 members Mstep: Class 12 contains 2654 members Mstep: Class 13 contains 2619 members Mstep: Class 14 contains 1135 members Mstep: Class 15 contains 2735 members Mstep: Class 16 contains 4563 members Mstep: Class 17 contains 613 members Mstep: Class 18 contains 21529 members Mstep: Class 19 contains 16157 members Mstep: Class 20 contains 8119 members Mstep: Class 21 contains 289 members Mstep: Class 22 contains 21569 members Mstep: Class 23 contains 1001 members Mstep: Class 24 contains 6740 members Entering Unmasked Estep ConsiderDeletion Score: -17781868.000000 Penalty: 13814.004883 Iteration 44Q: 25 clusters Score -1.778187e+07 nChanged 3383 Entering Unmasked Mstep Mstep: Class 0 contains 138 members Mstep: Class 1 contains 111795 members Mstep: Class 2 contains 8881 members Mstep: Class 3 contains 949 members Mstep: Class 4 contains 1854 members Mstep: Class 5 contains 4303 members Mstep: Class 6 contains 59299 members Mstep: Class 7 contains 2998 members Mstep: Class 8 contains 145 members Mstep: Class 9 contains 17909 members Mstep: Class 10 contains 5393 members Mstep: Class 11 contains 7656 members Mstep: Class 12 contains 2721 members Mstep: Class 13 contains 2712 members Mstep: Class 14 contains 1135 members Mstep: Class 15 contains 2987 members Mstep: Class 16 contains 4539 members Mstep: Class 17 contains 634 members Mstep: Class 18 contains 21791 members Mstep: Class 19 contains 15904 members Mstep: Class 20 contains 8207 members Mstep: Class 21 contains 285 members Mstep: Class 22 contains 21592 members Mstep: Class 23 contains 978 members Mstep: Class 24 contains 7017 members Entering Unmasked Estep ConsiderDeletion Score: -17782950.000000 Penalty: 13814.004883 Iteration 45Q: 25 clusters Score -1.778295e+07 nChanged 2920 Entering Unmasked Mstep Mstep: Class 0 contains 138 members Mstep: Class 1 contains 110992 members Mstep: Class 2 contains 9083 members Mstep: Class 3 contains 947 members Mstep: Class 4 contains 1832 members Mstep: Class 5 contains 4312 members Mstep: Class 6 contains 58945 members Mstep: Class 7 contains 2987 members Mstep: Class 8 contains 145 members Mstep: Class 9 contains 18043 members Mstep: Class 10 contains 5579 members Mstep: Class 11 contains 7694 members Mstep: Class 12 contains 2790 members Mstep: Class 13 contains 2803 members Mstep: Class 14 contains 1140 members Mstep: Class 15 contains 3228 members Mstep: Class 16 contains 4520 members Mstep: Class 17 contains 648 members Mstep: Class 18 contains 21980 members Mstep: Class 19 contains 15706 members Mstep: Class 20 contains 8253 members Mstep: Class 21 contains 281 members Mstep: Class 22 contains 21605 members Mstep: Class 23 contains 957 members Mstep: Class 24 contains 7214 members Entering Unmasked Estep ConsiderDeletion Score: -17783774.000000 Penalty: 13814.004883 Iteration 46Q: 25 clusters Score -1.778377e+07 nChanged 2398 Entering Unmasked Mstep Mstep: Class 0 contains 138 members Mstep: Class 1 contains 110283 members Mstep: Class 2 contains 9255 members Mstep: Class 3 contains 948 members Mstep: Class 4 contains 1821 members Mstep: Class 5 contains 4315 members Mstep: Class 6 contains 58676 members Mstep: Class 7 contains 2981 members Mstep: Class 8 contains 145 members Mstep: Class 9 contains 18153 members Mstep: Class 10 contains 5763 members Mstep: Class 11 contains 7705 members Mstep: Class 12 contains 2842 members Mstep: Class 13 contains 2885 members Mstep: Class 14 contains 1137 members Mstep: Class 15 contains 3442 members Mstep: Class 16 contains 4515 members Mstep: Class 17 contains 657 members Mstep: Class 18 contains 22100 members Mstep: Class 19 contains 15594 members Mstep: Class 20 contains 8292 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 21597 members Mstep: Class 23 contains 929 members Mstep: Class 24 contains 7369 members Entering Unmasked Estep ConsiderDeletion Score: -17784296.000000 Penalty: 13814.004883 Iteration 47Q: 25 clusters Score -1.77843e+07 nChanged 2038 Entering Unmasked Mstep Mstep: Class 0 contains 138 members Mstep: Class 1 contains 109696 members Mstep: Class 2 contains 9399 members Mstep: Class 3 contains 945 members Mstep: Class 4 contains 1826 members Mstep: Class 5 contains 4318 members Mstep: Class 6 contains 58450 members Mstep: Class 7 contains 2980 members Mstep: Class 8 contains 145 members Mstep: Class 9 contains 18244 members Mstep: Class 10 contains 5915 members Mstep: Class 11 contains 7720 members Mstep: Class 12 contains 2896 members Mstep: Class 13 contains 2965 members Mstep: Class 14 contains 1131 members Mstep: Class 15 contains 3631 members Mstep: Class 16 contains 4492 members Mstep: Class 17 contains 666 members Mstep: Class 18 contains 22173 members Mstep: Class 19 contains 15487 members Mstep: Class 20 contains 8331 members Mstep: Class 21 contains 279 members Mstep: Class 22 contains 21575 members Mstep: Class 23 contains 920 members Mstep: Class 24 contains 7500 members Entering Unmasked Estep ConsiderDeletion Score: -17784688.000000 Penalty: 13814.004883 Iteration 48Q: 25 clusters Score -1.778469e+07 nChanged 1813 Entering Unmasked Mstep Mstep: Class 0 contains 138 members Mstep: Class 1 contains 109168 members Mstep: Class 2 contains 9517 members Mstep: Class 3 contains 949 members Mstep: Class 4 contains 1834 members Mstep: Class 5 contains 4319 members Mstep: Class 6 contains 58251 members Mstep: Class 7 contains 2981 members Mstep: Class 8 contains 145 members Mstep: Class 9 contains 18315 members Mstep: Class 10 contains 6038 members Mstep: Class 11 contains 7726 members Mstep: Class 12 contains 2941 members Mstep: Class 13 contains 3019 members Mstep: Class 14 contains 1151 members Mstep: Class 15 contains 3796 members Mstep: Class 16 contains 4478 members Mstep: Class 17 contains 668 members Mstep: Class 18 contains 22241 members Mstep: Class 19 contains 15407 members Mstep: Class 20 contains 8376 members Mstep: Class 21 contains 279 members Mstep: Class 22 contains 21545 members Mstep: Class 23 contains 907 members Mstep: Class 24 contains 7633 members Entering Unmasked Estep ConsiderDeletion Score: -17785010.000000 Penalty: 13814.004883 Iteration 49Q: 25 clusters Score -1.778501e+07 nChanged 1627 Entering Unmasked Mstep Mstep: Class 0 contains 138 members Mstep: Class 1 contains 108654 members Mstep: Class 2 contains 9630 members Mstep: Class 3 contains 947 members Mstep: Class 4 contains 1840 members Mstep: Class 5 contains 4322 members Mstep: Class 6 contains 58096 members Mstep: Class 7 contains 2983 members Mstep: Class 8 contains 145 members Mstep: Class 9 contains 18380 members Mstep: Class 10 contains 6191 members Mstep: Class 11 contains 7720 members Mstep: Class 12 contains 2982 members Mstep: Class 13 contains 3058 members Mstep: Class 14 contains 1167 members Mstep: Class 15 contains 3943 members Mstep: Class 16 contains 4455 members Mstep: Class 17 contains 679 members Mstep: Class 18 contains 22275 members Mstep: Class 19 contains 15352 members Mstep: Class 20 contains 8420 members Mstep: Class 21 contains 279 members Mstep: Class 22 contains 21539 members Mstep: Class 23 contains 897 members Mstep: Class 24 contains 7730 members Entering Unmasked Estep ConsiderDeletion Score: -17785230.000000 Penalty: 13814.004883 Iteration 50Q: 25 clusters Score -1.778523e+07 nChanged 1485 Entering Unmasked Mstep Mstep: Class 0 contains 138 members Mstep: Class 1 contains 108174 members Mstep: Class 2 contains 9743 members Mstep: Class 3 contains 945 members Mstep: Class 4 contains 1852 members Mstep: Class 5 contains 4325 members Mstep: Class 6 contains 57968 members Mstep: Class 7 contains 2982 members Mstep: Class 8 contains 145 members Mstep: Class 9 contains 18434 members Mstep: Class 10 contains 6330 members Mstep: Class 11 contains 7703 members Mstep: Class 12 contains 3028 members Mstep: Class 13 contains 3098 members Mstep: Class 14 contains 1194 members Mstep: Class 15 contains 4070 members Mstep: Class 16 contains 4427 members Mstep: Class 17 contains 682 members Mstep: Class 18 contains 22292 members Mstep: Class 19 contains 15318 members Mstep: Class 20 contains 8473 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 21532 members Mstep: Class 23 contains 885 members Mstep: Class 24 contains 7804 members Entering Unmasked Estep ConsiderDeletion Score: -17785526.000000 Penalty: 13814.004883 Iteration 51Q: 25 clusters Score -1.778553e+07 nChanged 1323 Entering Unmasked Mstep Mstep: Class 0 contains 138 members Mstep: Class 1 contains 107761 members Mstep: Class 2 contains 9848 members Mstep: Class 3 contains 945 members Mstep: Class 4 contains 1877 members Mstep: Class 5 contains 4329 members Mstep: Class 6 contains 57877 members Mstep: Class 7 contains 2982 members Mstep: Class 8 contains 145 members Mstep: Class 9 contains 18477 members Mstep: Class 10 contains 6460 members Mstep: Class 11 contains 7691 members Mstep: Class 12 contains 3065 members Mstep: Class 13 contains 3111 members Mstep: Class 14 contains 1227 members Mstep: Class 15 contains 4202 members Mstep: Class 16 contains 4400 members Mstep: Class 17 contains 688 members Mstep: Class 18 contains 22272 members Mstep: Class 19 contains 15277 members Mstep: Class 20 contains 8523 members Mstep: Class 21 contains 278 members Mstep: Class 22 contains 21525 members Mstep: Class 23 contains 875 members Mstep: Class 24 contains 7849 members Entering Unmasked Estep ConsiderDeletion Score: -17785798.000000 Penalty: 13814.004883 Iteration 52Q: 25 clusters Score -1.77858e+07 nChanged 1177 Entering Unmasked Mstep Mstep: Class 0 contains 138 members Mstep: Class 1 contains 107397 members Mstep: Class 2 contains 9933 members Mstep: Class 3 contains 946 members Mstep: Class 4 contains 1906 members Mstep: Class 5 contains 4327 members Mstep: Class 6 contains 57801 members Mstep: Class 7 contains 2982 members Mstep: Class 8 contains 145 members Mstep: Class 9 contains 18514 members Mstep: Class 10 contains 6589 members Mstep: Class 11 contains 7674 members Mstep: Class 12 contains 3103 members Mstep: Class 13 contains 3125 members Mstep: Class 14 contains 1251 members Mstep: Class 15 contains 4305 members Mstep: Class 16 contains 4367 members Mstep: Class 17 contains 698 members Mstep: Class 18 contains 22240 members Mstep: Class 19 contains 15248 members Mstep: Class 20 contains 8566 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 21532 members Mstep: Class 23 contains 869 members Mstep: Class 24 contains 7889 members Entering Unmasked Estep ConsiderDeletion Score: -17785956.000000 Penalty: 13814.004883 Iteration 53Q: 25 clusters Score -1.778596e+07 nChanged 1080 Entering Unmasked Mstep Mstep: Class 0 contains 138 members Mstep: Class 1 contains 107072 members Mstep: Class 2 contains 10009 members Mstep: Class 3 contains 950 members Mstep: Class 4 contains 1933 members Mstep: Class 5 contains 4328 members Mstep: Class 6 contains 57760 members Mstep: Class 7 contains 2982 members Mstep: Class 8 contains 145 members Mstep: Class 9 contains 18534 members Mstep: Class 10 contains 6713 members Mstep: Class 11 contains 7651 members Mstep: Class 12 contains 3139 members Mstep: Class 13 contains 3138 members Mstep: Class 14 contains 1267 members Mstep: Class 15 contains 4408 members Mstep: Class 16 contains 4336 members Mstep: Class 17 contains 708 members Mstep: Class 18 contains 22201 members Mstep: Class 19 contains 15222 members Mstep: Class 20 contains 8611 members Mstep: Class 21 contains 276 members Mstep: Class 22 contains 21534 members Mstep: Class 23 contains 858 members Mstep: Class 24 contains 7909 members Entering Unmasked Estep ConsiderDeletion Score: -17786180.000000 Penalty: 13814.004883 Iteration 54Q: 25 clusters Score -1.778618e+07 nChanged 1031 Entering Unmasked Mstep Mstep: Class 0 contains 138 members Mstep: Class 1 contains 106743 members Mstep: Class 2 contains 10114 members Mstep: Class 3 contains 953 members Mstep: Class 4 contains 1959 members Mstep: Class 5 contains 4330 members Mstep: Class 6 contains 57728 members Mstep: Class 7 contains 2979 members Mstep: Class 8 contains 145 members Mstep: Class 9 contains 18551 members Mstep: Class 10 contains 6830 members Mstep: Class 11 contains 7615 members Mstep: Class 12 contains 3164 members Mstep: Class 13 contains 3157 members Mstep: Class 14 contains 1271 members Mstep: Class 15 contains 4516 members Mstep: Class 16 contains 4315 members Mstep: Class 17 contains 715 members Mstep: Class 18 contains 22164 members Mstep: Class 19 contains 15200 members Mstep: Class 20 contains 8652 members Mstep: Class 21 contains 276 members Mstep: Class 22 contains 21526 members Mstep: Class 23 contains 854 members Mstep: Class 24 contains 7927 members Entering Unmasked Estep ConsiderDeletion Score: -17786398.000000 Penalty: 13814.004883 Iteration 55Q: 25 clusters Score -1.77864e+07 nChanged 962 Entering Unmasked Mstep Mstep: Class 0 contains 138 members Mstep: Class 1 contains 106426 members Mstep: Class 2 contains 10200 members Mstep: Class 3 contains 953 members Mstep: Class 4 contains 1994 members Mstep: Class 5 contains 4334 members Mstep: Class 6 contains 57701 members Mstep: Class 7 contains 2978 members Mstep: Class 8 contains 145 members Mstep: Class 9 contains 18565 members Mstep: Class 10 contains 6935 members Mstep: Class 11 contains 7572 members Mstep: Class 12 contains 3205 members Mstep: Class 13 contains 3176 members Mstep: Class 14 contains 1269 members Mstep: Class 15 contains 4601 members Mstep: Class 16 contains 4309 members Mstep: Class 17 contains 720 members Mstep: Class 18 contains 22142 members Mstep: Class 19 contains 15168 members Mstep: Class 20 contains 8692 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 21534 members Mstep: Class 23 contains 846 members Mstep: Class 24 contains 7942 members Entering Unmasked Estep ConsiderDeletion Score: -17786536.000000 Penalty: 13814.004883 Iteration 56Q: 25 clusters Score -1.778654e+07 nChanged 904 Entering Unmasked Mstep Mstep: Class 0 contains 138 members Mstep: Class 1 contains 106151 members Mstep: Class 2 contains 10278 members Mstep: Class 3 contains 950 members Mstep: Class 4 contains 2031 members Mstep: Class 5 contains 4340 members Mstep: Class 6 contains 57681 members Mstep: Class 7 contains 2981 members Mstep: Class 8 contains 145 members Mstep: Class 9 contains 18576 members Mstep: Class 10 contains 7040 members Mstep: Class 11 contains 7535 members Mstep: Class 12 contains 3242 members Mstep: Class 13 contains 3187 members Mstep: Class 14 contains 1273 members Mstep: Class 15 contains 4684 members Mstep: Class 16 contains 4302 members Mstep: Class 17 contains 725 members Mstep: Class 18 contains 22081 members Mstep: Class 19 contains 15134 members Mstep: Class 20 contains 8735 members Mstep: Class 21 contains 278 members Mstep: Class 22 contains 21548 members Mstep: Class 23 contains 839 members Mstep: Class 24 contains 7948 members Entering Unmasked Estep ConsiderDeletion Score: -17786624.000000 Penalty: 13814.004883 Iteration 57Q: 25 clusters Score -1.778662e+07 nChanged 791 Entering Unmasked Mstep Mstep: Class 0 contains 138 members Mstep: Class 1 contains 105935 members Mstep: Class 2 contains 10344 members Mstep: Class 3 contains 951 members Mstep: Class 4 contains 2060 members Mstep: Class 5 contains 4342 members Mstep: Class 6 contains 57662 members Mstep: Class 7 contains 2979 members Mstep: Class 8 contains 145 members Mstep: Class 9 contains 18589 members Mstep: Class 10 contains 7162 members Mstep: Class 11 contains 7491 members Mstep: Class 12 contains 3282 members Mstep: Class 13 contains 3202 members Mstep: Class 14 contains 1273 members Mstep: Class 15 contains 4763 members Mstep: Class 16 contains 4283 members Mstep: Class 17 contains 729 members Mstep: Class 18 contains 21968 members Mstep: Class 19 contains 15107 members Mstep: Class 20 contains 8788 members Mstep: Class 21 contains 278 members Mstep: Class 22 contains 21559 members Mstep: Class 23 contains 838 members Mstep: Class 24 contains 7954 members Entering Unmasked Estep ConsiderDeletion Score: -17786666.000000 Penalty: 13814.004883 Iteration 58Q: 25 clusters Score -1.778667e+07 nChanged 790 Entering Unmasked Mstep Mstep: Class 0 contains 138 members Mstep: Class 1 contains 105711 members Mstep: Class 2 contains 10425 members Mstep: Class 3 contains 949 members Mstep: Class 4 contains 2090 members Mstep: Class 5 contains 4344 members Mstep: Class 6 contains 57649 members Mstep: Class 7 contains 2978 members Mstep: Class 8 contains 145 members Mstep: Class 9 contains 18601 members Mstep: Class 10 contains 7263 members Mstep: Class 11 contains 7442 members Mstep: Class 12 contains 3321 members Mstep: Class 13 contains 3218 members Mstep: Class 14 contains 1273 members Mstep: Class 15 contains 4830 members Mstep: Class 16 contains 4262 members Mstep: Class 17 contains 732 members Mstep: Class 18 contains 21873 members Mstep: Class 19 contains 15084 members Mstep: Class 20 contains 8856 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 21574 members Mstep: Class 23 contains 831 members Mstep: Class 24 contains 7956 members Entering Unmasked Estep ConsiderDeletion Score: -17786804.000000 Penalty: 13814.004883 Iteration 59Q: 25 clusters Score -1.77868e+07 nChanged 790 Entering Unmasked Mstep Mstep: Class 0 contains 138 members Mstep: Class 1 contains 105492 members Mstep: Class 2 contains 10501 members Mstep: Class 3 contains 947 members Mstep: Class 4 contains 2120 members Mstep: Class 5 contains 4342 members Mstep: Class 6 contains 57632 members Mstep: Class 7 contains 2978 members Mstep: Class 8 contains 145 members Mstep: Class 9 contains 18613 members Mstep: Class 10 contains 7344 members Mstep: Class 11 contains 7405 members Mstep: Class 12 contains 3360 members Mstep: Class 13 contains 3231 members Mstep: Class 14 contains 1268 members Mstep: Class 15 contains 4902 members Mstep: Class 16 contains 4228 members Mstep: Class 17 contains 736 members Mstep: Class 18 contains 21792 members Mstep: Class 19 contains 15062 members Mstep: Class 20 contains 8933 members Mstep: Class 21 contains 276 members Mstep: Class 22 contains 21583 members Mstep: Class 23 contains 830 members Mstep: Class 24 contains 7964 members Entering Unmasked Estep ConsiderDeletion Score: -17787852.000000 Penalty: 13814.004883 Iteration 60F: 25 clusters Score -1.778785e+07 nChanged 870 Entering Unmasked Mstep Mstep: Class 0 contains 98 members Mstep: Class 1 contains 105312 members Mstep: Class 2 contains 10561 members Mstep: Class 3 contains 944 members Mstep: Class 4 contains 2106 members Mstep: Class 5 contains 4345 members Mstep: Class 6 contains 57610 members Mstep: Class 7 contains 2980 members Mstep: Class 8 contains 145 members Mstep: Class 9 contains 18628 members Mstep: Class 10 contains 7430 members Mstep: Class 11 contains 7370 members Mstep: Class 12 contains 3398 members Mstep: Class 13 contains 3231 members Mstep: Class 14 contains 1267 members Mstep: Class 15 contains 5061 members Mstep: Class 16 contains 4201 members Mstep: Class 17 contains 741 members Mstep: Class 18 contains 21641 members Mstep: Class 19 contains 15046 members Mstep: Class 20 contains 8992 members Mstep: Class 21 contains 310 members Mstep: Class 22 contains 21604 members Mstep: Class 23 contains 829 members Mstep: Class 24 contains 7972 members Entering Unmasked Estep ConsiderDeletion Score: -17788346.000000 Penalty: 13814.004883 Iteration 61Q: 25 clusters Score -1.778835e+07 nChanged 827 Entering Unmasked Mstep Mstep: Class 0 contains 88 members Mstep: Class 1 contains 105117 members Mstep: Class 2 contains 10620 members Mstep: Class 3 contains 941 members Mstep: Class 4 contains 2103 members Mstep: Class 5 contains 4346 members Mstep: Class 6 contains 57596 members Mstep: Class 7 contains 2981 members Mstep: Class 8 contains 146 members Mstep: Class 9 contains 18641 members Mstep: Class 10 contains 7521 members Mstep: Class 11 contains 7336 members Mstep: Class 12 contains 3426 members Mstep: Class 13 contains 3227 members Mstep: Class 14 contains 1269 members Mstep: Class 15 contains 5200 members Mstep: Class 16 contains 4185 members Mstep: Class 17 contains 743 members Mstep: Class 18 contains 21514 members Mstep: Class 19 contains 15035 members Mstep: Class 20 contains 9037 members Mstep: Class 21 contains 311 members Mstep: Class 22 contains 21633 members Mstep: Class 23 contains 828 members Mstep: Class 24 contains 7978 members Entering Unmasked Estep ConsiderDeletion Score: -17788472.000000 Penalty: 13814.004883 Iteration 62Q: 25 clusters Score -1.778847e+07 nChanged 823 Entering Unmasked Mstep Mstep: Class 0 contains 87 members Mstep: Class 1 contains 104932 members Mstep: Class 2 contains 10688 members Mstep: Class 3 contains 942 members Mstep: Class 4 contains 2113 members Mstep: Class 5 contains 4349 members Mstep: Class 6 contains 57588 members Mstep: Class 7 contains 2983 members Mstep: Class 8 contains 146 members Mstep: Class 9 contains 18652 members Mstep: Class 10 contains 7628 members Mstep: Class 11 contains 7305 members Mstep: Class 12 contains 3452 members Mstep: Class 13 contains 3227 members Mstep: Class 14 contains 1270 members Mstep: Class 15 contains 5324 members Mstep: Class 16 contains 4168 members Mstep: Class 17 contains 736 members Mstep: Class 18 contains 21387 members Mstep: Class 19 contains 15019 members Mstep: Class 20 contains 9075 members Mstep: Class 21 contains 307 members Mstep: Class 22 contains 21650 members Mstep: Class 23 contains 817 members Mstep: Class 24 contains 7977 members Entering Unmasked Estep ConsiderDeletion Score: -17788570.000000 Penalty: 13814.004883 Iteration 63Q: 25 clusters Score -1.778857e+07 nChanged 792 Entering Unmasked Mstep Mstep: Class 0 contains 87 members Mstep: Class 1 contains 104726 members Mstep: Class 2 contains 10790 members Mstep: Class 3 contains 941 members Mstep: Class 4 contains 2128 members Mstep: Class 5 contains 4350 members Mstep: Class 6 contains 57585 members Mstep: Class 7 contains 2983 members Mstep: Class 8 contains 146 members Mstep: Class 9 contains 18666 members Mstep: Class 10 contains 7726 members Mstep: Class 11 contains 7247 members Mstep: Class 12 contains 3460 members Mstep: Class 13 contains 3234 members Mstep: Class 14 contains 1271 members Mstep: Class 15 contains 5431 members Mstep: Class 16 contains 4152 members Mstep: Class 17 contains 734 members Mstep: Class 18 contains 21284 members Mstep: Class 19 contains 15011 members Mstep: Class 20 contains 9120 members Mstep: Class 21 contains 307 members Mstep: Class 22 contains 21666 members Mstep: Class 23 contains 802 members Mstep: Class 24 contains 7975 members Entering Unmasked Estep ConsiderDeletion Score: -17788642.000000 Penalty: 13814.004883 Iteration 64Q: 25 clusters Score -1.778864e+07 nChanged 837 Entering Unmasked Mstep Mstep: Class 0 contains 87 members Mstep: Class 1 contains 104528 members Mstep: Class 2 contains 10908 members Mstep: Class 3 contains 941 members Mstep: Class 4 contains 2136 members Mstep: Class 5 contains 4349 members Mstep: Class 6 contains 57578 members Mstep: Class 7 contains 2984 members Mstep: Class 8 contains 146 members Mstep: Class 9 contains 18683 members Mstep: Class 10 contains 7826 members Mstep: Class 11 contains 7198 members Mstep: Class 12 contains 3462 members Mstep: Class 13 contains 3234 members Mstep: Class 14 contains 1274 members Mstep: Class 15 contains 5574 members Mstep: Class 16 contains 4137 members Mstep: Class 17 contains 734 members Mstep: Class 18 contains 21135 members Mstep: Class 19 contains 15003 members Mstep: Class 20 contains 9161 members Mstep: Class 21 contains 305 members Mstep: Class 22 contains 21676 members Mstep: Class 23 contains 790 members Mstep: Class 24 contains 7973 members Entering Unmasked Estep ConsiderDeletion Score: -17788802.000000 Penalty: 13814.004883 Iteration 65Q: 25 clusters Score -1.77888e+07 nChanged 810 Entering Unmasked Mstep Mstep: Class 0 contains 87 members Mstep: Class 1 contains 104347 members Mstep: Class 2 contains 11018 members Mstep: Class 3 contains 941 members Mstep: Class 4 contains 2156 members Mstep: Class 5 contains 4350 members Mstep: Class 6 contains 57567 members Mstep: Class 7 contains 2981 members Mstep: Class 8 contains 147 members Mstep: Class 9 contains 18702 members Mstep: Class 10 contains 7937 members Mstep: Class 11 contains 7141 members Mstep: Class 12 contains 3460 members Mstep: Class 13 contains 3237 members Mstep: Class 14 contains 1275 members Mstep: Class 15 contains 5694 members Mstep: Class 16 contains 4125 members Mstep: Class 17 contains 731 members Mstep: Class 18 contains 20995 members Mstep: Class 19 contains 14972 members Mstep: Class 20 contains 9200 members Mstep: Class 21 contains 303 members Mstep: Class 22 contains 21698 members Mstep: Class 23 contains 784 members Mstep: Class 24 contains 7974 members Entering Unmasked Estep ConsiderDeletion Score: -17788950.000000 Penalty: 13814.004883 Iteration 66Q: 25 clusters Score -1.778895e+07 nChanged 775 Entering Unmasked Mstep Mstep: Class 0 contains 87 members Mstep: Class 1 contains 104168 members Mstep: Class 2 contains 11111 members Mstep: Class 3 contains 942 members Mstep: Class 4 contains 2177 members Mstep: Class 5 contains 4354 members Mstep: Class 6 contains 57566 members Mstep: Class 7 contains 2981 members Mstep: Class 8 contains 147 members Mstep: Class 9 contains 18711 members Mstep: Class 10 contains 8027 members Mstep: Class 11 contains 7083 members Mstep: Class 12 contains 3487 members Mstep: Class 13 contains 3243 members Mstep: Class 14 contains 1273 members Mstep: Class 15 contains 5800 members Mstep: Class 16 contains 4111 members Mstep: Class 17 contains 729 members Mstep: Class 18 contains 20871 members Mstep: Class 19 contains 14945 members Mstep: Class 20 contains 9228 members Mstep: Class 21 contains 301 members Mstep: Class 22 contains 21726 members Mstep: Class 23 contains 778 members Mstep: Class 24 contains 7976 members Entering Unmasked Estep ConsiderDeletion Score: -17789018.000000 Penalty: 13814.004883 Iteration 67Q: 25 clusters Score -1.778902e+07 nChanged 719 Entering Unmasked Mstep Mstep: Class 0 contains 87 members Mstep: Class 1 contains 103987 members Mstep: Class 2 contains 11199 members Mstep: Class 3 contains 941 members Mstep: Class 4 contains 2211 members Mstep: Class 5 contains 4354 members Mstep: Class 6 contains 57560 members Mstep: Class 7 contains 2981 members Mstep: Class 8 contains 147 members Mstep: Class 9 contains 18723 members Mstep: Class 10 contains 8111 members Mstep: Class 11 contains 7016 members Mstep: Class 12 contains 3501 members Mstep: Class 13 contains 3245 members Mstep: Class 14 contains 1275 members Mstep: Class 15 contains 5891 members Mstep: Class 16 contains 4103 members Mstep: Class 17 contains 723 members Mstep: Class 18 contains 20800 members Mstep: Class 19 contains 14922 members Mstep: Class 20 contains 9256 members Mstep: Class 21 contains 297 members Mstep: Class 22 contains 21741 members Mstep: Class 23 contains 774 members Mstep: Class 24 contains 7977 members Entering Unmasked Estep ConsiderDeletion Score: -17789104.000000 Penalty: 13814.004883 Iteration 68Q: 25 clusters Score -1.77891e+07 nChanged 707 Entering Unmasked Mstep Mstep: Class 0 contains 87 members Mstep: Class 1 contains 103820 members Mstep: Class 2 contains 11289 members Mstep: Class 3 contains 940 members Mstep: Class 4 contains 2244 members Mstep: Class 5 contains 4353 members Mstep: Class 6 contains 57559 members Mstep: Class 7 contains 2981 members Mstep: Class 8 contains 147 members Mstep: Class 9 contains 18738 members Mstep: Class 10 contains 8176 members Mstep: Class 11 contains 6953 members Mstep: Class 12 contains 3509 members Mstep: Class 13 contains 3245 members Mstep: Class 14 contains 1272 members Mstep: Class 15 contains 5997 members Mstep: Class 16 contains 4095 members Mstep: Class 17 contains 718 members Mstep: Class 18 contains 20715 members Mstep: Class 19 contains 14901 members Mstep: Class 20 contains 9285 members Mstep: Class 21 contains 294 members Mstep: Class 22 contains 21757 members Mstep: Class 23 contains 769 members Mstep: Class 24 contains 7978 members Entering Unmasked Estep ConsiderDeletion Score: -17789160.000000 Penalty: 13814.004883 Iteration 69Q: 25 clusters Score -1.778916e+07 nChanged 707 Entering Unmasked Mstep Mstep: Class 0 contains 87 members Mstep: Class 1 contains 103668 members Mstep: Class 2 contains 11350 members Mstep: Class 3 contains 941 members Mstep: Class 4 contains 2273 members Mstep: Class 5 contains 4354 members Mstep: Class 6 contains 57558 members Mstep: Class 7 contains 2987 members Mstep: Class 8 contains 147 members Mstep: Class 9 contains 18747 members Mstep: Class 10 contains 8250 members Mstep: Class 11 contains 6873 members Mstep: Class 12 contains 3521 members Mstep: Class 13 contains 3244 members Mstep: Class 14 contains 1271 members Mstep: Class 15 contains 6110 members Mstep: Class 16 contains 4083 members Mstep: Class 17 contains 713 members Mstep: Class 18 contains 20623 members Mstep: Class 19 contains 14890 members Mstep: Class 20 contains 9320 members Mstep: Class 21 contains 292 members Mstep: Class 22 contains 21775 members Mstep: Class 23 contains 767 members Mstep: Class 24 contains 7978 members Entering Unmasked Estep ConsiderDeletion Score: -17789224.000000 Penalty: 13814.004883 Iteration 70Q: 25 clusters Score -1.778922e+07 nChanged 687 Entering Unmasked Mstep Mstep: Class 0 contains 87 members Mstep: Class 1 contains 103536 members Mstep: Class 2 contains 11401 members Mstep: Class 3 contains 943 members Mstep: Class 4 contains 2297 members Mstep: Class 5 contains 4354 members Mstep: Class 6 contains 57555 members Mstep: Class 7 contains 2997 members Mstep: Class 8 contains 147 members Mstep: Class 9 contains 18756 members Mstep: Class 10 contains 8336 members Mstep: Class 11 contains 6768 members Mstep: Class 12 contains 3536 members Mstep: Class 13 contains 3241 members Mstep: Class 14 contains 1270 members Mstep: Class 15 contains 6234 members Mstep: Class 16 contains 4070 members Mstep: Class 17 contains 713 members Mstep: Class 18 contains 20533 members Mstep: Class 19 contains 14875 members Mstep: Class 20 contains 9352 members Mstep: Class 21 contains 289 members Mstep: Class 22 contains 21790 members Mstep: Class 23 contains 763 members Mstep: Class 24 contains 7979 members Entering Unmasked Estep ConsiderDeletion Score: -17789204.000000 Penalty: 13814.004883 Iteration 71Q: 25 clusters Score -1.77892e+07 nChanged 637 Entering Unmasked Mstep Mstep: Class 0 contains 87 members Mstep: Class 1 contains 103419 members Mstep: Class 2 contains 11450 members Mstep: Class 3 contains 942 members Mstep: Class 4 contains 2314 members Mstep: Class 5 contains 4356 members Mstep: Class 6 contains 57554 members Mstep: Class 7 contains 3005 members Mstep: Class 8 contains 147 members Mstep: Class 9 contains 18764 members Mstep: Class 10 contains 8428 members Mstep: Class 11 contains 6672 members Mstep: Class 12 contains 3554 members Mstep: Class 13 contains 3239 members Mstep: Class 14 contains 1267 members Mstep: Class 15 contains 6331 members Mstep: Class 16 contains 4061 members Mstep: Class 17 contains 708 members Mstep: Class 18 contains 20440 members Mstep: Class 19 contains 14868 members Mstep: Class 20 contains 9395 members Mstep: Class 21 contains 286 members Mstep: Class 22 contains 21795 members Mstep: Class 23 contains 760 members Mstep: Class 24 contains 7980 members Entering Unmasked Estep ConsiderDeletion Score: -17789244.000000 Penalty: 13814.004883 Iteration 72Q: 25 clusters Score -1.778924e+07 nChanged 685 Entering Unmasked Mstep Mstep: Class 0 contains 87 members Mstep: Class 1 contains 103303 members Mstep: Class 2 contains 11489 members Mstep: Class 3 contains 942 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 4360 members Mstep: Class 6 contains 57550 members Mstep: Class 7 contains 3006 members Mstep: Class 8 contains 147 members Mstep: Class 9 contains 18778 members Mstep: Class 10 contains 8499 members Mstep: Class 11 contains 6593 members Mstep: Class 12 contains 3575 members Mstep: Class 13 contains 3236 members Mstep: Class 14 contains 1260 members Mstep: Class 15 contains 6425 members Mstep: Class 16 contains 4053 members Mstep: Class 17 contains 700 members Mstep: Class 18 contains 20350 members Mstep: Class 19 contains 14853 members Mstep: Class 20 contains 9431 members Mstep: Class 21 contains 284 members Mstep: Class 22 contains 21816 members Mstep: Class 23 contains 751 members Mstep: Class 24 contains 7982 members Entering Unmasked Estep ConsiderDeletion Score: -17789302.000000 Penalty: 13814.004883 Iteration 73Q: 25 clusters Score -1.77893e+07 nChanged 642 Entering Unmasked Mstep Mstep: Class 0 contains 87 members Mstep: Class 1 contains 103192 members Mstep: Class 2 contains 11527 members Mstep: Class 3 contains 944 members Mstep: Class 4 contains 2385 members Mstep: Class 5 contains 4359 members Mstep: Class 6 contains 57549 members Mstep: Class 7 contains 3006 members Mstep: Class 8 contains 148 members Mstep: Class 9 contains 18787 members Mstep: Class 10 contains 8587 members Mstep: Class 11 contains 6513 members Mstep: Class 12 contains 3609 members Mstep: Class 13 contains 3239 members Mstep: Class 14 contains 1251 members Mstep: Class 15 contains 6496 members Mstep: Class 16 contains 4042 members Mstep: Class 17 contains 695 members Mstep: Class 18 contains 20278 members Mstep: Class 19 contains 14827 members Mstep: Class 20 contains 9468 members Mstep: Class 21 contains 284 members Mstep: Class 22 contains 21824 members Mstep: Class 23 contains 742 members Mstep: Class 24 contains 7983 members Entering Unmasked Estep ConsiderDeletion Score: -17789382.000000 Penalty: 13814.004883 Iteration 74Q: 25 clusters Score -1.778938e+07 nChanged 629 Entering Unmasked Mstep Mstep: Class 0 contains 87 members Mstep: Class 1 contains 103076 members Mstep: Class 2 contains 11565 members Mstep: Class 3 contains 946 members Mstep: Class 4 contains 2412 members Mstep: Class 5 contains 4360 members Mstep: Class 6 contains 57544 members Mstep: Class 7 contains 3005 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 18797 members Mstep: Class 10 contains 8673 members Mstep: Class 11 contains 6442 members Mstep: Class 12 contains 3648 members Mstep: Class 13 contains 3241 members Mstep: Class 14 contains 1249 members Mstep: Class 15 contains 6557 members Mstep: Class 16 contains 4026 members Mstep: Class 17 contains 690 members Mstep: Class 18 contains 20219 members Mstep: Class 19 contains 14801 members Mstep: Class 20 contains 9509 members Mstep: Class 21 contains 284 members Mstep: Class 22 contains 21825 members Mstep: Class 23 contains 734 members Mstep: Class 24 contains 7983 members Entering Unmasked Estep ConsiderDeletion Score: -17789466.000000 Penalty: 13814.004883 Iteration 75Q: 25 clusters Score -1.778947e+07 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 87 members Mstep: Class 1 contains 102965 members Mstep: Class 2 contains 11597 members Mstep: Class 3 contains 946 members Mstep: Class 4 contains 2438 members Mstep: Class 5 contains 4362 members Mstep: Class 6 contains 57542 members Mstep: Class 7 contains 3006 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 18813 members Mstep: Class 10 contains 8779 members Mstep: Class 11 contains 6370 members Mstep: Class 12 contains 3703 members Mstep: Class 13 contains 3248 members Mstep: Class 14 contains 1245 members Mstep: Class 15 contains 6611 members Mstep: Class 16 contains 4021 members Mstep: Class 17 contains 683 members Mstep: Class 18 contains 20138 members Mstep: Class 19 contains 14779 members Mstep: Class 20 contains 9531 members Mstep: Class 21 contains 285 members Mstep: Class 22 contains 21820 members Mstep: Class 23 contains 722 members Mstep: Class 24 contains 7982 members Entering Unmasked Estep ConsiderDeletion Score: -17789482.000000 Penalty: 13814.004883 Iteration 76Q: 25 clusters Score -1.778948e+07 nChanged 594 Entering Unmasked Mstep Mstep: Class 0 contains 87 members Mstep: Class 1 contains 102884 members Mstep: Class 2 contains 11610 members Mstep: Class 3 contains 948 members Mstep: Class 4 contains 2464 members Mstep: Class 5 contains 4361 members Mstep: Class 6 contains 57539 members Mstep: Class 7 contains 3000 members Mstep: Class 8 contains 150 members Mstep: Class 9 contains 18830 members Mstep: Class 10 contains 8881 members Mstep: Class 11 contains 6299 members Mstep: Class 12 contains 3764 members Mstep: Class 13 contains 3250 members Mstep: Class 14 contains 1238 members Mstep: Class 15 contains 6662 members Mstep: Class 16 contains 4021 members Mstep: Class 17 contains 683 members Mstep: Class 18 contains 20063 members Mstep: Class 19 contains 14737 members Mstep: Class 20 contains 9556 members Mstep: Class 21 contains 284 members Mstep: Class 22 contains 21810 members Mstep: Class 23 contains 714 members Mstep: Class 24 contains 7987 members Entering Unmasked Estep ConsiderDeletion Score: -17789560.000000 Penalty: 13814.004883 Iteration 77Q: 25 clusters Score -1.778956e+07 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 87 members Mstep: Class 1 contains 102807 members Mstep: Class 2 contains 11615 members Mstep: Class 3 contains 947 members Mstep: Class 4 contains 2485 members Mstep: Class 5 contains 4362 members Mstep: Class 6 contains 57538 members Mstep: Class 7 contains 2993 members Mstep: Class 8 contains 150 members Mstep: Class 9 contains 18840 members Mstep: Class 10 contains 8997 members Mstep: Class 11 contains 6237 members Mstep: Class 12 contains 3822 members Mstep: Class 13 contains 3261 members Mstep: Class 14 contains 1244 members Mstep: Class 15 contains 6712 members Mstep: Class 16 contains 4010 members Mstep: Class 17 contains 681 members Mstep: Class 18 contains 19989 members Mstep: Class 19 contains 14697 members Mstep: Class 20 contains 9577 members Mstep: Class 21 contains 281 members Mstep: Class 22 contains 21788 members Mstep: Class 23 contains 716 members Mstep: Class 24 contains 7986 members Entering Unmasked Estep ConsiderDeletion Score: -17789614.000000 Penalty: 13814.004883 Iteration 78Q: 25 clusters Score -1.778961e+07 nChanged 623 Entering ConstructFrom: Score: -17789614.000000 Penalty: 13814.004883 Entering ConstructFrom: Trying to split cluster 1 (102749 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102749 members Entering Unmasked Estep Score: -6376482.000000 Penalty: 525.072021 Iteration 0F: 2 clusters Score -6376482 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51427 members Mstep: Class 2 contains 51322 members Entering Unmasked Estep Score: -6307303.500000 Penalty: 1050.144043 Iteration 0F: 3 clusters Score -6307304 nChanged 50287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53946 members Mstep: Class 2 contains 48803 members Entering Unmasked Estep Score: -6337845.000000 Penalty: 1050.144043 Iteration 1F: 3 clusters Score -6337845 nChanged 4304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55674 members Mstep: Class 2 contains 47075 members Entering Unmasked Estep Score: -6339325.000000 Penalty: 1050.144043 Iteration 2Q: 3 clusters Score -6339325 nChanged 4958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58136 members Mstep: Class 2 contains 44613 members Entering Unmasked Estep Score: -6341286.500000 Penalty: 1050.144043 Iteration 3Q: 3 clusters Score -6341286 nChanged 5562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61356 members Mstep: Class 2 contains 41393 members Entering Unmasked Estep Score: -6344036.500000 Penalty: 1050.144043 Iteration 4F: 3 clusters Score -6344036 nChanged 6105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65265 members Mstep: Class 2 contains 37484 members Entering Unmasked Estep Score: -6347597.500000 Penalty: 1050.144043 Iteration 5F: 3 clusters Score -6347598 nChanged 6269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69392 members Mstep: Class 2 contains 33357 members Entering Unmasked Estep Score: -6351954.000000 Penalty: 1050.144043 Iteration 6F: 3 clusters Score -6351954 nChanged 6208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73574 members Mstep: Class 2 contains 29175 members Entering Unmasked Estep Score: -6356725.000000 Penalty: 1050.144043 Iteration 7F: 3 clusters Score -6356725 nChanged 5410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77144 members Mstep: Class 2 contains 25605 members Entering Unmasked Estep Score: -6360955.500000 Penalty: 1050.144043 Iteration 8F: 3 clusters Score -6360956 nChanged 4163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79995 members Mstep: Class 2 contains 22754 members Entering Unmasked Estep Score: -6363707.000000 Penalty: 1050.144043 Iteration 9Q: 3 clusters Score -6363707 nChanged 3108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82499 members Mstep: Class 2 contains 20250 members Entering Unmasked Estep Score: -6365572.500000 Penalty: 1050.144043 Iteration 10Q: 3 clusters Score -6365572 nChanged 2527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84782 members Mstep: Class 2 contains 17967 members Entering Unmasked Estep Score: -6367003.500000 Penalty: 1050.144043 Iteration 11Q: 3 clusters Score -6367004 nChanged 2227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86897 members Mstep: Class 2 contains 15852 members Entering Unmasked Estep Score: -6368254.500000 Penalty: 1050.144043 Iteration 12Q: 3 clusters Score -6368254 nChanged 2029 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88884 members Mstep: Class 2 contains 13865 members Entering Unmasked Estep Score: -6369530.500000 Penalty: 1050.144043 Iteration 13Q: 3 clusters Score -6369530 nChanged 1788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90634 members Mstep: Class 2 contains 12115 members Entering Unmasked Estep Score: -6370593.000000 Penalty: 1050.144043 Iteration 14Q: 3 clusters Score -6370593 nChanged 1602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92202 members Mstep: Class 2 contains 10547 members Entering Unmasked Estep Score: -6371513.500000 Penalty: 1050.144043 Iteration 15Q: 3 clusters Score -6371514 nChanged 1371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93535 members Mstep: Class 2 contains 9214 members Entering Unmasked Estep Score: -6372328.000000 Penalty: 1050.144043 Iteration 16Q: 3 clusters Score -6372328 nChanged 1161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94656 members Mstep: Class 2 contains 8093 members Entering Unmasked Estep Score: -6372990.500000 Penalty: 1050.144043 Iteration 17Q: 3 clusters Score -6372990 nChanged 953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95583 members Mstep: Class 2 contains 7166 members Entering Unmasked Estep Score: -6373508.500000 Penalty: 1050.144043 Iteration 18Q: 3 clusters Score -6373508 nChanged 802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96367 members Mstep: Class 2 contains 6382 members Entering Unmasked Estep Score: -6373932.000000 Penalty: 1050.144043 Iteration 19Q: 3 clusters Score -6373932 nChanged 687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97052 members Mstep: Class 2 contains 5697 members Entering Unmasked Estep Score: -6374342.500000 Penalty: 1050.144043 Iteration 20F: 3 clusters Score -6374342 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97641 members Mstep: Class 2 contains 5108 members Entering Unmasked Estep Score: -6374680.000000 Penalty: 1050.144043 Iteration 21Q: 3 clusters Score -6374680 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98152 members Mstep: Class 2 contains 4597 members Entering Unmasked Estep Score: -6374982.500000 Penalty: 1050.144043 Iteration 22Q: 3 clusters Score -6374982 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98585 members Mstep: Class 2 contains 4164 members Entering Unmasked Estep Score: -6375243.500000 Penalty: 1050.144043 Iteration 23Q: 3 clusters Score -6375244 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98959 members Mstep: Class 2 contains 3790 members Entering Unmasked Estep Score: -6375434.000000 Penalty: 1050.144043 Iteration 24Q: 3 clusters Score -6375434 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99276 members Mstep: Class 2 contains 3473 members Entering Unmasked Estep Score: -6375601.000000 Penalty: 1050.144043 Iteration 25Q: 3 clusters Score -6375601 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99546 members Mstep: Class 2 contains 3203 members Entering Unmasked Estep Score: -6375739.500000 Penalty: 1050.144043 Iteration 26Q: 3 clusters Score -6375740 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99769 members Mstep: Class 2 contains 2980 members Entering Unmasked Estep Score: -6375839.000000 Penalty: 1050.144043 Iteration 27Q: 3 clusters Score -6375839 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99964 members Mstep: Class 2 contains 2785 members Entering Unmasked Estep Score: -6375921.500000 Penalty: 1050.144043 Iteration 28Q: 3 clusters Score -6375922 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100138 members Mstep: Class 2 contains 2611 members Entering Unmasked Estep Score: -6376003.000000 Penalty: 1050.144043 Iteration 29Q: 3 clusters Score -6376003 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100291 members Mstep: Class 2 contains 2458 members Entering Unmasked Estep Score: -6376042.000000 Penalty: 1050.144043 Iteration 30Q: 3 clusters Score -6376042 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100415 members Mstep: Class 2 contains 2334 members Entering Unmasked Estep Score: -6376084.500000 Penalty: 1050.144043 Iteration 31Q: 3 clusters Score -6376084 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100525 members Mstep: Class 2 contains 2224 members Entering Unmasked Estep Score: -6376144.000000 Penalty: 1050.144043 Iteration 32Q: 3 clusters Score -6376144 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100602 members Mstep: Class 2 contains 2147 members Entering Unmasked Estep Score: -6376160.000000 Penalty: 1050.144043 Iteration 33Q: 3 clusters Score -6376160 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100672 members Mstep: Class 2 contains 2077 members Entering Unmasked Estep Score: -6376184.000000 Penalty: 1050.144043 Iteration 34Q: 3 clusters Score -6376184 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100729 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -6376199.500000 Penalty: 1050.144043 Iteration 35Q: 3 clusters Score -6376200 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100779 members Mstep: Class 2 contains 1970 members Entering Unmasked Estep Score: -6376209.500000 Penalty: 1050.144043 Iteration 36Q: 3 clusters Score -6376210 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100836 members Mstep: Class 2 contains 1913 members Entering Unmasked Estep Score: -6376216.500000 Penalty: 1050.144043 Iteration 37Q: 3 clusters Score -6376216 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100889 members Mstep: Class 2 contains 1860 members Entering Unmasked Estep Score: -6376221.500000 Penalty: 1050.144043 Iteration 38Q: 3 clusters Score -6376222 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100935 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -6376225.500000 Penalty: 1050.144043 Iteration 39Q: 3 clusters Score -6376226 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100985 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -6376240.000000 Penalty: 1050.144043 Iteration 40F: 3 clusters Score -6376240 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101027 members Mstep: Class 2 contains 1722 members Entering Unmasked Estep Score: -6376242.000000 Penalty: 1050.144043 Iteration 41Q: 3 clusters Score -6376242 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101069 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -6376250.000000 Penalty: 1050.144043 Iteration 42Q: 3 clusters Score -6376250 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101101 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -6376255.500000 Penalty: 1050.144043 Iteration 43Q: 3 clusters Score -6376256 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101131 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -6376267.500000 Penalty: 1050.144043 Iteration 44Q: 3 clusters Score -6376268 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101160 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -6376272.500000 Penalty: 1050.144043 Iteration 45Q: 3 clusters Score -6376272 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101191 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -6376273.000000 Penalty: 1050.144043 Iteration 46Q: 3 clusters Score -6376273 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101218 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -6376271.500000 Penalty: 1050.144043 Iteration 47Q: 3 clusters Score -6376272 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101246 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -6376274.000000 Penalty: 1050.144043 Iteration 48Q: 3 clusters Score -6376274 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101262 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -6376271.000000 Penalty: 1050.144043 Iteration 49Q: 3 clusters Score -6376271 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101275 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -6376273.500000 Penalty: 1050.144043 Iteration 50Q: 3 clusters Score -6376274 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101289 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -6376282.000000 Penalty: 1050.144043 Iteration 51Q: 3 clusters Score -6376282 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101300 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -6376279.500000 Penalty: 1050.144043 Iteration 52Q: 3 clusters Score -6376280 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101313 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -6376274.500000 Penalty: 1050.144043 Iteration 53Q: 3 clusters Score -6376274 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101329 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -6376273.500000 Penalty: 1050.144043 Iteration 54Q: 3 clusters Score -6376274 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101341 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -6376281.500000 Penalty: 1050.144043 Iteration 55Q: 3 clusters Score -6376282 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101353 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -6376284.500000 Penalty: 1050.144043 Iteration 56Q: 3 clusters Score -6376284 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101364 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -6376284.500000 Penalty: 1050.144043 Iteration 57Q: 3 clusters Score -6376284 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101376 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -6376279.000000 Penalty: 1050.144043 Iteration 58Q: 3 clusters Score -6376279 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101388 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -6376285.000000 Penalty: 1050.144043 Iteration 59Q: 3 clusters Score -6376285 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101394 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -6376279.500000 Penalty: 1050.144043 Iteration 60F: 3 clusters Score -6376280 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101399 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -6376277.000000 Penalty: 1050.144043 Iteration 61Q: 3 clusters Score -6376277 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101403 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -6376278.000000 Penalty: 1050.144043 Iteration 62Q: 3 clusters Score -6376278 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101405 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -6376277.000000 Penalty: 1050.144043 Iteration 63Q: 3 clusters Score -6376277 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101407 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -6376280.500000 Penalty: 1050.144043 Iteration 64Q: 3 clusters Score -6376280 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101412 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -6376288.500000 Penalty: 1050.144043 Iteration 65Q: 3 clusters Score -6376288 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101420 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -6376279.500000 Penalty: 1050.144043 Iteration 66Q: 3 clusters Score -6376280 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101428 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -6376279.000000 Penalty: 1050.144043 Iteration 67Q: 3 clusters Score -6376279 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101434 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -6376279.500000 Penalty: 1050.144043 Iteration 68Q: 3 clusters Score -6376280 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101441 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -6376280.500000 Penalty: 1050.144043 Iteration 69Q: 3 clusters Score -6376280 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101448 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -6376283.500000 Penalty: 1050.144043 Iteration 70Q: 3 clusters Score -6376284 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101456 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -6376290.000000 Penalty: 1050.144043 Iteration 71Q: 3 clusters Score -6376290 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101467 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -6376287.500000 Penalty: 1050.144043 Iteration 72Q: 3 clusters Score -6376288 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101473 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -6376284.500000 Penalty: 1050.144043 Iteration 73Q: 3 clusters Score -6376284 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101483 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -6376291.000000 Penalty: 1050.144043 Iteration 74Q: 3 clusters Score -6376291 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101492 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -6376289.000000 Penalty: 1050.144043 Iteration 75Q: 3 clusters Score -6376289 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101498 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -6376289.500000 Penalty: 1050.144043 Iteration 76Q: 3 clusters Score -6376290 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101500 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -6376293.000000 Penalty: 1050.144043 Iteration 77Q: 3 clusters Score -6376293 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101502 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -6376295.500000 Penalty: 1050.144043 Iteration 78Q: 3 clusters Score -6376296 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101504 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -6376287.500000 Penalty: 1050.144043 Iteration 79Q: 3 clusters Score -6376288 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101507 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -6376290.000000 Penalty: 1050.144043 Iteration 80F: 3 clusters Score -6376290 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101512 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -6376291.500000 Penalty: 1050.144043 Iteration 81Q: 3 clusters Score -6376292 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101517 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -6376288.000000 Penalty: 1050.144043 Iteration 82Q: 3 clusters Score -6376288 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101521 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -6376290.000000 Penalty: 1050.144043 Iteration 83Q: 3 clusters Score -6376290 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101525 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -6376289.000000 Penalty: 1050.144043 Iteration 84Q: 3 clusters Score -6376289 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101528 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -6376289.000000 Penalty: 1050.144043 Iteration 85Q: 3 clusters Score -6376289 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101530 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -6376297.500000 Penalty: 1050.144043 Iteration 86Q: 3 clusters Score -6376298 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101534 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -6376291.000000 Penalty: 1050.144043 Iteration 87Q: 3 clusters Score -6376291 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101538 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -6376289.000000 Penalty: 1050.144043 Iteration 88Q: 3 clusters Score -6376289 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101544 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -6376288.500000 Penalty: 1050.144043 Iteration 89Q: 3 clusters Score -6376288 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101550 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -6376281.000000 Penalty: 1050.144043 Iteration 90Q: 3 clusters Score -6376281 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101557 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -6376280.500000 Penalty: 1050.144043 Iteration 91Q: 3 clusters Score -6376280 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101563 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -6376279.500000 Penalty: 1050.144043 Iteration 92Q: 3 clusters Score -6376280 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101567 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -6376281.500000 Penalty: 1050.144043 Iteration 93Q: 3 clusters Score -6376282 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101570 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -6376281.000000 Penalty: 1050.144043 Iteration 94Q: 3 clusters Score -6376281 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101572 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -6376274.000000 Penalty: 1050.144043 Iteration 95Q: 3 clusters Score -6376274 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101576 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -6376274.000000 Penalty: 1050.144043 Iteration 96Q: 3 clusters Score -6376274 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101581 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -6376281.000000 Penalty: 1050.144043 Iteration 97Q: 3 clusters Score -6376281 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101588 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -6376275.500000 Penalty: 1050.144043 Iteration 98Q: 3 clusters Score -6376276 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101595 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -6376279.500000 Penalty: 1050.144043 Iteration 99Q: 3 clusters Score -6376280 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101607 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -6376284.500000 Penalty: 1050.144043 Iteration 100F: 3 clusters Score -6376284 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101622 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -6376283.000000 Penalty: 1050.144043 Iteration 101Q: 3 clusters Score -6376283 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101633 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -6376284.500000 Penalty: 1050.144043 Iteration 102Q: 3 clusters Score -6376284 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101644 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -6376280.500000 Penalty: 1050.144043 Iteration 103Q: 3 clusters Score -6376280 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101656 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -6376281.000000 Penalty: 1050.144043 Iteration 104Q: 3 clusters Score -6376281 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101666 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -6376284.500000 Penalty: 1050.144043 Iteration 105Q: 3 clusters Score -6376284 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101673 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -6376289.000000 Penalty: 1050.144043 Iteration 106Q: 3 clusters Score -6376289 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101677 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -6376287.000000 Penalty: 1050.144043 Iteration 107Q: 3 clusters Score -6376287 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101682 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -6376285.500000 Penalty: 1050.144043 Iteration 108Q: 3 clusters Score -6376286 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101685 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -6376286.500000 Penalty: 1050.144043 Iteration 109Q: 3 clusters Score -6376286 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101686 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -6376287.000000 Penalty: 1050.144043 Iteration 110Q: 3 clusters Score -6376287 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101687 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -6376284.500000 Penalty: 1050.144043 Iteration 111Q: 3 clusters Score -6376284 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101688 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -6376286.000000 Penalty: 1050.144043 Iteration 112Q: 3 clusters Score -6376286 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101690 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -6376277.500000 Penalty: 1050.144043 Iteration 113Q: 3 clusters Score -6376278 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101692 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -6376278.500000 Penalty: 1050.144043 Iteration 114Q: 3 clusters Score -6376278 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101693 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -6376275.500000 Penalty: 1050.144043 Iteration 115Q: 3 clusters Score -6376276 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101695 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -6376272.500000 Penalty: 1050.144043 Iteration 116Q: 3 clusters Score -6376272 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101695 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -6376272.500000 Penalty: 1050.144043 Iteration 117F: 3 clusters Score -6376272 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (11615 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11615 members Entering Unmasked Estep Score: -701008.375000 Penalty: 425.882416 Iteration 0F: 2 clusters Score -701008.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5838 members Mstep: Class 2 contains 5777 members Entering Unmasked Estep Score: -693294.312500 Penalty: 851.764832 Iteration 0F: 3 clusters Score -693294.3 nChanged 5363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5947 members Mstep: Class 2 contains 5668 members Entering Unmasked Estep Score: -696350.062500 Penalty: 851.764832 Iteration 1F: 3 clusters Score -696350.1 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6084 members Mstep: Class 2 contains 5531 members Entering Unmasked Estep Score: -696590.000000 Penalty: 851.764832 Iteration 2F: 3 clusters Score -696590 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6268 members Mstep: Class 2 contains 5347 members Entering Unmasked Estep Score: -696835.500000 Penalty: 851.764832 Iteration 3F: 3 clusters Score -696835.5 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6538 members Mstep: Class 2 contains 5077 members Entering Unmasked Estep Score: -697092.625000 Penalty: 851.764832 Iteration 4Q: 3 clusters Score -697092.6 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6906 members Mstep: Class 2 contains 4709 members Entering Unmasked Estep Score: -697403.250000 Penalty: 851.764832 Iteration 5Q: 3 clusters Score -697403.2 nChanged 598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7370 members Mstep: Class 2 contains 4245 members Entering Unmasked Estep Score: -697799.437500 Penalty: 851.764832 Iteration 6F: 3 clusters Score -697799.4 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7914 members Mstep: Class 2 contains 3701 members Entering Unmasked Estep Score: -698304.125000 Penalty: 851.764832 Iteration 7F: 3 clusters Score -698304.1 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8467 members Mstep: Class 2 contains 3148 members Entering Unmasked Estep Score: -698832.687500 Penalty: 851.764832 Iteration 8F: 3 clusters Score -698832.7 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8921 members Mstep: Class 2 contains 2694 members Entering Unmasked Estep Score: -699218.687500 Penalty: 851.764832 Iteration 9Q: 3 clusters Score -699218.7 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9289 members Mstep: Class 2 contains 2326 members Entering Unmasked Estep Score: -699522.875000 Penalty: 851.764832 Iteration 10Q: 3 clusters Score -699522.9 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9608 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -699749.562500 Penalty: 851.764832 Iteration 11Q: 3 clusters Score -699749.6 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9843 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -699894.625000 Penalty: 851.764832 Iteration 12Q: 3 clusters Score -699894.6 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10050 members Mstep: Class 2 contains 1565 members Entering Unmasked Estep Score: -700014.312500 Penalty: 851.764832 Iteration 13Q: 3 clusters Score -700014.3 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10220 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -700097.625000 Penalty: 851.764832 Iteration 14Q: 3 clusters Score -700097.6 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10368 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -700168.875000 Penalty: 851.764832 Iteration 15Q: 3 clusters Score -700168.9 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10525 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -700251.500000 Penalty: 851.764832 Iteration 16Q: 3 clusters Score -700251.5 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10651 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -700320.750000 Penalty: 851.764832 Iteration 17Q: 3 clusters Score -700320.8 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10777 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -700395.437500 Penalty: 851.764832 Iteration 18Q: 3 clusters Score -700395.4 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10878 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -700447.375000 Penalty: 851.764832 Iteration 19Q: 3 clusters Score -700447.4 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10963 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -700492.937500 Penalty: 851.764832 Iteration 20F: 3 clusters Score -700492.9 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11029 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -700531.187500 Penalty: 851.764832 Iteration 21Q: 3 clusters Score -700531.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11077 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -700552.187500 Penalty: 851.764832 Iteration 22Q: 3 clusters Score -700552.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11121 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -700578.687500 Penalty: 851.764832 Iteration 23Q: 3 clusters Score -700578.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11156 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -700597.562500 Penalty: 851.764832 Iteration 24Q: 3 clusters Score -700597.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11182 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -700618.375000 Penalty: 851.764832 Iteration 25Q: 3 clusters Score -700618.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11208 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -700632.187500 Penalty: 851.764832 Iteration 26Q: 3 clusters Score -700632.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11224 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -700641.312500 Penalty: 851.764832 Iteration 27Q: 3 clusters Score -700641.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11232 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -700648.250000 Penalty: 851.764832 Iteration 28Q: 3 clusters Score -700648.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11238 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -700655.562500 Penalty: 851.764832 Iteration 29Q: 3 clusters Score -700655.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11247 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -700658.437500 Penalty: 851.764832 Iteration 30Q: 3 clusters Score -700658.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11258 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -700665.437500 Penalty: 851.764832 Iteration 31Q: 3 clusters Score -700665.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11276 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -700674.062500 Penalty: 851.764832 Iteration 32Q: 3 clusters Score -700674.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11294 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -700683.062500 Penalty: 851.764832 Iteration 33Q: 3 clusters Score -700683.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11304 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -700690.500000 Penalty: 851.764832 Iteration 34Q: 3 clusters Score -700690.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11309 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -700692.437500 Penalty: 851.764832 Iteration 35Q: 3 clusters Score -700692.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11316 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -700694.812500 Penalty: 851.764832 Iteration 36Q: 3 clusters Score -700694.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11321 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -700698.000000 Penalty: 851.764832 Iteration 37Q: 3 clusters Score -700698 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11322 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -700697.250000 Penalty: 851.764832 Iteration 38Q: 3 clusters Score -700697.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11323 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -700698.250000 Penalty: 851.764832 Iteration 39Q: 3 clusters Score -700698.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11324 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -700699.062500 Penalty: 851.764832 Iteration 40F: 3 clusters Score -700699.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11325 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -700699.625000 Penalty: 851.764832 Iteration 41Q: 3 clusters Score -700699.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11325 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -700700.125000 Penalty: 851.764832 Iteration 42Q: 3 clusters Score -700700.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11325 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -700700.375000 Penalty: 851.764832 Iteration 43Q: 3 clusters Score -700700.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11324 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -700701.687500 Penalty: 851.764832 Iteration 44Q: 3 clusters Score -700701.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11324 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -700701.687500 Penalty: 851.764832 Iteration 45F: 3 clusters Score -700701.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (950 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Entering Unmasked Estep Score: -48531.691406 Penalty: 311.969025 Iteration 0F: 2 clusters Score -48531.69 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -47757.324219 Penalty: 623.938049 Iteration 0F: 3 clusters Score -47757.32 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -48009.019531 Penalty: 623.938049 Iteration 1F: 3 clusters Score -48009.02 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -48044.121094 Penalty: 623.938049 Iteration 2F: 3 clusters Score -48044.12 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -48070.269531 Penalty: 623.938049 Iteration 3Q: 3 clusters Score -48070.27 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -48090.593750 Penalty: 623.938049 Iteration 4Q: 3 clusters Score -48090.59 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -48100.839844 Penalty: 623.938049 Iteration 5Q: 3 clusters Score -48100.84 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -48110.371094 Penalty: 623.938049 Iteration 6Q: 3 clusters Score -48110.37 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -48124.144531 Penalty: 623.938049 Iteration 7Q: 3 clusters Score -48124.14 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -48138.796875 Penalty: 623.938049 Iteration 8Q: 3 clusters Score -48138.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -48144.855469 Penalty: 623.938049 Iteration 9Q: 3 clusters Score -48144.86 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -48151.718750 Penalty: 623.938049 Iteration 10Q: 3 clusters Score -48151.72 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -48154.890625 Penalty: 623.938049 Iteration 11Q: 3 clusters Score -48154.89 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -48161.519531 Penalty: 623.938049 Iteration 12Q: 3 clusters Score -48161.52 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -48164.648438 Penalty: 623.938049 Iteration 13Q: 3 clusters Score -48164.65 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -48167.375000 Penalty: 623.938049 Iteration 14Q: 3 clusters Score -48167.38 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -48169.660156 Penalty: 623.938049 Iteration 15Q: 3 clusters Score -48169.66 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -48173.289062 Penalty: 623.938049 Iteration 16Q: 3 clusters Score -48173.29 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -48176.718750 Penalty: 623.938049 Iteration 17Q: 3 clusters Score -48176.72 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -48178.843750 Penalty: 623.938049 Iteration 18Q: 3 clusters Score -48178.84 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -48179.289062 Penalty: 623.938049 Iteration 19Q: 3 clusters Score -48179.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -48179.621094 Penalty: 623.938049 Iteration 20F: 3 clusters Score -48179.62 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -48180.246094 Penalty: 623.938049 Iteration 21Q: 3 clusters Score -48180.25 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -48180.808594 Penalty: 623.938049 Iteration 22Q: 3 clusters Score -48180.81 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -48181.273438 Penalty: 623.938049 Iteration 23Q: 3 clusters Score -48181.27 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -48182.277344 Penalty: 623.938049 Iteration 24Q: 3 clusters Score -48182.28 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -48182.644531 Penalty: 623.938049 Iteration 25Q: 3 clusters Score -48182.64 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -48182.843750 Penalty: 623.938049 Iteration 26Q: 3 clusters Score -48182.84 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -48182.843750 Penalty: 623.938049 Iteration 27F: 3 clusters Score -48182.84 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2517 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2517 members Entering Unmasked Estep Score: -115824.367188 Penalty: 356.302429 Iteration 0F: 2 clusters Score -115824.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -114008.203125 Penalty: 712.604858 Iteration 0F: 3 clusters Score -114008.2 nChanged 1112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -114845.781250 Penalty: 712.604858 Iteration 1F: 3 clusters Score -114845.8 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -115169.960938 Penalty: 712.604858 Iteration 2F: 3 clusters Score -115170 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -115376.320312 Penalty: 712.604858 Iteration 3F: 3 clusters Score -115376.3 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -115512.703125 Penalty: 712.604858 Iteration 4F: 3 clusters Score -115512.7 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -115588.437500 Penalty: 712.604858 Iteration 5F: 3 clusters Score -115588.4 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -115641.984375 Penalty: 712.604858 Iteration 6Q: 3 clusters Score -115642 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -115685.710938 Penalty: 712.604858 Iteration 7Q: 3 clusters Score -115685.7 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -115716.476562 Penalty: 712.604858 Iteration 8Q: 3 clusters Score -115716.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -115737.445312 Penalty: 712.604858 Iteration 9Q: 3 clusters Score -115737.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -115760.445312 Penalty: 712.604858 Iteration 10Q: 3 clusters Score -115760.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -115792.953125 Penalty: 712.604858 Iteration 11Q: 3 clusters Score -115793 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -115816.820312 Penalty: 712.604858 Iteration 12Q: 3 clusters Score -115816.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -115827.570312 Penalty: 712.604858 Iteration 13Q: 3 clusters Score -115827.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -115834.960938 Penalty: 712.604858 Iteration 14Q: 3 clusters Score -115835 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -115839.609375 Penalty: 712.604858 Iteration 15Q: 3 clusters Score -115839.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -115842.015625 Penalty: 712.604858 Iteration 16Q: 3 clusters Score -115842 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -115843.054688 Penalty: 712.604858 Iteration 17Q: 3 clusters Score -115843.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -115843.632812 Penalty: 712.604858 Iteration 18Q: 3 clusters Score -115843.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -115843.585938 Penalty: 712.604858 Iteration 19Q: 3 clusters Score -115843.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -115844.031250 Penalty: 712.604858 Iteration 20F: 3 clusters Score -115844 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -115844.625000 Penalty: 712.604858 Iteration 21Q: 3 clusters Score -115844.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -115844.937500 Penalty: 712.604858 Iteration 22Q: 3 clusters Score -115844.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -115845.343750 Penalty: 712.604858 Iteration 23Q: 3 clusters Score -115845.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -115845.312500 Penalty: 712.604858 Iteration 24Q: 3 clusters Score -115845.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -115845.343750 Penalty: 712.604858 Iteration 25Q: 3 clusters Score -115845.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -115845.343750 Penalty: 712.604858 Iteration 26Q: 3 clusters Score -115845.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -115845.343750 Penalty: 712.604858 Iteration 27F: 3 clusters Score -115845.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 87 members Mstep: Class 1 contains 102749 members Mstep: Class 2 contains 11615 members Mstep: Class 3 contains 950 members Mstep: Class 4 contains 1331 members Mstep: Class 5 contains 4361 members Mstep: Class 6 contains 57535 members Mstep: Class 7 contains 2991 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 18860 members Mstep: Class 10 contains 9122 members Mstep: Class 11 contains 6155 members Mstep: Class 12 contains 3895 members Mstep: Class 13 contains 3258 members Mstep: Class 14 contains 1251 members Mstep: Class 15 contains 6752 members Mstep: Class 16 contains 3992 members Mstep: Class 17 contains 676 members Mstep: Class 18 contains 19886 members Mstep: Class 19 contains 14650 members Mstep: Class 20 contains 9616 members Mstep: Class 21 contains 276 members Mstep: Class 22 contains 21774 members Mstep: Class 23 contains 722 members Mstep: Class 24 contains 7983 members Mstep: Class 25 contains 1186 members Entering Unmasked Estep Score: -17789468.000000 Penalty: 14389.587891 Splitting cluster 4 changes total score from -17789614.000000 to -17789468.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 5 (4361 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4361 members Entering Unmasked Estep Score: -246376.765625 Penalty: 381.310791 Iteration 0F: 2 clusters Score -246376.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2150 members Mstep: Class 2 contains 2211 members Entering Unmasked Estep Score: -243373.718750 Penalty: 762.621582 Iteration 0F: 3 clusters Score -243373.7 nChanged 1973 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 2438 members Entering Unmasked Estep Score: -244567.515625 Penalty: 762.621582 Iteration 1F: 3 clusters Score -244567.5 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 2529 members Entering Unmasked Estep Score: -244734.468750 Penalty: 762.621582 Iteration 2F: 3 clusters Score -244734.5 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 2621 members Entering Unmasked Estep Score: -244903.578125 Penalty: 762.621582 Iteration 3F: 3 clusters Score -244903.6 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 2708 members Entering Unmasked Estep Score: -245079.812500 Penalty: 762.621582 Iteration 4F: 3 clusters Score -245079.8 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 2777 members Entering Unmasked Estep Score: -245263.265625 Penalty: 762.621582 Iteration 5F: 3 clusters Score -245263.3 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 2854 members Entering Unmasked Estep Score: -245497.312500 Penalty: 762.621582 Iteration 6F: 3 clusters Score -245497.3 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 2908 members Entering Unmasked Estep Score: -245665.062500 Penalty: 762.621582 Iteration 7Q: 3 clusters Score -245665.1 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 2928 members Entering Unmasked Estep Score: -245782.156250 Penalty: 762.621582 Iteration 8Q: 3 clusters Score -245782.2 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 2966 members Entering Unmasked Estep Score: -245870.406250 Penalty: 762.621582 Iteration 9Q: 3 clusters Score -245870.4 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 2996 members Entering Unmasked Estep Score: -245924.312500 Penalty: 762.621582 Iteration 10Q: 3 clusters Score -245924.3 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 3007 members Entering Unmasked Estep Score: -245958.203125 Penalty: 762.621582 Iteration 11Q: 3 clusters Score -245958.2 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 3018 members Entering Unmasked Estep Score: -245986.234375 Penalty: 762.621582 Iteration 12Q: 3 clusters Score -245986.2 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 3034 members Entering Unmasked Estep Score: -246009.796875 Penalty: 762.621582 Iteration 13Q: 3 clusters Score -246009.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 3057 members Entering Unmasked Estep Score: -246026.984375 Penalty: 762.621582 Iteration 14Q: 3 clusters Score -246027 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 3072 members Entering Unmasked Estep Score: -246037.281250 Penalty: 762.621582 Iteration 15Q: 3 clusters Score -246037.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 3086 members Entering Unmasked Estep Score: -246047.906250 Penalty: 762.621582 Iteration 16Q: 3 clusters Score -246047.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 3091 members Entering Unmasked Estep Score: -246056.625000 Penalty: 762.621582 Iteration 17Q: 3 clusters Score -246056.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 3101 members Entering Unmasked Estep Score: -246063.656250 Penalty: 762.621582 Iteration 18Q: 3 clusters Score -246063.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 3102 members Entering Unmasked Estep Score: -246069.625000 Penalty: 762.621582 Iteration 19Q: 3 clusters Score -246069.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 3104 members Entering Unmasked Estep Score: -246076.828125 Penalty: 762.621582 Iteration 20F: 3 clusters Score -246076.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 3111 members Entering Unmasked Estep Score: -246083.703125 Penalty: 762.621582 Iteration 21Q: 3 clusters Score -246083.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 3112 members Entering Unmasked Estep Score: -246089.312500 Penalty: 762.621582 Iteration 22Q: 3 clusters Score -246089.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 3123 members Entering Unmasked Estep Score: -246095.078125 Penalty: 762.621582 Iteration 23Q: 3 clusters Score -246095.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 3131 members Entering Unmasked Estep Score: -246099.828125 Penalty: 762.621582 Iteration 24Q: 3 clusters Score -246099.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 3136 members Entering Unmasked Estep Score: -246106.187500 Penalty: 762.621582 Iteration 25Q: 3 clusters Score -246106.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 3140 members Entering Unmasked Estep Score: -246112.421875 Penalty: 762.621582 Iteration 26Q: 3 clusters Score -246112.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 3143 members Entering Unmasked Estep Score: -246117.000000 Penalty: 762.621582 Iteration 27Q: 3 clusters Score -246117 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 3145 members Entering Unmasked Estep Score: -246119.828125 Penalty: 762.621582 Iteration 28Q: 3 clusters Score -246119.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 3146 members Entering Unmasked Estep Score: -246120.750000 Penalty: 762.621582 Iteration 29Q: 3 clusters Score -246120.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 3144 members Entering Unmasked Estep Score: -246122.859375 Penalty: 762.621582 Iteration 30Q: 3 clusters Score -246122.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 3144 members Entering Unmasked Estep Score: -246124.281250 Penalty: 762.621582 Iteration 31Q: 3 clusters Score -246124.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 3143 members Entering Unmasked Estep Score: -246124.859375 Penalty: 762.621582 Iteration 32Q: 3 clusters Score -246124.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 3144 members Entering Unmasked Estep Score: -246125.078125 Penalty: 762.621582 Iteration 33Q: 3 clusters Score -246125.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 3142 members Entering Unmasked Estep Score: -246125.781250 Penalty: 762.621582 Iteration 34Q: 3 clusters Score -246125.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 3139 members Entering Unmasked Estep Score: -246126.343750 Penalty: 762.621582 Iteration 35Q: 3 clusters Score -246126.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 3137 members Entering Unmasked Estep Score: -246127.218750 Penalty: 762.621582 Iteration 36Q: 3 clusters Score -246127.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 3132 members Entering Unmasked Estep Score: -246128.828125 Penalty: 762.621582 Iteration 37Q: 3 clusters Score -246128.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 3129 members Entering Unmasked Estep Score: -246130.125000 Penalty: 762.621582 Iteration 38Q: 3 clusters Score -246130.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 3128 members Entering Unmasked Estep Score: -246130.593750 Penalty: 762.621582 Iteration 39Q: 3 clusters Score -246130.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 3128 members Entering Unmasked Estep Score: -246130.718750 Penalty: 762.621582 Iteration 40F: 3 clusters Score -246130.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 3129 members Entering Unmasked Estep Score: -246131.312500 Penalty: 762.621582 Iteration 41Q: 3 clusters Score -246131.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 3131 members Entering Unmasked Estep Score: -246131.734375 Penalty: 762.621582 Iteration 42Q: 3 clusters Score -246131.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 3134 members Entering Unmasked Estep Score: -246131.968750 Penalty: 762.621582 Iteration 43Q: 3 clusters Score -246132 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 3135 members Entering Unmasked Estep Score: -246132.265625 Penalty: 762.621582 Iteration 44Q: 3 clusters Score -246132.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 3136 members Entering Unmasked Estep Score: -246132.171875 Penalty: 762.621582 Iteration 45Q: 3 clusters Score -246132.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 3137 members Entering Unmasked Estep Score: -246132.031250 Penalty: 762.621582 Iteration 46Q: 3 clusters Score -246132 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 3136 members Entering Unmasked Estep Score: -246132.546875 Penalty: 762.621582 Iteration 47Q: 3 clusters Score -246132.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 3137 members Entering Unmasked Estep Score: -246132.328125 Penalty: 762.621582 Iteration 48Q: 3 clusters Score -246132.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 3137 members Entering Unmasked Estep Score: -246132.328125 Penalty: 762.621582 Iteration 49F: 3 clusters Score -246132.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (57535 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57535 members Entering Unmasked Estep Score: -3589710.000000 Penalty: 498.686768 Iteration 0F: 2 clusters Score -3589710 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28876 members Mstep: Class 2 contains 28659 members Entering Unmasked Estep Score: -3550947.500000 Penalty: 997.373535 Iteration 0F: 3 clusters Score -3550948 nChanged 27946 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31980 members Mstep: Class 2 contains 25555 members Entering Unmasked Estep Score: -3568337.750000 Penalty: 997.373535 Iteration 1F: 3 clusters Score -3568338 nChanged 3546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34294 members Mstep: Class 2 contains 23241 members Entering Unmasked Estep Score: -3570394.250000 Penalty: 997.373535 Iteration 2F: 3 clusters Score -3570394 nChanged 4339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37471 members Mstep: Class 2 contains 20064 members Entering Unmasked Estep Score: -3573427.500000 Penalty: 997.373535 Iteration 3F: 3 clusters Score -3573428 nChanged 4543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40930 members Mstep: Class 2 contains 16605 members Entering Unmasked Estep Score: -3577135.000000 Penalty: 997.373535 Iteration 4F: 3 clusters Score -3577135 nChanged 4157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44107 members Mstep: Class 2 contains 13428 members Entering Unmasked Estep Score: -3580951.500000 Penalty: 997.373535 Iteration 5F: 3 clusters Score -3580952 nChanged 3176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46383 members Mstep: Class 2 contains 11152 members Entering Unmasked Estep Score: -3583862.750000 Penalty: 997.373535 Iteration 6F: 3 clusters Score -3583863 nChanged 2049 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47786 members Mstep: Class 2 contains 9749 members Entering Unmasked Estep Score: -3585600.750000 Penalty: 997.373535 Iteration 7Q: 3 clusters Score -3585601 nChanged 1319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48807 members Mstep: Class 2 contains 8728 members Entering Unmasked Estep Score: -3586522.250000 Penalty: 997.373535 Iteration 8Q: 3 clusters Score -3586522 nChanged 906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49627 members Mstep: Class 2 contains 7908 members Entering Unmasked Estep Score: -3587080.250000 Penalty: 997.373535 Iteration 9Q: 3 clusters Score -3587080 nChanged 754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50341 members Mstep: Class 2 contains 7194 members Entering Unmasked Estep Score: -3587470.750000 Penalty: 997.373535 Iteration 10Q: 3 clusters Score -3587471 nChanged 661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50976 members Mstep: Class 2 contains 6559 members Entering Unmasked Estep Score: -3587783.000000 Penalty: 997.373535 Iteration 11Q: 3 clusters Score -3587783 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51489 members Mstep: Class 2 contains 6046 members Entering Unmasked Estep Score: -3587997.250000 Penalty: 997.373535 Iteration 12Q: 3 clusters Score -3587997 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51946 members Mstep: Class 2 contains 5589 members Entering Unmasked Estep Score: -3588174.000000 Penalty: 997.373535 Iteration 13Q: 3 clusters Score -3588174 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52328 members Mstep: Class 2 contains 5207 members Entering Unmasked Estep Score: -3588311.000000 Penalty: 997.373535 Iteration 14Q: 3 clusters Score -3588311 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52678 members Mstep: Class 2 contains 4857 members Entering Unmasked Estep Score: -3588431.000000 Penalty: 997.373535 Iteration 15Q: 3 clusters Score -3588431 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53001 members Mstep: Class 2 contains 4534 members Entering Unmasked Estep Score: -3588511.250000 Penalty: 997.373535 Iteration 16Q: 3 clusters Score -3588511 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53284 members Mstep: Class 2 contains 4251 members Entering Unmasked Estep Score: -3588589.750000 Penalty: 997.373535 Iteration 17Q: 3 clusters Score -3588590 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53538 members Mstep: Class 2 contains 3997 members Entering Unmasked Estep Score: -3588671.000000 Penalty: 997.373535 Iteration 18Q: 3 clusters Score -3588671 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53787 members Mstep: Class 2 contains 3748 members Entering Unmasked Estep Score: -3588727.750000 Penalty: 997.373535 Iteration 19Q: 3 clusters Score -3588728 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54037 members Mstep: Class 2 contains 3498 members Entering Unmasked Estep Score: -3588815.000000 Penalty: 997.373535 Iteration 20F: 3 clusters Score -3588815 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54253 members Mstep: Class 2 contains 3282 members Entering Unmasked Estep Score: -3588879.250000 Penalty: 997.373535 Iteration 21Q: 3 clusters Score -3588879 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54458 members Mstep: Class 2 contains 3077 members Entering Unmasked Estep Score: -3588937.750000 Penalty: 997.373535 Iteration 22Q: 3 clusters Score -3588938 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54667 members Mstep: Class 2 contains 2868 members Entering Unmasked Estep Score: -3588994.500000 Penalty: 997.373535 Iteration 23Q: 3 clusters Score -3588994 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54842 members Mstep: Class 2 contains 2693 members Entering Unmasked Estep Score: -3589042.000000 Penalty: 997.373535 Iteration 24Q: 3 clusters Score -3589042 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54978 members Mstep: Class 2 contains 2557 members Entering Unmasked Estep Score: -3589083.000000 Penalty: 997.373535 Iteration 25Q: 3 clusters Score -3589083 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55105 members Mstep: Class 2 contains 2430 members Entering Unmasked Estep Score: -3589121.250000 Penalty: 997.373535 Iteration 26Q: 3 clusters Score -3589121 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55223 members Mstep: Class 2 contains 2312 members Entering Unmasked Estep Score: -3589140.000000 Penalty: 997.373535 Iteration 27Q: 3 clusters Score -3589140 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55322 members Mstep: Class 2 contains 2213 members Entering Unmasked Estep Score: -3589167.750000 Penalty: 997.373535 Iteration 28Q: 3 clusters Score -3589168 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55400 members Mstep: Class 2 contains 2135 members Entering Unmasked Estep Score: -3589187.500000 Penalty: 997.373535 Iteration 29Q: 3 clusters Score -3589188 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55477 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -3589199.250000 Penalty: 997.373535 Iteration 30Q: 3 clusters Score -3589199 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55543 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -3589205.250000 Penalty: 997.373535 Iteration 31Q: 3 clusters Score -3589205 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55602 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -3589221.250000 Penalty: 997.373535 Iteration 32Q: 3 clusters Score -3589221 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55667 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -3589230.000000 Penalty: 997.373535 Iteration 33Q: 3 clusters Score -3589230 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55720 members Mstep: Class 2 contains 1815 members Entering Unmasked Estep Score: -3589229.500000 Penalty: 997.373535 Iteration 34Q: 3 clusters Score -3589230 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55768 members Mstep: Class 2 contains 1767 members Entering Unmasked Estep Score: -3589239.750000 Penalty: 997.373535 Iteration 35Q: 3 clusters Score -3589240 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55817 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -3589250.500000 Penalty: 997.373535 Iteration 36Q: 3 clusters Score -3589250 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55869 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -3589260.000000 Penalty: 997.373535 Iteration 37Q: 3 clusters Score -3589260 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55914 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -3589266.250000 Penalty: 997.373535 Iteration 38Q: 3 clusters Score -3589266 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55964 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -3589268.500000 Penalty: 997.373535 Iteration 39Q: 3 clusters Score -3589268 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56005 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -3589278.250000 Penalty: 997.373535 Iteration 40F: 3 clusters Score -3589278 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56043 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -3589287.000000 Penalty: 997.373535 Iteration 41Q: 3 clusters Score -3589287 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56085 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -3589302.500000 Penalty: 997.373535 Iteration 42Q: 3 clusters Score -3589302 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56126 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -3589311.000000 Penalty: 997.373535 Iteration 43Q: 3 clusters Score -3589311 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56159 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -3589309.250000 Penalty: 997.373535 Iteration 44Q: 3 clusters Score -3589309 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56189 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -3589306.000000 Penalty: 997.373535 Iteration 45Q: 3 clusters Score -3589306 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56219 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -3589308.500000 Penalty: 997.373535 Iteration 46Q: 3 clusters Score -3589308 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56250 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -3589314.750000 Penalty: 997.373535 Iteration 47Q: 3 clusters Score -3589315 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56266 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -3589325.750000 Penalty: 997.373535 Iteration 48Q: 3 clusters Score -3589326 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56278 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -3589325.250000 Penalty: 997.373535 Iteration 49Q: 3 clusters Score -3589325 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56288 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -3589326.750000 Penalty: 997.373535 Iteration 50Q: 3 clusters Score -3589327 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56300 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -3589325.250000 Penalty: 997.373535 Iteration 51Q: 3 clusters Score -3589325 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56308 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -3589323.250000 Penalty: 997.373535 Iteration 52Q: 3 clusters Score -3589323 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56320 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -3589324.250000 Penalty: 997.373535 Iteration 53Q: 3 clusters Score -3589324 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56331 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -3589326.500000 Penalty: 997.373535 Iteration 54Q: 3 clusters Score -3589326 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56343 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -3589334.750000 Penalty: 997.373535 Iteration 55Q: 3 clusters Score -3589335 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56356 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -3589336.500000 Penalty: 997.373535 Iteration 56Q: 3 clusters Score -3589336 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56368 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -3589337.750000 Penalty: 997.373535 Iteration 57Q: 3 clusters Score -3589338 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56376 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -3589333.500000 Penalty: 997.373535 Iteration 58Q: 3 clusters Score -3589334 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56380 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -3589331.750000 Penalty: 997.373535 Iteration 59Q: 3 clusters Score -3589332 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56383 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -3589329.500000 Penalty: 997.373535 Iteration 60F: 3 clusters Score -3589330 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56389 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -3589333.500000 Penalty: 997.373535 Iteration 61Q: 3 clusters Score -3589334 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56393 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -3589332.750000 Penalty: 997.373535 Iteration 62Q: 3 clusters Score -3589333 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56394 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -3589332.500000 Penalty: 997.373535 Iteration 63Q: 3 clusters Score -3589332 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56396 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -3589334.750000 Penalty: 997.373535 Iteration 64Q: 3 clusters Score -3589335 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56396 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -3589334.750000 Penalty: 997.373535 Iteration 65F: 3 clusters Score -3589335 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (2991 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2991 members Entering Unmasked Estep Score: -165920.343750 Penalty: 364.153015 Iteration 0F: 2 clusters Score -165920.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -163793.843750 Penalty: 728.306030 Iteration 0F: 3 clusters Score -163793.8 nChanged 1334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -164551.531250 Penalty: 728.306030 Iteration 1F: 3 clusters Score -164551.5 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -164710.093750 Penalty: 728.306030 Iteration 2F: 3 clusters Score -164710.1 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -164871.921875 Penalty: 728.306030 Iteration 3F: 3 clusters Score -164871.9 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -164992.203125 Penalty: 728.306030 Iteration 4F: 3 clusters Score -164992.2 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -165087.296875 Penalty: 728.306030 Iteration 5F: 3 clusters Score -165087.3 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -165175.437500 Penalty: 728.306030 Iteration 6Q: 3 clusters Score -165175.4 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -165260.062500 Penalty: 728.306030 Iteration 7Q: 3 clusters Score -165260.1 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -165337.968750 Penalty: 728.306030 Iteration 8Q: 3 clusters Score -165338 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -165401.796875 Penalty: 728.306030 Iteration 9Q: 3 clusters Score -165401.8 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -165466.562500 Penalty: 728.306030 Iteration 10Q: 3 clusters Score -165466.6 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -165519.140625 Penalty: 728.306030 Iteration 11Q: 3 clusters Score -165519.1 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -165562.890625 Penalty: 728.306030 Iteration 12Q: 3 clusters Score -165562.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 1830 members Entering Unmasked Estep Score: -165624.687500 Penalty: 728.306030 Iteration 13Q: 3 clusters Score -165624.7 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -165689.453125 Penalty: 728.306030 Iteration 14Q: 3 clusters Score -165689.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -165746.468750 Penalty: 728.306030 Iteration 15Q: 3 clusters Score -165746.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -165795.078125 Penalty: 728.306030 Iteration 16Q: 3 clusters Score -165795.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 1835 members Entering Unmasked Estep Score: -165826.406250 Penalty: 728.306030 Iteration 17Q: 3 clusters Score -165826.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 1815 members Entering Unmasked Estep Score: -165845.421875 Penalty: 728.306030 Iteration 18Q: 3 clusters Score -165845.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -165871.671875 Penalty: 728.306030 Iteration 19Q: 3 clusters Score -165871.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -165905.906250 Penalty: 728.306030 Iteration 20F: 3 clusters Score -165905.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -165936.031250 Penalty: 728.306030 Iteration 21Q: 3 clusters Score -165936 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -165970.765625 Penalty: 728.306030 Iteration 22Q: 3 clusters Score -165970.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -165995.156250 Penalty: 728.306030 Iteration 23Q: 3 clusters Score -165995.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -166013.968750 Penalty: 728.306030 Iteration 24Q: 3 clusters Score -166014 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -166031.640625 Penalty: 728.306030 Iteration 25Q: 3 clusters Score -166031.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -166039.218750 Penalty: 728.306030 Iteration 26Q: 3 clusters Score -166039.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 1565 members Entering Unmasked Estep Score: -166041.921875 Penalty: 728.306030 Iteration 27Q: 3 clusters Score -166041.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -166048.234375 Penalty: 728.306030 Iteration 28Q: 3 clusters Score -166048.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -166053.312500 Penalty: 728.306030 Iteration 29Q: 3 clusters Score -166053.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -166056.828125 Penalty: 728.306030 Iteration 30Q: 3 clusters Score -166056.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -166060.062500 Penalty: 728.306030 Iteration 31Q: 3 clusters Score -166060.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -166060.859375 Penalty: 728.306030 Iteration 32Q: 3 clusters Score -166060.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -166061.046875 Penalty: 728.306030 Iteration 33Q: 3 clusters Score -166061 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -166060.828125 Penalty: 728.306030 Iteration 34Q: 3 clusters Score -166060.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -166060.828125 Penalty: 728.306030 Iteration 35F: 3 clusters Score -166060.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 87 members Mstep: Class 1 contains 102749 members Mstep: Class 2 contains 11615 members Mstep: Class 3 contains 950 members Mstep: Class 4 contains 2517 members Mstep: Class 5 contains 4361 members Mstep: Class 6 contains 57535 members Mstep: Class 7 contains 1489 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 18860 members Mstep: Class 10 contains 9122 members Mstep: Class 11 contains 6155 members Mstep: Class 12 contains 3895 members Mstep: Class 13 contains 3258 members Mstep: Class 14 contains 1251 members Mstep: Class 15 contains 6752 members Mstep: Class 16 contains 3992 members Mstep: Class 17 contains 676 members Mstep: Class 18 contains 19886 members Mstep: Class 19 contains 14650 members Mstep: Class 20 contains 9616 members Mstep: Class 21 contains 276 members Mstep: Class 22 contains 21774 members Mstep: Class 23 contains 722 members Mstep: Class 24 contains 7983 members Mstep: Class 25 contains 1502 members Entering Unmasked Estep Score: -17789584.000000 Penalty: 14389.587891 Splitting cluster 7 changes total score from -17789614.000000 to -17789584.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (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: -6006.519043 Penalty: 227.679550 Iteration 0F: 2 clusters Score -6006.519 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 82 members Entering Unmasked Estep Score: -5805.270020 Penalty: 455.359100 Iteration 0F: 3 clusters Score -5805.27 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -5861.260254 Penalty: 455.359100 Iteration 1F: 3 clusters Score -5861.26 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -5891.335449 Penalty: 455.359100 Iteration 2F: 3 clusters Score -5891.335 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 49 members Entering Unmasked Estep Score: -5930.438965 Penalty: 455.359100 Iteration 3F: 3 clusters Score -5930.439 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 44 members Entering Unmasked Estep Score: -5942.386719 Penalty: 455.359100 Iteration 4Q: 3 clusters Score -5942.387 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 43 members Entering Unmasked Estep Score: -5945.720215 Penalty: 455.359100 Iteration 5Q: 3 clusters Score -5945.72 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 43 members Entering Unmasked Estep Score: -5945.720215 Penalty: 455.359100 Iteration 6F: 3 clusters Score -5945.72 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (18860 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18860 members Entering Unmasked Estep Score: -1112664.625000 Penalty: 447.938324 Iteration 0F: 2 clusters Score -1112665 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9517 members Mstep: Class 2 contains 9343 members Entering Unmasked Estep Score: -1100233.625000 Penalty: 895.876648 Iteration 0F: 3 clusters Score -1100234 nChanged 8853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10190 members Mstep: Class 2 contains 8670 members Entering Unmasked Estep Score: -1105500.625000 Penalty: 895.876648 Iteration 1F: 3 clusters Score -1105501 nChanged 1215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10723 members Mstep: Class 2 contains 8137 members Entering Unmasked Estep Score: -1106107.625000 Penalty: 895.876648 Iteration 2F: 3 clusters Score -1106108 nChanged 1110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11403 members Mstep: Class 2 contains 7457 members Entering Unmasked Estep Score: -1106803.500000 Penalty: 895.876648 Iteration 3F: 3 clusters Score -1106804 nChanged 1048 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12191 members Mstep: Class 2 contains 6669 members Entering Unmasked Estep Score: -1107586.250000 Penalty: 895.876648 Iteration 4F: 3 clusters Score -1107586 nChanged 1042 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13025 members Mstep: Class 2 contains 5835 members Entering Unmasked Estep Score: -1108466.750000 Penalty: 895.876648 Iteration 5F: 3 clusters Score -1108467 nChanged 1003 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13828 members Mstep: Class 2 contains 5032 members Entering Unmasked Estep Score: -1109365.375000 Penalty: 895.876648 Iteration 6F: 3 clusters Score -1109365 nChanged 922 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14486 members Mstep: Class 2 contains 4374 members Entering Unmasked Estep Score: -1110180.125000 Penalty: 895.876648 Iteration 7Q: 3 clusters Score -1110180 nChanged 817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14991 members Mstep: Class 2 contains 3869 members Entering Unmasked Estep Score: -1111026.875000 Penalty: 895.876648 Iteration 8Q: 3 clusters Score -1111027 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15351 members Mstep: Class 2 contains 3509 members Entering Unmasked Estep Score: -1111977.625000 Penalty: 895.876648 Iteration 9Q: 3 clusters Score -1111978 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15529 members Mstep: Class 2 contains 3331 members Entering Unmasked Estep Score: -1112789.375000 Penalty: 895.876648 Iteration 10Q: 3 clusters Score -1112789 nChanged 563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15478 members Mstep: Class 2 contains 3382 members Entering Unmasked Estep Score: -1113169.500000 Penalty: 895.876648 Iteration 11Q: 3 clusters Score -1113170 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15400 members Mstep: Class 2 contains 3460 members Entering Unmasked Estep Score: -1113419.500000 Penalty: 895.876648 Iteration 12Q: 3 clusters Score -1113420 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15266 members Mstep: Class 2 contains 3594 members Entering Unmasked Estep Score: -1113622.750000 Penalty: 895.876648 Iteration 13Q: 3 clusters Score -1113623 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15111 members Mstep: Class 2 contains 3749 members Entering Unmasked Estep Score: -1113796.500000 Penalty: 895.876648 Iteration 14Q: 3 clusters Score -1113796 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14960 members Mstep: Class 2 contains 3900 members Entering Unmasked Estep Score: -1113910.500000 Penalty: 895.876648 Iteration 15Q: 3 clusters Score -1113910 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14842 members Mstep: Class 2 contains 4018 members Entering Unmasked Estep Score: -1113961.875000 Penalty: 895.876648 Iteration 16Q: 3 clusters Score -1113962 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14750 members Mstep: Class 2 contains 4110 members Entering Unmasked Estep Score: -1113987.875000 Penalty: 895.876648 Iteration 17Q: 3 clusters Score -1113988 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14685 members Mstep: Class 2 contains 4175 members Entering Unmasked Estep Score: -1114003.875000 Penalty: 895.876648 Iteration 18Q: 3 clusters Score -1114004 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14647 members Mstep: Class 2 contains 4213 members Entering Unmasked Estep Score: -1114007.125000 Penalty: 895.876648 Iteration 19Q: 3 clusters Score -1114007 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14624 members Mstep: Class 2 contains 4236 members Entering Unmasked Estep Score: -1114046.500000 Penalty: 895.876648 Iteration 20F: 3 clusters Score -1114046 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14566 members Mstep: Class 2 contains 4294 members Entering Unmasked Estep Score: -1114058.500000 Penalty: 895.876648 Iteration 21Q: 3 clusters Score -1114058 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14506 members Mstep: Class 2 contains 4354 members Entering Unmasked Estep Score: -1114071.875000 Penalty: 895.876648 Iteration 22Q: 3 clusters Score -1114072 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14463 members Mstep: Class 2 contains 4397 members Entering Unmasked Estep Score: -1114074.375000 Penalty: 895.876648 Iteration 23Q: 3 clusters Score -1114074 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14419 members Mstep: Class 2 contains 4441 members Entering Unmasked Estep Score: -1114078.250000 Penalty: 895.876648 Iteration 24Q: 3 clusters Score -1114078 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14375 members Mstep: Class 2 contains 4485 members Entering Unmasked Estep Score: -1114084.250000 Penalty: 895.876648 Iteration 25Q: 3 clusters Score -1114084 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14331 members Mstep: Class 2 contains 4529 members Entering Unmasked Estep Score: -1114086.250000 Penalty: 895.876648 Iteration 26Q: 3 clusters Score -1114086 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14291 members Mstep: Class 2 contains 4569 members Entering Unmasked Estep Score: -1114090.875000 Penalty: 895.876648 Iteration 27Q: 3 clusters Score -1114091 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14261 members Mstep: Class 2 contains 4599 members Entering Unmasked Estep Score: -1114093.875000 Penalty: 895.876648 Iteration 28Q: 3 clusters Score -1114094 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14231 members Mstep: Class 2 contains 4629 members Entering Unmasked Estep Score: -1114097.000000 Penalty: 895.876648 Iteration 29Q: 3 clusters Score -1114097 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14200 members Mstep: Class 2 contains 4660 members Entering Unmasked Estep Score: -1114098.875000 Penalty: 895.876648 Iteration 30Q: 3 clusters Score -1114099 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14165 members Mstep: Class 2 contains 4695 members Entering Unmasked Estep Score: -1114099.750000 Penalty: 895.876648 Iteration 31Q: 3 clusters Score -1114100 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14134 members Mstep: Class 2 contains 4726 members Entering Unmasked Estep Score: -1114100.500000 Penalty: 895.876648 Iteration 32Q: 3 clusters Score -1114100 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14102 members Mstep: Class 2 contains 4758 members Entering Unmasked Estep Score: -1114100.625000 Penalty: 895.876648 Iteration 33Q: 3 clusters Score -1114101 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14068 members Mstep: Class 2 contains 4792 members Entering Unmasked Estep Score: -1114103.500000 Penalty: 895.876648 Iteration 34Q: 3 clusters Score -1114104 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14035 members Mstep: Class 2 contains 4825 members Entering Unmasked Estep Score: -1114105.500000 Penalty: 895.876648 Iteration 35Q: 3 clusters Score -1114106 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13999 members Mstep: Class 2 contains 4861 members Entering Unmasked Estep Score: -1114109.250000 Penalty: 895.876648 Iteration 36Q: 3 clusters Score -1114109 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13956 members Mstep: Class 2 contains 4904 members Entering Unmasked Estep Score: -1114113.250000 Penalty: 895.876648 Iteration 37Q: 3 clusters Score -1114113 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13919 members Mstep: Class 2 contains 4941 members Entering Unmasked Estep Score: -1114114.375000 Penalty: 895.876648 Iteration 38Q: 3 clusters Score -1114114 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13883 members Mstep: Class 2 contains 4977 members Entering Unmasked Estep Score: -1114114.375000 Penalty: 895.876648 Iteration 39Q: 3 clusters Score -1114114 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13849 members Mstep: Class 2 contains 5011 members Entering Unmasked Estep Score: -1114118.750000 Penalty: 895.876648 Iteration 40F: 3 clusters Score -1114119 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13822 members Mstep: Class 2 contains 5038 members Entering Unmasked Estep Score: -1114121.875000 Penalty: 895.876648 Iteration 41Q: 3 clusters Score -1114122 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13799 members Mstep: Class 2 contains 5061 members Entering Unmasked Estep Score: -1114123.375000 Penalty: 895.876648 Iteration 42Q: 3 clusters Score -1114123 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13780 members Mstep: Class 2 contains 5080 members Entering Unmasked Estep Score: -1114126.250000 Penalty: 895.876648 Iteration 43Q: 3 clusters Score -1114126 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13758 members Mstep: Class 2 contains 5102 members Entering Unmasked Estep Score: -1114126.125000 Penalty: 895.876648 Iteration 44Q: 3 clusters Score -1114126 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13741 members Mstep: Class 2 contains 5119 members Entering Unmasked Estep Score: -1114130.125000 Penalty: 895.876648 Iteration 45Q: 3 clusters Score -1114130 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13717 members Mstep: Class 2 contains 5143 members Entering Unmasked Estep Score: -1114131.875000 Penalty: 895.876648 Iteration 46Q: 3 clusters Score -1114132 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13696 members Mstep: Class 2 contains 5164 members Entering Unmasked Estep Score: -1114129.750000 Penalty: 895.876648 Iteration 47Q: 3 clusters Score -1114130 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13668 members Mstep: Class 2 contains 5192 members Entering Unmasked Estep Score: -1114133.375000 Penalty: 895.876648 Iteration 48Q: 3 clusters Score -1114133 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13631 members Mstep: Class 2 contains 5229 members Entering Unmasked Estep Score: -1114137.000000 Penalty: 895.876648 Iteration 49Q: 3 clusters Score -1114137 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13600 members Mstep: Class 2 contains 5260 members Entering Unmasked Estep Score: -1114140.625000 Penalty: 895.876648 Iteration 50Q: 3 clusters Score -1114141 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13573 members Mstep: Class 2 contains 5287 members Entering Unmasked Estep Score: -1114140.750000 Penalty: 895.876648 Iteration 51Q: 3 clusters Score -1114141 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13543 members Mstep: Class 2 contains 5317 members Entering Unmasked Estep Score: -1114142.125000 Penalty: 895.876648 Iteration 52Q: 3 clusters Score -1114142 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13512 members Mstep: Class 2 contains 5348 members Entering Unmasked Estep Score: -1114144.875000 Penalty: 895.876648 Iteration 53Q: 3 clusters Score -1114145 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13488 members Mstep: Class 2 contains 5372 members Entering Unmasked Estep Score: -1114146.750000 Penalty: 895.876648 Iteration 54Q: 3 clusters Score -1114147 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13461 members Mstep: Class 2 contains 5399 members Entering Unmasked Estep Score: -1114149.750000 Penalty: 895.876648 Iteration 55Q: 3 clusters Score -1114150 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13440 members Mstep: Class 2 contains 5420 members Entering Unmasked Estep Score: -1114147.625000 Penalty: 895.876648 Iteration 56Q: 3 clusters Score -1114148 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13421 members Mstep: Class 2 contains 5439 members Entering Unmasked Estep Score: -1114151.250000 Penalty: 895.876648 Iteration 57Q: 3 clusters Score -1114151 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13402 members Mstep: Class 2 contains 5458 members Entering Unmasked Estep Score: -1114155.000000 Penalty: 895.876648 Iteration 58Q: 3 clusters Score -1114155 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13384 members Mstep: Class 2 contains 5476 members Entering Unmasked Estep Score: -1114156.125000 Penalty: 895.876648 Iteration 59Q: 3 clusters Score -1114156 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13359 members Mstep: Class 2 contains 5501 members Entering Unmasked Estep Score: -1114157.750000 Penalty: 895.876648 Iteration 60F: 3 clusters Score -1114158 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13345 members Mstep: Class 2 contains 5515 members Entering Unmasked Estep Score: -1114156.125000 Penalty: 895.876648 Iteration 61Q: 3 clusters Score -1114156 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13327 members Mstep: Class 2 contains 5533 members Entering Unmasked Estep Score: -1114157.750000 Penalty: 895.876648 Iteration 62Q: 3 clusters Score -1114158 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13310 members Mstep: Class 2 contains 5550 members Entering Unmasked Estep Score: -1114158.875000 Penalty: 895.876648 Iteration 63Q: 3 clusters Score -1114159 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13297 members Mstep: Class 2 contains 5563 members Entering Unmasked Estep Score: -1114158.625000 Penalty: 895.876648 Iteration 64Q: 3 clusters Score -1114159 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13279 members Mstep: Class 2 contains 5581 members Entering Unmasked Estep Score: -1114160.125000 Penalty: 895.876648 Iteration 65Q: 3 clusters Score -1114160 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13257 members Mstep: Class 2 contains 5603 members Entering Unmasked Estep Score: -1114156.000000 Penalty: 895.876648 Iteration 66Q: 3 clusters Score -1114156 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13227 members Mstep: Class 2 contains 5633 members Entering Unmasked Estep Score: -1114159.000000 Penalty: 895.876648 Iteration 67Q: 3 clusters Score -1114159 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13186 members Mstep: Class 2 contains 5674 members Entering Unmasked Estep Score: -1114163.750000 Penalty: 895.876648 Iteration 68Q: 3 clusters Score -1114164 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13142 members Mstep: Class 2 contains 5718 members Entering Unmasked Estep Score: -1114167.875000 Penalty: 895.876648 Iteration 69Q: 3 clusters Score -1114168 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13096 members Mstep: Class 2 contains 5764 members Entering Unmasked Estep Score: -1114174.250000 Penalty: 895.876648 Iteration 70Q: 3 clusters Score -1114174 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13047 members Mstep: Class 2 contains 5813 members Entering Unmasked Estep Score: -1114172.625000 Penalty: 895.876648 Iteration 71Q: 3 clusters Score -1114173 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13007 members Mstep: Class 2 contains 5853 members Entering Unmasked Estep Score: -1114176.875000 Penalty: 895.876648 Iteration 72Q: 3 clusters Score -1114177 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12967 members Mstep: Class 2 contains 5893 members Entering Unmasked Estep Score: -1114179.875000 Penalty: 895.876648 Iteration 73Q: 3 clusters Score -1114180 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12930 members Mstep: Class 2 contains 5930 members Entering Unmasked Estep Score: -1114183.250000 Penalty: 895.876648 Iteration 74Q: 3 clusters Score -1114183 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12892 members Mstep: Class 2 contains 5968 members Entering Unmasked Estep Score: -1114187.500000 Penalty: 895.876648 Iteration 75Q: 3 clusters Score -1114188 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12861 members Mstep: Class 2 contains 5999 members Entering Unmasked Estep Score: -1114187.250000 Penalty: 895.876648 Iteration 76Q: 3 clusters Score -1114187 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12830 members Mstep: Class 2 contains 6030 members Entering Unmasked Estep Score: -1114188.000000 Penalty: 895.876648 Iteration 77Q: 3 clusters Score -1114188 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12810 members Mstep: Class 2 contains 6050 members Entering Unmasked Estep Score: -1114188.250000 Penalty: 895.876648 Iteration 78Q: 3 clusters Score -1114188 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12788 members Mstep: Class 2 contains 6072 members Entering Unmasked Estep Score: -1114185.375000 Penalty: 895.876648 Iteration 79Q: 3 clusters Score -1114185 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12768 members Mstep: Class 2 contains 6092 members Entering Unmasked Estep Score: -1114189.500000 Penalty: 895.876648 Iteration 80F: 3 clusters Score -1114190 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12750 members Mstep: Class 2 contains 6110 members Entering Unmasked Estep Score: -1114188.375000 Penalty: 895.876648 Iteration 81Q: 3 clusters Score -1114188 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12728 members Mstep: Class 2 contains 6132 members Entering Unmasked Estep Score: -1114191.125000 Penalty: 895.876648 Iteration 82Q: 3 clusters Score -1114191 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12702 members Mstep: Class 2 contains 6158 members Entering Unmasked Estep Score: -1114194.750000 Penalty: 895.876648 Iteration 83Q: 3 clusters Score -1114195 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12668 members Mstep: Class 2 contains 6192 members Entering Unmasked Estep Score: -1114195.250000 Penalty: 895.876648 Iteration 84Q: 3 clusters Score -1114195 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12639 members Mstep: Class 2 contains 6221 members Entering Unmasked Estep Score: -1114200.375000 Penalty: 895.876648 Iteration 85Q: 3 clusters Score -1114200 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12613 members Mstep: Class 2 contains 6247 members Entering Unmasked Estep Score: -1114199.500000 Penalty: 895.876648 Iteration 86Q: 3 clusters Score -1114200 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12582 members Mstep: Class 2 contains 6278 members Entering Unmasked Estep Score: -1114201.125000 Penalty: 895.876648 Iteration 87Q: 3 clusters Score -1114201 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12550 members Mstep: Class 2 contains 6310 members Entering Unmasked Estep Score: -1114202.875000 Penalty: 895.876648 Iteration 88Q: 3 clusters Score -1114203 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12524 members Mstep: Class 2 contains 6336 members Entering Unmasked Estep Score: -1114206.250000 Penalty: 895.876648 Iteration 89Q: 3 clusters Score -1114206 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12498 members Mstep: Class 2 contains 6362 members Entering Unmasked 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Entering Unmasked Estep Score: -1114212.000000 Penalty: 895.876648 Iteration 94Q: 3 clusters Score -1114212 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12406 members Mstep: Class 2 contains 6454 members Entering Unmasked Estep Score: -1114212.125000 Penalty: 895.876648 Iteration 95Q: 3 clusters Score -1114212 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12387 members Mstep: Class 2 contains 6473 members Entering Unmasked Estep Score: -1114211.500000 Penalty: 895.876648 Iteration 96Q: 3 clusters Score -1114212 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12358 members Mstep: Class 2 contains 6502 members Entering Unmasked Estep Score: -1114215.750000 Penalty: 895.876648 Iteration 97Q: 3 clusters Score -1114216 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12316 members Mstep: Class 2 contains 6544 members Entering Unmasked Estep Score: -1114216.500000 Penalty: 895.876648 Iteration 98Q: 3 clusters Score -1114216 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12277 members Mstep: Class 2 contains 6583 members Entering Unmasked Estep Score: -1114219.375000 Penalty: 895.876648 Iteration 99Q: 3 clusters Score -1114219 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12227 members Mstep: Class 2 contains 6633 members Entering Unmasked Estep Score: -1114224.125000 Penalty: 895.876648 Iteration 100F: 3 clusters Score -1114224 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12181 members Mstep: Class 2 contains 6679 members Entering Unmasked Estep Score: -1114224.500000 Penalty: 895.876648 Iteration 101Q: 3 clusters Score -1114224 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12142 members Mstep: Class 2 contains 6718 members Entering Unmasked Estep Score: -1114229.250000 Penalty: 895.876648 Iteration 102Q: 3 clusters Score -1114229 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12108 members Mstep: Class 2 contains 6752 members Entering Unmasked Estep Score: -1114231.125000 Penalty: 895.876648 Iteration 103Q: 3 clusters Score -1114231 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12074 members Mstep: Class 2 contains 6786 members Entering Unmasked Estep Score: -1114232.750000 Penalty: 895.876648 Iteration 104Q: 3 clusters Score -1114233 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12039 members Mstep: Class 2 contains 6821 members Entering Unmasked Estep Score: -1114230.625000 Penalty: 895.876648 Iteration 105Q: 3 clusters Score -1114231 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12013 members Mstep: Class 2 contains 6847 members Entering Unmasked Estep Score: -1114239.875000 Penalty: 895.876648 Iteration 106Q: 3 clusters Score -1114240 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11988 members Mstep: Class 2 contains 6872 members Entering Unmasked Estep Score: -1114235.875000 Penalty: 895.876648 Iteration 107Q: 3 clusters Score -1114236 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11961 members Mstep: Class 2 contains 6899 members Entering Unmasked Estep Score: -1114239.000000 Penalty: 895.876648 Iteration 108Q: 3 clusters Score -1114239 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11927 members Mstep: Class 2 contains 6933 members Entering Unmasked Estep Score: -1114243.250000 Penalty: 895.876648 Iteration 109Q: 3 clusters Score -1114243 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11900 members Mstep: Class 2 contains 6960 members Entering Unmasked Estep Score: -1114245.125000 Penalty: 895.876648 Iteration 110Q: 3 clusters Score -1114245 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11877 members Mstep: Class 2 contains 6983 members Entering Unmasked Estep Score: -1114247.625000 Penalty: 895.876648 Iteration 111Q: 3 clusters Score -1114248 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11846 members Mstep: Class 2 contains 7014 members Entering Unmasked Estep Score: -1114248.750000 Penalty: 895.876648 Iteration 112Q: 3 clusters Score -1114249 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11820 members Mstep: Class 2 contains 7040 members Entering Unmasked Estep Score: -1114247.500000 Penalty: 895.876648 Iteration 113Q: 3 clusters Score -1114248 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11785 members Mstep: Class 2 contains 7075 members Entering Unmasked Estep Score: -1114250.000000 Penalty: 895.876648 Iteration 114Q: 3 clusters Score -1114250 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11756 members Mstep: Class 2 contains 7104 members Entering Unmasked Estep Score: -1114250.125000 Penalty: 895.876648 Iteration 115Q: 3 clusters Score -1114250 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11725 members Mstep: Class 2 contains 7135 members Entering Unmasked Estep Score: -1114250.750000 Penalty: 895.876648 Iteration 116Q: 3 clusters Score -1114251 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11690 members Mstep: Class 2 contains 7170 members Entering Unmasked Estep Score: -1114255.875000 Penalty: 895.876648 Iteration 117Q: 3 clusters Score -1114256 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11667 members Mstep: Class 2 contains 7193 members Entering Unmasked Estep Score: -1114256.125000 Penalty: 895.876648 Iteration 118Q: 3 clusters Score -1114256 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11645 members Mstep: Class 2 contains 7215 members Entering Unmasked Estep Score: -1114258.750000 Penalty: 895.876648 Iteration 119Q: 3 clusters Score -1114259 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11624 members Mstep: Class 2 contains 7236 members Entering Unmasked Estep Score: -1114259.625000 Penalty: 895.876648 Iteration 120F: 3 clusters Score -1114260 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11609 members Mstep: Class 2 contains 7251 members Entering Unmasked Estep Score: -1114258.500000 Penalty: 895.876648 Iteration 121Q: 3 clusters Score -1114258 nChanged 12 Entering Unmasked Mstep 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Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11535 members Mstep: Class 2 contains 7325 members Entering Unmasked Estep Score: -1114262.000000 Penalty: 895.876648 Iteration 126Q: 3 clusters Score -1114262 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11517 members Mstep: Class 2 contains 7343 members Entering Unmasked Estep Score: -1114263.125000 Penalty: 895.876648 Iteration 127Q: 3 clusters Score -1114263 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11509 members Mstep: Class 2 contains 7351 members Entering Unmasked Estep Score: -1114263.750000 Penalty: 895.876648 Iteration 128Q: 3 clusters Score -1114264 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11502 members Mstep: Class 2 contains 7358 members Entering Unmasked Estep Score: -1114264.500000 Penalty: 895.876648 Iteration 129Q: 3 clusters Score -1114264 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11487 members Mstep: Class 2 contains 7373 members Entering Unmasked Estep Score: -1114263.875000 Penalty: 895.876648 Iteration 130Q: 3 clusters Score -1114264 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11474 members Mstep: Class 2 contains 7386 members Entering Unmasked Estep Score: -1114265.000000 Penalty: 895.876648 Iteration 131Q: 3 clusters Score -1114265 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11468 members Mstep: Class 2 contains 7392 members Entering Unmasked Estep Score: -1114267.250000 Penalty: 895.876648 Iteration 132Q: 3 clusters Score -1114267 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11462 members Mstep: Class 2 contains 7398 members Entering Unmasked Estep Score: -1114267.375000 Penalty: 895.876648 Iteration 133Q: 3 clusters Score -1114267 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11458 members Mstep: Class 2 contains 7402 members Entering Unmasked Estep Score: -1114267.000000 Penalty: 895.876648 Iteration 134Q: 3 clusters Score -1114267 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11455 members Mstep: Class 2 contains 7405 members Entering Unmasked Estep Score: -1114266.250000 Penalty: 895.876648 Iteration 135Q: 3 clusters Score -1114266 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11451 members Mstep: Class 2 contains 7409 members Entering Unmasked Estep Score: -1114265.125000 Penalty: 895.876648 Iteration 136Q: 3 clusters Score -1114265 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11450 members Mstep: Class 2 contains 7410 members Entering Unmasked Estep Score: -1114265.875000 Penalty: 895.876648 Iteration 137Q: 3 clusters Score -1114266 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11448 members Mstep: Class 2 contains 7412 members Entering Unmasked Estep Score: -1114265.500000 Penalty: 895.876648 Iteration 138Q: 3 clusters Score -1114266 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11447 members Mstep: Class 2 contains 7413 members Entering Unmasked Estep Score: -1114267.000000 Penalty: 895.876648 Iteration 139Q: 3 clusters Score -1114267 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11444 members Mstep: Class 2 contains 7416 members Entering Unmasked Estep Score: -1114266.750000 Penalty: 895.876648 Iteration 140F: 3 clusters Score -1114267 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11443 members Mstep: Class 2 contains 7417 members Entering Unmasked Estep Score: -1114268.500000 Penalty: 895.876648 Iteration 141Q: 3 clusters Score -1114268 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11443 members Mstep: Class 2 contains 7417 members Entering Unmasked Estep Score: -1114267.375000 Penalty: 895.876648 Iteration 142Q: 3 clusters Score -1114267 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11442 members Mstep: Class 2 contains 7418 members Entering Unmasked Estep Score: -1114266.625000 Penalty: 895.876648 Iteration 143Q: 3 clusters Score -1114267 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11440 members Mstep: Class 2 contains 7420 members Entering Unmasked Estep Score: -1114264.000000 Penalty: 895.876648 Iteration 144Q: 3 clusters Score -1114264 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11438 members Mstep: Class 2 contains 7422 members Entering Unmasked Estep Score: -1114263.875000 Penalty: 895.876648 Iteration 145Q: 3 clusters Score -1114264 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11436 members Mstep: Class 2 contains 7424 members Entering Unmasked Estep Score: -1114264.000000 Penalty: 895.876648 Iteration 146Q: 3 clusters Score -1114264 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11433 members Mstep: Class 2 contains 7427 members Entering Unmasked Estep Score: -1114265.125000 Penalty: 895.876648 Iteration 147Q: 3 clusters Score -1114265 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11429 members Mstep: Class 2 contains 7431 members Entering Unmasked Estep Score: -1114264.500000 Penalty: 895.876648 Iteration 148Q: 3 clusters Score -1114264 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11425 members Mstep: Class 2 contains 7435 members Entering Unmasked Estep Score: -1114263.625000 Penalty: 895.876648 Iteration 149Q: 3 clusters Score -1114264 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11421 members Mstep: Class 2 contains 7439 members Entering Unmasked Estep Score: -1114266.000000 Penalty: 895.876648 Iteration 150Q: 3 clusters Score -1114266 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11416 members Mstep: Class 2 contains 7444 members Entering Unmasked Estep Score: -1114265.625000 Penalty: 895.876648 Iteration 151Q: 3 clusters Score -1114266 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11410 members Mstep: Class 2 contains 7450 members Entering Unmasked Estep Score: -1114266.000000 Penalty: 895.876648 Iteration 152Q: 3 clusters Score -1114266 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11405 members Mstep: Class 2 contains 7455 members Entering Unmasked Estep Score: -1114268.250000 Penalty: 895.876648 Iteration 153Q: 3 clusters Score -1114268 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11397 members Mstep: Class 2 contains 7463 members Entering Unmasked Estep Score: -1114264.750000 Penalty: 895.876648 Iteration 154Q: 3 clusters Score -1114265 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11394 members Mstep: Class 2 contains 7466 members Entering Unmasked Estep Score: -1114263.875000 Penalty: 895.876648 Iteration 155Q: 3 clusters Score -1114264 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11390 members Mstep: Class 2 contains 7470 members Entering Unmasked Estep Score: -1114265.375000 Penalty: 895.876648 Iteration 156Q: 3 clusters Score -1114265 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11379 members Mstep: Class 2 contains 7481 members Entering Unmasked Estep Score: -1114266.750000 Penalty: 895.876648 Iteration 157Q: 3 clusters Score -1114267 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11372 members Mstep: Class 2 contains 7488 members Entering Unmasked Estep Score: -1114269.625000 Penalty: 895.876648 Iteration 158Q: 3 clusters Score -1114270 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11357 members Mstep: Class 2 contains 7503 members Entering Unmasked Estep Score: -1114265.750000 Penalty: 895.876648 Iteration 159Q: 3 clusters Score -1114266 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11342 members Mstep: Class 2 contains 7518 members Entering Unmasked Estep Score: -1114271.000000 Penalty: 895.876648 Iteration 160F: 3 clusters Score -1114271 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11324 members Mstep: Class 2 contains 7536 members Entering Unmasked Estep Score: -1114273.375000 Penalty: 895.876648 Iteration 161Q: 3 clusters Score -1114273 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11309 members Mstep: Class 2 contains 7551 members Entering Unmasked Estep Score: -1114270.875000 Penalty: 895.876648 Iteration 162Q: 3 clusters Score -1114271 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11296 members Mstep: Class 2 contains 7564 members Entering Unmasked Estep Score: -1114268.000000 Penalty: 895.876648 Iteration 163Q: 3 clusters Score -1114268 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11287 members Mstep: Class 2 contains 7573 members Entering Unmasked Estep Score: -1114268.625000 Penalty: 895.876648 Iteration 164Q: 3 clusters Score -1114269 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11270 members Mstep: Class 2 contains 7590 members Entering Unmasked Estep Score: -1114272.125000 Penalty: 895.876648 Iteration 165Q: 3 clusters Score -1114272 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11252 members Mstep: Class 2 contains 7608 members Entering Unmasked Estep Score: -1114275.875000 Penalty: 895.876648 Iteration 166Q: 3 clusters Score -1114276 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11242 members Mstep: Class 2 contains 7618 members Entering Unmasked Estep Score: -1114275.750000 Penalty: 895.876648 Iteration 167Q: 3 clusters Score -1114276 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11233 members Mstep: Class 2 contains 7627 members Entering Unmasked Estep Score: -1114274.750000 Penalty: 895.876648 Iteration 168Q: 3 clusters Score -1114275 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11215 members Mstep: Class 2 contains 7645 members Entering Unmasked Estep Score: -1114277.375000 Penalty: 895.876648 Iteration 169Q: 3 clusters Score -1114277 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11198 members Mstep: Class 2 contains 7662 members Entering Unmasked Estep Score: -1114277.000000 Penalty: 895.876648 Iteration 170Q: 3 clusters Score -1114277 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11174 members Mstep: Class 2 contains 7686 members Entering Unmasked Estep Score: -1114275.375000 Penalty: 895.876648 Iteration 171Q: 3 clusters Score -1114275 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11157 members Mstep: Class 2 contains 7703 members Entering Unmasked Estep Score: -1114276.375000 Penalty: 895.876648 Iteration 172Q: 3 clusters Score -1114276 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11143 members Mstep: Class 2 contains 7717 members Entering Unmasked Estep Score: -1114278.875000 Penalty: 895.876648 Iteration 173Q: 3 clusters Score -1114279 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11133 members Mstep: Class 2 contains 7727 members Entering Unmasked Estep Score: -1114279.000000 Penalty: 895.876648 Iteration 174Q: 3 clusters Score -1114279 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11118 members Mstep: Class 2 contains 7742 members Entering Unmasked Estep Score: -1114280.500000 Penalty: 895.876648 Iteration 175Q: 3 clusters Score -1114280 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11105 members Mstep: Class 2 contains 7755 members Entering Unmasked Estep Score: -1114282.625000 Penalty: 895.876648 Iteration 176Q: 3 clusters Score -1114283 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11088 members Mstep: Class 2 contains 7772 members Entering Unmasked Estep Score: -1114285.500000 Penalty: 895.876648 Iteration 177Q: 3 clusters Score -1114286 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11073 members Mstep: Class 2 contains 7787 members Entering Unmasked Estep Score: -1114284.375000 Penalty: 895.876648 Iteration 178Q: 3 clusters Score -1114284 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11063 members Mstep: Class 2 contains 7797 members Entering Unmasked Estep Score: -1114284.500000 Penalty: 895.876648 Iteration 179Q: 3 clusters Score -1114284 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11059 members Mstep: Class 2 contains 7801 members Entering Unmasked Estep Score: -1114284.000000 Penalty: 895.876648 Iteration 180F: 3 clusters Score -1114284 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11055 members Mstep: Class 2 contains 7805 members Entering Unmasked Estep Score: -1114284.125000 Penalty: 895.876648 Iteration 181Q: 3 clusters Score -1114284 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11049 members Mstep: Class 2 contains 7811 members Entering Unmasked Estep Score: -1114284.625000 Penalty: 895.876648 Iteration 182Q: 3 clusters Score -1114285 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11044 members Mstep: Class 2 contains 7816 members Entering Unmasked Estep Score: -1114284.125000 Penalty: 895.876648 Iteration 183Q: 3 clusters Score -1114284 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11039 members Mstep: Class 2 contains 7821 members Entering Unmasked Estep Score: -1114283.625000 Penalty: 895.876648 Iteration 184Q: 3 clusters Score -1114284 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11038 members Mstep: Class 2 contains 7822 members Entering Unmasked Estep Score: -1114283.250000 Penalty: 895.876648 Iteration 185Q: 3 clusters Score -1114283 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11038 members Mstep: Class 2 contains 7822 members Entering Unmasked Estep Score: -1114283.250000 Penalty: 895.876648 Iteration 186F: 3 clusters Score -1114283 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 87 members Mstep: Class 1 contains 102749 members Mstep: Class 2 contains 11615 members Mstep: Class 3 contains 950 members Mstep: Class 4 contains 2517 members Mstep: Class 5 contains 4361 members Mstep: Class 6 contains 57535 members Mstep: Class 7 contains 2991 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 11038 members Mstep: Class 10 contains 9122 members Mstep: Class 11 contains 6155 members Mstep: Class 12 contains 3895 members Mstep: Class 13 contains 3258 members Mstep: Class 14 contains 1251 members Mstep: Class 15 contains 6752 members Mstep: Class 16 contains 3992 members Mstep: Class 17 contains 676 members Mstep: Class 18 contains 19886 members Mstep: Class 19 contains 14650 members Mstep: Class 20 contains 9616 members Mstep: Class 21 contains 276 members Mstep: Class 22 contains 21774 members Mstep: Class 23 contains 722 members Mstep: Class 24 contains 7983 members Mstep: Class 25 contains 7822 members Entering Unmasked Estep Score: -17791244.000000 Penalty: 14389.587891 Splitting cluster 9 changes total score from -17789614.000000 to -17791244.000000 So it's getting split into cluster 25. Entering ConstructFrom: Trying to split cluster 10 (9122 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9122 members Entering Unmasked Estep Score: -474220.375000 Penalty: 414.889221 Iteration 0F: 2 clusters Score -474220.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4521 members Mstep: Class 2 contains 4601 members Entering Unmasked Estep Score: -468142.718750 Penalty: 829.778442 Iteration 0F: 3 clusters Score -468142.7 nChanged 4248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4505 members Mstep: Class 2 contains 4617 members Entering Unmasked Estep Score: -470789.125000 Penalty: 829.778442 Iteration 1F: 3 clusters Score -470789.1 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4534 members Mstep: Class 2 contains 4588 members Entering Unmasked Estep Score: -471058.125000 Penalty: 829.778442 Iteration 2F: 3 clusters Score -471058.1 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4551 members Mstep: Class 2 contains 4571 members Entering Unmasked Estep Score: -471288.093750 Penalty: 829.778442 Iteration 3F: 3 clusters Score -471288.1 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4545 members Mstep: Class 2 contains 4577 members Entering Unmasked Estep Score: -471483.406250 Penalty: 829.778442 Iteration 4F: 3 clusters Score -471483.4 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4535 members Mstep: Class 2 contains 4587 members Entering Unmasked Estep Score: -471643.125000 Penalty: 829.778442 Iteration 5Q: 3 clusters Score -471643.1 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4513 members Mstep: Class 2 contains 4609 members Entering Unmasked Estep Score: -471783.000000 Penalty: 829.778442 Iteration 6Q: 3 clusters Score -471783 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4492 members Mstep: Class 2 contains 4630 members Entering Unmasked Estep Score: -471933.906250 Penalty: 829.778442 Iteration 7Q: 3 clusters Score -471933.9 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4452 members Mstep: Class 2 contains 4670 members Entering Unmasked Estep Score: -472096.468750 Penalty: 829.778442 Iteration 8Q: 3 clusters Score -472096.5 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4409 members Mstep: Class 2 contains 4713 members Entering Unmasked Estep Score: -472262.781250 Penalty: 829.778442 Iteration 9Q: 3 clusters Score -472262.8 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4407 members Mstep: Class 2 contains 4715 members Entering Unmasked Estep Score: -472420.906250 Penalty: 829.778442 Iteration 10Q: 3 clusters Score -472420.9 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4445 members Mstep: Class 2 contains 4677 members Entering Unmasked Estep Score: -472567.000000 Penalty: 829.778442 Iteration 11Q: 3 clusters Score -472567 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4491 members Mstep: Class 2 contains 4631 members Entering Unmasked Estep Score: -472690.937500 Penalty: 829.778442 Iteration 12Q: 3 clusters Score -472690.9 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4562 members Mstep: Class 2 contains 4560 members Entering Unmasked Estep Score: -472796.812500 Penalty: 829.778442 Iteration 13Q: 3 clusters Score -472796.8 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4650 members Mstep: Class 2 contains 4472 members Entering Unmasked Estep Score: -472875.937500 Penalty: 829.778442 Iteration 14Q: 3 clusters Score -472875.9 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4734 members Mstep: Class 2 contains 4388 members Entering Unmasked Estep Score: -472926.937500 Penalty: 829.778442 Iteration 15Q: 3 clusters Score -472926.9 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4807 members Mstep: Class 2 contains 4315 members Entering Unmasked Estep Score: -472958.000000 Penalty: 829.778442 Iteration 16Q: 3 clusters Score -472958 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4875 members Mstep: Class 2 contains 4247 members Entering Unmasked Estep Score: -472977.937500 Penalty: 829.778442 Iteration 17Q: 3 clusters Score -472977.9 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4950 members Mstep: Class 2 contains 4172 members Entering Unmasked Estep Score: -472997.156250 Penalty: 829.778442 Iteration 18Q: 3 clusters Score -472997.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5008 members Mstep: Class 2 contains 4114 members Entering Unmasked Estep Score: -473013.250000 Penalty: 829.778442 Iteration 19Q: 3 clusters Score -473013.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5062 members Mstep: Class 2 contains 4060 members Entering Unmasked Estep Score: -473026.406250 Penalty: 829.778442 Iteration 20F: 3 clusters Score -473026.4 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5121 members Mstep: Class 2 contains 4001 members Entering Unmasked Estep Score: -473038.906250 Penalty: 829.778442 Iteration 21Q: 3 clusters Score -473038.9 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5172 members Mstep: Class 2 contains 3950 members Entering Unmasked Estep Score: -473046.843750 Penalty: 829.778442 Iteration 22Q: 3 clusters Score -473046.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5213 members Mstep: Class 2 contains 3909 members Entering Unmasked Estep Score: -473051.468750 Penalty: 829.778442 Iteration 23Q: 3 clusters Score -473051.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5259 members Mstep: Class 2 contains 3863 members Entering Unmasked Estep Score: -473056.812500 Penalty: 829.778442 Iteration 24Q: 3 clusters Score -473056.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5305 members Mstep: Class 2 contains 3817 members Entering Unmasked Estep Score: -473062.281250 Penalty: 829.778442 Iteration 25Q: 3 clusters Score -473062.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5348 members Mstep: Class 2 contains 3774 members Entering Unmasked Estep Score: -473066.750000 Penalty: 829.778442 Iteration 26Q: 3 clusters Score -473066.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5382 members Mstep: Class 2 contains 3740 members Entering Unmasked Estep Score: -473070.125000 Penalty: 829.778442 Iteration 27Q: 3 clusters Score -473070.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5421 members Mstep: Class 2 contains 3701 members Entering Unmasked Estep Score: -473073.937500 Penalty: 829.778442 Iteration 28Q: 3 clusters Score -473073.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5467 members Mstep: Class 2 contains 3655 members Entering Unmasked Estep Score: -473079.625000 Penalty: 829.778442 Iteration 29Q: 3 clusters Score -473079.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5518 members Mstep: Class 2 contains 3604 members Entering Unmasked Estep Score: -473086.968750 Penalty: 829.778442 Iteration 30Q: 3 clusters Score -473087 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5577 members Mstep: Class 2 contains 3545 members Entering Unmasked Estep Score: -473096.406250 Penalty: 829.778442 Iteration 31Q: 3 clusters Score -473096.4 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5650 members Mstep: Class 2 contains 3472 members Entering Unmasked Estep Score: -473110.250000 Penalty: 829.778442 Iteration 32Q: 3 clusters Score -473110.2 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5723 members Mstep: Class 2 contains 3399 members Entering Unmasked Estep Score: -473123.468750 Penalty: 829.778442 Iteration 33Q: 3 clusters Score -473123.5 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5797 members Mstep: Class 2 contains 3325 members Entering Unmasked Estep Score: -473137.187500 Penalty: 829.778442 Iteration 34Q: 3 clusters Score -473137.2 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5865 members Mstep: Class 2 contains 3257 members Entering Unmasked Estep Score: -473150.187500 Penalty: 829.778442 Iteration 35Q: 3 clusters Score -473150.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5929 members Mstep: Class 2 contains 3193 members Entering Unmasked Estep Score: -473163.781250 Penalty: 829.778442 Iteration 36Q: 3 clusters Score -473163.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5997 members Mstep: Class 2 contains 3125 members Entering Unmasked Estep Score: -473178.781250 Penalty: 829.778442 Iteration 37Q: 3 clusters Score -473178.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6072 members Mstep: Class 2 contains 3050 members Entering Unmasked Estep Score: -473198.187500 Penalty: 829.778442 Iteration 38Q: 3 clusters Score -473198.2 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6155 members Mstep: Class 2 contains 2967 members Entering Unmasked Estep Score: -473218.593750 Penalty: 829.778442 Iteration 39Q: 3 clusters Score -473218.6 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6232 members Mstep: Class 2 contains 2890 members Entering Unmasked Estep Score: -473238.125000 Penalty: 829.778442 Iteration 40F: 3 clusters Score -473238.1 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6304 members Mstep: Class 2 contains 2818 members Entering Unmasked Estep Score: -473257.968750 Penalty: 829.778442 Iteration 41Q: 3 clusters Score -473258 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6388 members Mstep: Class 2 contains 2734 members Entering Unmasked Estep Score: -473279.125000 Penalty: 829.778442 Iteration 42Q: 3 clusters Score -473279.1 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6468 members Mstep: Class 2 contains 2654 members Entering Unmasked Estep Score: -473299.500000 Penalty: 829.778442 Iteration 43Q: 3 clusters Score -473299.5 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6551 members Mstep: Class 2 contains 2571 members Entering Unmasked Estep Score: -473321.843750 Penalty: 829.778442 Iteration 44Q: 3 clusters Score -473321.8 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6646 members Mstep: Class 2 contains 2476 members Entering Unmasked Estep Score: -473349.375000 Penalty: 829.778442 Iteration 45Q: 3 clusters Score -473349.4 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6733 members Mstep: Class 2 contains 2389 members Entering Unmasked Estep Score: -473374.250000 Penalty: 829.778442 Iteration 46Q: 3 clusters Score -473374.2 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6824 members Mstep: Class 2 contains 2298 members Entering Unmasked Estep Score: -473398.031250 Penalty: 829.778442 Iteration 47Q: 3 clusters Score -473398 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6908 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -473418.843750 Penalty: 829.778442 Iteration 48Q: 3 clusters Score -473418.8 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6996 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -473442.968750 Penalty: 829.778442 Iteration 49Q: 3 clusters Score -473443 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7079 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -473467.781250 Penalty: 829.778442 Iteration 50Q: 3 clusters Score -473467.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7164 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -473493.656250 Penalty: 829.778442 Iteration 51Q: 3 clusters Score -473493.7 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7239 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -473509.000000 Penalty: 829.778442 Iteration 52Q: 3 clusters Score -473509 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7303 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -473523.656250 Penalty: 829.778442 Iteration 53Q: 3 clusters Score -473523.7 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7370 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -473539.781250 Penalty: 829.778442 Iteration 54Q: 3 clusters Score -473539.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7424 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -473551.000000 Penalty: 829.778442 Iteration 55Q: 3 clusters Score -473551 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7470 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -473560.593750 Penalty: 829.778442 Iteration 56Q: 3 clusters Score -473560.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7511 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -473567.843750 Penalty: 829.778442 Iteration 57Q: 3 clusters Score -473567.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7549 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -473573.968750 Penalty: 829.778442 Iteration 58Q: 3 clusters Score -473574 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7579 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -473580.875000 Penalty: 829.778442 Iteration 59Q: 3 clusters Score -473580.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7607 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -473587.500000 Penalty: 829.778442 Iteration 60F: 3 clusters Score -473587.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7630 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -473592.000000 Penalty: 829.778442 Iteration 61Q: 3 clusters Score -473592 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7658 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -473598.093750 Penalty: 829.778442 Iteration 62Q: 3 clusters Score -473598.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7687 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -473605.093750 Penalty: 829.778442 Iteration 63Q: 3 clusters Score -473605.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7719 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -473610.406250 Penalty: 829.778442 Iteration 64Q: 3 clusters Score -473610.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7749 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -473613.500000 Penalty: 829.778442 Iteration 65Q: 3 clusters Score -473613.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7771 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -473615.062500 Penalty: 829.778442 Iteration 66Q: 3 clusters Score -473615.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7802 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -473624.218750 Penalty: 829.778442 Iteration 67Q: 3 clusters Score -473624.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7840 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -473634.656250 Penalty: 829.778442 Iteration 68Q: 3 clusters Score -473634.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7889 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -473649.718750 Penalty: 829.778442 Iteration 69Q: 3 clusters Score -473649.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7937 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -473662.281250 Penalty: 829.778442 Iteration 70Q: 3 clusters Score -473662.3 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7989 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -473682.468750 Penalty: 829.778442 Iteration 71Q: 3 clusters Score -473682.5 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8048 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -473707.375000 Penalty: 829.778442 Iteration 72Q: 3 clusters Score -473707.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8102 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -473727.312500 Penalty: 829.778442 Iteration 73Q: 3 clusters Score -473727.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8154 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -473751.500000 Penalty: 829.778442 Iteration 74Q: 3 clusters Score -473751.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8205 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -473775.062500 Penalty: 829.778442 Iteration 75Q: 3 clusters Score -473775.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8261 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -473803.750000 Penalty: 829.778442 Iteration 76Q: 3 clusters Score -473803.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8316 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -473828.187500 Penalty: 829.778442 Iteration 77Q: 3 clusters Score -473828.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8366 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -473847.437500 Penalty: 829.778442 Iteration 78Q: 3 clusters Score -473847.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8405 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -473869.250000 Penalty: 829.778442 Iteration 79Q: 3 clusters Score -473869.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8435 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -473894.687500 Penalty: 829.778442 Iteration 80F: 3 clusters Score -473894.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8474 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -473930.937500 Penalty: 829.778442 Iteration 81Q: 3 clusters Score -473930.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8501 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -473968.875000 Penalty: 829.778442 Iteration 82Q: 3 clusters Score -473968.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8527 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -474001.000000 Penalty: 829.778442 Iteration 83Q: 3 clusters Score -474001 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8542 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -474020.843750 Penalty: 829.778442 Iteration 84Q: 3 clusters Score -474020.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8566 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -474042.812500 Penalty: 829.778442 Iteration 85Q: 3 clusters Score -474042.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8591 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -474064.937500 Penalty: 829.778442 Iteration 86Q: 3 clusters Score -474064.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8607 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -474081.218750 Penalty: 829.778442 Iteration 87Q: 3 clusters Score -474081.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8624 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -474092.593750 Penalty: 829.778442 Iteration 88Q: 3 clusters Score -474092.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8631 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -474097.500000 Penalty: 829.778442 Iteration 89Q: 3 clusters Score -474097.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8633 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -474102.687500 Penalty: 829.778442 Iteration 90Q: 3 clusters Score -474102.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8634 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -474108.281250 Penalty: 829.778442 Iteration 91Q: 3 clusters Score -474108.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8637 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -474114.343750 Penalty: 829.778442 Iteration 92Q: 3 clusters Score -474114.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8637 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -474119.375000 Penalty: 829.778442 Iteration 93Q: 3 clusters Score -474119.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8638 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -474123.843750 Penalty: 829.778442 Iteration 94Q: 3 clusters Score -474123.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8642 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -474128.843750 Penalty: 829.778442 Iteration 95Q: 3 clusters Score -474128.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8640 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -474135.250000 Penalty: 829.778442 Iteration 96Q: 3 clusters Score -474135.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8642 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -474138.312500 Penalty: 829.778442 Iteration 97Q: 3 clusters Score -474138.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8642 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -474142.187500 Penalty: 829.778442 Iteration 98Q: 3 clusters Score -474142.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8649 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -474144.406250 Penalty: 829.778442 Iteration 99Q: 3 clusters Score -474144.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8650 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -474145.250000 Penalty: 829.778442 Iteration 100F: 3 clusters Score -474145.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8649 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -474145.812500 Penalty: 829.778442 Iteration 101Q: 3 clusters Score -474145.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8651 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -474148.656250 Penalty: 829.778442 Iteration 102Q: 3 clusters Score -474148.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8654 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -474149.562500 Penalty: 829.778442 Iteration 103Q: 3 clusters Score -474149.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8661 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -474154.062500 Penalty: 829.778442 Iteration 104Q: 3 clusters Score -474154.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8670 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -474157.781250 Penalty: 829.778442 Iteration 105Q: 3 clusters Score -474157.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8673 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -474159.531250 Penalty: 829.778442 Iteration 106Q: 3 clusters Score -474159.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8674 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -474158.781250 Penalty: 829.778442 Iteration 107Q: 3 clusters Score -474158.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8675 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -474159.562500 Penalty: 829.778442 Iteration 108Q: 3 clusters Score -474159.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8676 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -474160.125000 Penalty: 829.778442 Iteration 109Q: 3 clusters Score -474160.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8678 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -474160.875000 Penalty: 829.778442 Iteration 110Q: 3 clusters Score -474160.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8678 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -474160.875000 Penalty: 829.778442 Iteration 111F: 3 clusters Score -474160.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (6155 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6155 members Entering Unmasked Estep Score: -311034.406250 Penalty: 396.988434 Iteration 0F: 2 clusters Score -311034.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3075 members Mstep: Class 2 contains 3080 members Entering Unmasked Estep Score: -306869.281250 Penalty: 793.976868 Iteration 0F: 3 clusters Score -306869.3 nChanged 2834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2995 members Mstep: Class 2 contains 3160 members Entering Unmasked Estep Score: -308687.562500 Penalty: 793.976868 Iteration 1F: 3 clusters Score -308687.6 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2973 members Mstep: Class 2 contains 3182 members Entering Unmasked Estep Score: -308901.312500 Penalty: 793.976868 Iteration 2F: 3 clusters Score -308901.3 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2985 members Mstep: Class 2 contains 3170 members Entering Unmasked Estep Score: -309140.062500 Penalty: 793.976868 Iteration 3F: 3 clusters Score -309140.1 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3008 members Mstep: Class 2 contains 3147 members Entering Unmasked Estep Score: -309356.843750 Penalty: 793.976868 Iteration 4F: 3 clusters Score -309356.8 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3036 members Mstep: Class 2 contains 3119 members Entering Unmasked Estep Score: -309562.156250 Penalty: 793.976868 Iteration 5Q: 3 clusters Score -309562.2 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3072 members Mstep: Class 2 contains 3083 members Entering Unmasked Estep Score: -309743.750000 Penalty: 793.976868 Iteration 6Q: 3 clusters Score -309743.8 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3114 members Mstep: Class 2 contains 3041 members Entering Unmasked Estep Score: -309853.062500 Penalty: 793.976868 Iteration 7Q: 3 clusters Score -309853.1 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3155 members Mstep: Class 2 contains 3000 members Entering Unmasked Estep Score: -309910.968750 Penalty: 793.976868 Iteration 8Q: 3 clusters Score -309911 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3195 members Mstep: Class 2 contains 2960 members Entering Unmasked Estep Score: -309938.593750 Penalty: 793.976868 Iteration 9Q: 3 clusters Score -309938.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3220 members Mstep: Class 2 contains 2935 members Entering Unmasked Estep Score: -309954.218750 Penalty: 793.976868 Iteration 10Q: 3 clusters Score -309954.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3252 members Mstep: Class 2 contains 2903 members Entering Unmasked Estep Score: -309967.031250 Penalty: 793.976868 Iteration 11Q: 3 clusters Score -309967 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3283 members Mstep: Class 2 contains 2872 members Entering Unmasked Estep Score: -309983.312500 Penalty: 793.976868 Iteration 12Q: 3 clusters Score -309983.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3328 members Mstep: Class 2 contains 2827 members Entering Unmasked Estep Score: -310000.906250 Penalty: 793.976868 Iteration 13Q: 3 clusters Score -310000.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3372 members Mstep: Class 2 contains 2783 members Entering Unmasked Estep Score: -310013.750000 Penalty: 793.976868 Iteration 14Q: 3 clusters Score -310013.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3409 members Mstep: Class 2 contains 2746 members Entering Unmasked Estep Score: -310027.125000 Penalty: 793.976868 Iteration 15Q: 3 clusters Score -310027.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3450 members Mstep: Class 2 contains 2705 members Entering Unmasked Estep Score: -310043.156250 Penalty: 793.976868 Iteration 16Q: 3 clusters Score -310043.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3507 members Mstep: Class 2 contains 2648 members Entering Unmasked Estep Score: -310068.187500 Penalty: 793.976868 Iteration 17Q: 3 clusters Score -310068.2 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3578 members Mstep: Class 2 contains 2577 members Entering Unmasked Estep Score: -310099.093750 Penalty: 793.976868 Iteration 18Q: 3 clusters Score -310099.1 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3644 members Mstep: Class 2 contains 2511 members Entering Unmasked Estep Score: -310129.468750 Penalty: 793.976868 Iteration 19Q: 3 clusters Score -310129.5 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3719 members Mstep: Class 2 contains 2436 members Entering Unmasked Estep Score: -310164.375000 Penalty: 793.976868 Iteration 20F: 3 clusters Score -310164.4 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3781 members Mstep: Class 2 contains 2374 members Entering Unmasked Estep Score: -310191.031250 Penalty: 793.976868 Iteration 21Q: 3 clusters Score -310191 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3845 members Mstep: Class 2 contains 2310 members Entering Unmasked Estep Score: -310222.031250 Penalty: 793.976868 Iteration 22Q: 3 clusters Score -310222 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3904 members Mstep: Class 2 contains 2251 members Entering Unmasked Estep Score: -310259.343750 Penalty: 793.976868 Iteration 23Q: 3 clusters Score -310259.3 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3958 members Mstep: Class 2 contains 2197 members Entering Unmasked Estep Score: -310306.812500 Penalty: 793.976868 Iteration 24Q: 3 clusters Score -310306.8 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4017 members Mstep: Class 2 contains 2138 members Entering Unmasked Estep Score: -310362.343750 Penalty: 793.976868 Iteration 25Q: 3 clusters Score -310362.3 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4067 members Mstep: Class 2 contains 2088 members Entering Unmasked Estep Score: -310419.156250 Penalty: 793.976868 Iteration 26Q: 3 clusters Score -310419.2 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4111 members Mstep: Class 2 contains 2044 members Entering Unmasked Estep Score: -310481.281250 Penalty: 793.976868 Iteration 27Q: 3 clusters Score -310481.3 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4132 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -310523.906250 Penalty: 793.976868 Iteration 28Q: 3 clusters Score -310523.9 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4125 members Mstep: Class 2 contains 2030 members Entering Unmasked Estep Score: -310547.718750 Penalty: 793.976868 Iteration 29Q: 3 clusters Score -310547.7 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4101 members Mstep: Class 2 contains 2054 members Entering Unmasked Estep Score: -310570.750000 Penalty: 793.976868 Iteration 30Q: 3 clusters Score -310570.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4075 members Mstep: Class 2 contains 2080 members Entering Unmasked Estep Score: -310585.812500 Penalty: 793.976868 Iteration 31Q: 3 clusters Score -310585.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4060 members Mstep: Class 2 contains 2095 members Entering Unmasked Estep Score: -310596.656250 Penalty: 793.976868 Iteration 32Q: 3 clusters Score -310596.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4040 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -310603.187500 Penalty: 793.976868 Iteration 33Q: 3 clusters Score -310603.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4018 members Mstep: Class 2 contains 2137 members Entering Unmasked Estep Score: -310607.968750 Penalty: 793.976868 Iteration 34Q: 3 clusters Score -310608 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3997 members Mstep: Class 2 contains 2158 members Entering Unmasked Estep Score: -310611.250000 Penalty: 793.976868 Iteration 35Q: 3 clusters Score -310611.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3981 members Mstep: Class 2 contains 2174 members Entering Unmasked Estep Score: -310615.625000 Penalty: 793.976868 Iteration 36Q: 3 clusters Score -310615.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3962 members Mstep: Class 2 contains 2193 members Entering Unmasked Estep Score: -310619.031250 Penalty: 793.976868 Iteration 37Q: 3 clusters Score -310619 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3954 members Mstep: Class 2 contains 2201 members Entering Unmasked Estep Score: -310620.625000 Penalty: 793.976868 Iteration 38Q: 3 clusters Score -310620.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3946 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -310621.093750 Penalty: 793.976868 Iteration 39Q: 3 clusters Score -310621.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3943 members Mstep: Class 2 contains 2212 members Entering Unmasked Estep Score: -310622.406250 Penalty: 793.976868 Iteration 40F: 3 clusters Score -310622.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3937 members Mstep: Class 2 contains 2218 members Entering Unmasked Estep Score: -310624.093750 Penalty: 793.976868 Iteration 41Q: 3 clusters Score -310624.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3931 members Mstep: Class 2 contains 2224 members Entering Unmasked Estep Score: -310624.281250 Penalty: 793.976868 Iteration 42Q: 3 clusters Score -310624.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3929 members Mstep: Class 2 contains 2226 members Entering Unmasked Estep Score: -310625.062500 Penalty: 793.976868 Iteration 43Q: 3 clusters Score -310625.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3929 members Mstep: Class 2 contains 2226 members Entering Unmasked Estep Score: -310625.062500 Penalty: 793.976868 Iteration 44F: 3 clusters Score -310625.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (3895 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3895 members Entering Unmasked Estep Score: -228308.156250 Penalty: 376.168945 Iteration 0F: 2 clusters Score -228308.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2010 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -225661.296875 Penalty: 752.337891 Iteration 0F: 3 clusters Score -225661.3 nChanged 1705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2449 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -226794.140625 Penalty: 752.337891 Iteration 1F: 3 clusters Score -226794.1 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2674 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -227041.406250 Penalty: 752.337891 Iteration 2F: 3 clusters Score -227041.4 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2907 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -227289.921875 Penalty: 752.337891 Iteration 3F: 3 clusters Score -227289.9 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3130 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -227558.828125 Penalty: 752.337891 Iteration 4F: 3 clusters Score -227558.8 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3267 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -227758.890625 Penalty: 752.337891 Iteration 5Q: 3 clusters Score -227758.9 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3346 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -227889.984375 Penalty: 752.337891 Iteration 6Q: 3 clusters Score -227890 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3381 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -227945.687500 Penalty: 752.337891 Iteration 7Q: 3 clusters Score -227945.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3403 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -227972.406250 Penalty: 752.337891 Iteration 8Q: 3 clusters Score -227972.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3418 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -227985.718750 Penalty: 752.337891 Iteration 9Q: 3 clusters Score -227985.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3434 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -227994.171875 Penalty: 752.337891 Iteration 10Q: 3 clusters Score -227994.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3446 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -227999.265625 Penalty: 752.337891 Iteration 11Q: 3 clusters Score -227999.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3458 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -228001.875000 Penalty: 752.337891 Iteration 12Q: 3 clusters Score -228001.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3466 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -228004.312500 Penalty: 752.337891 Iteration 13Q: 3 clusters Score -228004.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3476 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -228007.437500 Penalty: 752.337891 Iteration 14Q: 3 clusters Score -228007.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3484 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -228009.515625 Penalty: 752.337891 Iteration 15Q: 3 clusters Score -228009.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3490 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -228010.765625 Penalty: 752.337891 Iteration 16Q: 3 clusters Score -228010.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3495 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -228011.656250 Penalty: 752.337891 Iteration 17Q: 3 clusters Score -228011.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3498 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -228012.125000 Penalty: 752.337891 Iteration 18Q: 3 clusters Score -228012.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3500 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -228012.765625 Penalty: 752.337891 Iteration 19Q: 3 clusters Score -228012.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3502 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -228013.734375 Penalty: 752.337891 Iteration 20F: 3 clusters Score -228013.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3503 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -228013.656250 Penalty: 752.337891 Iteration 21Q: 3 clusters Score -228013.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3504 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -228014.671875 Penalty: 752.337891 Iteration 22Q: 3 clusters Score -228014.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3506 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -228015.484375 Penalty: 752.337891 Iteration 23Q: 3 clusters Score -228015.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3506 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -228015.484375 Penalty: 752.337891 Iteration 24F: 3 clusters Score -228015.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (3258 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3258 members Entering Unmasked Estep Score: -186886.296875 Penalty: 368.043549 Iteration 0F: 2 clusters Score -186886.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -184614.281250 Penalty: 736.087097 Iteration 0F: 3 clusters Score -184614.3 nChanged 1453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -185487.890625 Penalty: 736.087097 Iteration 1F: 3 clusters Score -185487.9 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -185767.781250 Penalty: 736.087097 Iteration 2F: 3 clusters Score -185767.8 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -186124.640625 Penalty: 736.087097 Iteration 3F: 3 clusters Score -186124.6 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -186426.875000 Penalty: 736.087097 Iteration 4F: 3 clusters Score -186426.9 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -186624.765625 Penalty: 736.087097 Iteration 5F: 3 clusters Score -186624.8 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -186730.484375 Penalty: 736.087097 Iteration 6F: 3 clusters Score -186730.5 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1853 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -186792.375000 Penalty: 736.087097 Iteration 7Q: 3 clusters Score -186792.4 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -186824.328125 Penalty: 736.087097 Iteration 8Q: 3 clusters Score -186824.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -186839.718750 Penalty: 736.087097 Iteration 9Q: 3 clusters Score -186839.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -186851.750000 Penalty: 736.087097 Iteration 10Q: 3 clusters Score -186851.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1924 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -186860.140625 Penalty: 736.087097 Iteration 11Q: 3 clusters Score -186860.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1949 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -186873.031250 Penalty: 736.087097 Iteration 12Q: 3 clusters Score -186873 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -186885.531250 Penalty: 736.087097 Iteration 13Q: 3 clusters Score -186885.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1997 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -186895.781250 Penalty: 736.087097 Iteration 14Q: 3 clusters Score -186895.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -186904.046875 Penalty: 736.087097 Iteration 15Q: 3 clusters Score -186904 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2034 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -186910.890625 Penalty: 736.087097 Iteration 16Q: 3 clusters Score -186910.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2061 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -186922.765625 Penalty: 736.087097 Iteration 17Q: 3 clusters Score -186922.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2091 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -186935.421875 Penalty: 736.087097 Iteration 18Q: 3 clusters Score -186935.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2116 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -186944.453125 Penalty: 736.087097 Iteration 19Q: 3 clusters Score -186944.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2135 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -186950.609375 Penalty: 736.087097 Iteration 20F: 3 clusters Score -186950.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2146 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -186954.750000 Penalty: 736.087097 Iteration 21Q: 3 clusters Score -186954.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2161 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -186960.140625 Penalty: 736.087097 Iteration 22Q: 3 clusters Score -186960.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2179 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -186964.859375 Penalty: 736.087097 Iteration 23Q: 3 clusters Score -186964.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2190 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -186969.406250 Penalty: 736.087097 Iteration 24Q: 3 clusters Score -186969.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2207 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -186974.578125 Penalty: 736.087097 Iteration 25Q: 3 clusters Score -186974.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2225 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -186981.703125 Penalty: 736.087097 Iteration 26Q: 3 clusters Score -186981.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2239 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -186986.500000 Penalty: 736.087097 Iteration 27Q: 3 clusters Score -186986.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2254 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -186988.765625 Penalty: 736.087097 Iteration 28Q: 3 clusters Score -186988.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -186989.859375 Penalty: 736.087097 Iteration 29Q: 3 clusters Score -186989.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2266 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -186990.406250 Penalty: 736.087097 Iteration 30Q: 3 clusters Score -186990.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -186990.906250 Penalty: 736.087097 Iteration 31Q: 3 clusters Score -186990.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -186990.906250 Penalty: 736.087097 Iteration 32F: 3 clusters Score -186990.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 87 members Mstep: Class 1 contains 102749 members Mstep: Class 2 contains 11615 members Mstep: Class 3 contains 950 members Mstep: Class 4 contains 2517 members Mstep: Class 5 contains 4361 members Mstep: Class 6 contains 57535 members Mstep: Class 7 contains 2991 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 11038 members Mstep: Class 10 contains 9122 members Mstep: Class 11 contains 6155 members Mstep: Class 12 contains 3895 members Mstep: Class 13 contains 2269 members Mstep: Class 14 contains 1251 members Mstep: Class 15 contains 6752 members Mstep: Class 16 contains 3992 members Mstep: Class 17 contains 676 members Mstep: Class 18 contains 19886 members Mstep: Class 19 contains 14650 members Mstep: Class 20 contains 9616 members Mstep: Class 21 contains 276 members Mstep: Class 22 contains 21774 members Mstep: Class 23 contains 722 members Mstep: Class 24 contains 7983 members Mstep: Class 25 contains 7822 members Mstep: Class 26 contains 989 members Entering Unmasked Estep Score: -17791138.000000 Penalty: 14965.171875 Splitting cluster 13 changes total score from -17789614.000000 to -17791138.000000 So it's getting split into cluster 26. Entering ConstructFrom: Trying to split cluster 14 (1251 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Entering Unmasked Estep Score: -60858.675781 Penalty: 324.492279 Iteration 0F: 2 clusters Score -60858.68 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 654 members Entering Unmasked Estep Score: -59902.273438 Penalty: 648.984558 Iteration 0F: 3 clusters Score -59902.27 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -60256.136719 Penalty: 648.984558 Iteration 1F: 3 clusters Score -60256.14 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -60367.000000 Penalty: 648.984558 Iteration 2F: 3 clusters Score -60367 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -60428.050781 Penalty: 648.984558 Iteration 3F: 3 clusters Score -60428.05 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -60465.003906 Penalty: 648.984558 Iteration 4Q: 3 clusters Score -60465 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -60499.222656 Penalty: 648.984558 Iteration 5Q: 3 clusters Score -60499.22 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -60527.617188 Penalty: 648.984558 Iteration 6Q: 3 clusters Score -60527.62 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -60548.472656 Penalty: 648.984558 Iteration 7Q: 3 clusters Score -60548.47 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -60561.917969 Penalty: 648.984558 Iteration 8Q: 3 clusters Score -60561.92 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -60574.136719 Penalty: 648.984558 Iteration 9Q: 3 clusters Score -60574.14 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -60577.718750 Penalty: 648.984558 Iteration 10Q: 3 clusters Score -60577.72 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -60580.605469 Penalty: 648.984558 Iteration 11Q: 3 clusters Score -60580.61 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -60589.363281 Penalty: 648.984558 Iteration 12Q: 3 clusters Score -60589.36 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -60598.351562 Penalty: 648.984558 Iteration 13Q: 3 clusters Score -60598.35 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -60603.695312 Penalty: 648.984558 Iteration 14Q: 3 clusters Score -60603.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -60610.171875 Penalty: 648.984558 Iteration 15Q: 3 clusters Score -60610.17 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -60620.765625 Penalty: 648.984558 Iteration 16Q: 3 clusters Score -60620.77 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -60637.839844 Penalty: 648.984558 Iteration 17Q: 3 clusters Score -60637.84 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -60647.289062 Penalty: 648.984558 Iteration 18Q: 3 clusters Score -60647.29 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -60653.378906 Penalty: 648.984558 Iteration 19Q: 3 clusters Score -60653.38 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -60657.074219 Penalty: 648.984558 Iteration 20F: 3 clusters Score -60657.07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -60658.433594 Penalty: 648.984558 Iteration 21Q: 3 clusters Score -60658.43 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -60661.605469 Penalty: 648.984558 Iteration 22Q: 3 clusters Score -60661.61 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -60662.468750 Penalty: 648.984558 Iteration 23Q: 3 clusters Score -60662.47 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -60666.050781 Penalty: 648.984558 Iteration 24Q: 3 clusters Score -60666.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -60666.609375 Penalty: 648.984558 Iteration 25Q: 3 clusters Score -60666.61 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -60666.609375 Penalty: 648.984558 Iteration 26F: 3 clusters Score -60666.61 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (6752 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6752 members Entering Unmasked Estep Score: -359006.593750 Penalty: 401.200500 Iteration 0F: 2 clusters Score -359006.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3434 members Mstep: Class 2 contains 3318 members Entering Unmasked Estep Score: -354508.781250 Penalty: 802.401001 Iteration 0F: 3 clusters Score -354508.8 nChanged 3117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3705 members Mstep: Class 2 contains 3047 members Entering Unmasked Estep Score: -356442.937500 Penalty: 802.401001 Iteration 1F: 3 clusters Score -356442.9 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3857 members Mstep: Class 2 contains 2895 members Entering Unmasked Estep Score: -356806.437500 Penalty: 802.401001 Iteration 2F: 3 clusters Score -356806.4 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4032 members Mstep: Class 2 contains 2720 members Entering Unmasked Estep Score: -357175.750000 Penalty: 802.401001 Iteration 3F: 3 clusters Score -357175.8 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4218 members Mstep: Class 2 contains 2534 members Entering Unmasked Estep Score: -357570.500000 Penalty: 802.401001 Iteration 4F: 3 clusters Score -357570.5 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4357 members Mstep: Class 2 contains 2395 members Entering Unmasked Estep Score: -357919.562500 Penalty: 802.401001 Iteration 5F: 3 clusters Score -357919.6 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4431 members Mstep: Class 2 contains 2321 members Entering Unmasked Estep Score: -358172.562500 Penalty: 802.401001 Iteration 6F: 3 clusters Score -358172.6 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4489 members Mstep: Class 2 contains 2263 members Entering Unmasked Estep Score: -358306.593750 Penalty: 802.401001 Iteration 7Q: 3 clusters Score -358306.6 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4538 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -358401.250000 Penalty: 802.401001 Iteration 8Q: 3 clusters Score -358401.2 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4562 members Mstep: Class 2 contains 2190 members Entering Unmasked Estep Score: -358463.750000 Penalty: 802.401001 Iteration 9Q: 3 clusters Score -358463.8 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4580 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -358505.906250 Penalty: 802.401001 Iteration 10Q: 3 clusters Score -358505.9 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4584 members Mstep: Class 2 contains 2168 members Entering Unmasked Estep Score: -358541.843750 Penalty: 802.401001 Iteration 11Q: 3 clusters Score -358541.8 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4584 members Mstep: Class 2 contains 2168 members Entering Unmasked Estep Score: -358567.000000 Penalty: 802.401001 Iteration 12Q: 3 clusters Score -358567 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4593 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -358592.593750 Penalty: 802.401001 Iteration 13Q: 3 clusters Score -358592.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4608 members Mstep: Class 2 contains 2144 members Entering Unmasked Estep Score: -358613.343750 Penalty: 802.401001 Iteration 14Q: 3 clusters Score -358613.3 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4615 members Mstep: Class 2 contains 2137 members Entering Unmasked Estep Score: -358633.468750 Penalty: 802.401001 Iteration 15Q: 3 clusters Score -358633.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4620 members Mstep: Class 2 contains 2132 members Entering Unmasked Estep Score: -358649.625000 Penalty: 802.401001 Iteration 16Q: 3 clusters Score -358649.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4625 members Mstep: Class 2 contains 2127 members Entering Unmasked Estep Score: -358662.093750 Penalty: 802.401001 Iteration 17Q: 3 clusters Score -358662.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4627 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -358670.750000 Penalty: 802.401001 Iteration 18Q: 3 clusters Score -358670.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4637 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -358679.125000 Penalty: 802.401001 Iteration 19Q: 3 clusters Score -358679.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4637 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -358683.718750 Penalty: 802.401001 Iteration 20F: 3 clusters Score -358683.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4633 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -358686.687500 Penalty: 802.401001 Iteration 21Q: 3 clusters Score -358686.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4623 members Mstep: Class 2 contains 2129 members Entering Unmasked Estep Score: -358689.312500 Penalty: 802.401001 Iteration 22Q: 3 clusters Score -358689.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4617 members Mstep: Class 2 contains 2135 members Entering Unmasked Estep Score: -358690.187500 Penalty: 802.401001 Iteration 23Q: 3 clusters Score -358690.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4610 members Mstep: Class 2 contains 2142 members Entering Unmasked Estep Score: -358690.156250 Penalty: 802.401001 Iteration 24Q: 3 clusters Score -358690.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4604 members Mstep: Class 2 contains 2148 members Entering Unmasked Estep Score: -358690.906250 Penalty: 802.401001 Iteration 25Q: 3 clusters Score -358690.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4600 members Mstep: Class 2 contains 2152 members Entering Unmasked Estep Score: -358691.187500 Penalty: 802.401001 Iteration 26Q: 3 clusters Score -358691.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4593 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -358692.531250 Penalty: 802.401001 Iteration 27Q: 3 clusters Score -358692.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4588 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -358692.218750 Penalty: 802.401001 Iteration 28Q: 3 clusters Score -358692.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4586 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -358692.968750 Penalty: 802.401001 Iteration 29Q: 3 clusters Score -358693 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4582 members Mstep: Class 2 contains 2170 members Entering Unmasked Estep Score: -358693.281250 Penalty: 802.401001 Iteration 30Q: 3 clusters Score -358693.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4576 members Mstep: Class 2 contains 2176 members Entering Unmasked Estep Score: -358694.875000 Penalty: 802.401001 Iteration 31Q: 3 clusters Score -358694.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4568 members Mstep: Class 2 contains 2184 members Entering Unmasked Estep Score: -358695.406250 Penalty: 802.401001 Iteration 32Q: 3 clusters Score -358695.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4558 members Mstep: Class 2 contains 2194 members Entering Unmasked Estep Score: -358696.781250 Penalty: 802.401001 Iteration 33Q: 3 clusters Score -358696.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4549 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -358699.093750 Penalty: 802.401001 Iteration 34Q: 3 clusters Score -358699.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4543 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -358698.906250 Penalty: 802.401001 Iteration 35Q: 3 clusters Score -358698.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4539 members Mstep: Class 2 contains 2213 members Entering Unmasked Estep Score: -358698.906250 Penalty: 802.401001 Iteration 36Q: 3 clusters Score -358698.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4530 members Mstep: Class 2 contains 2222 members Entering Unmasked Estep Score: -358700.500000 Penalty: 802.401001 Iteration 37Q: 3 clusters Score -358700.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4523 members Mstep: Class 2 contains 2229 members Entering Unmasked Estep Score: -358700.312500 Penalty: 802.401001 Iteration 38Q: 3 clusters Score -358700.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4513 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -358702.281250 Penalty: 802.401001 Iteration 39Q: 3 clusters Score -358702.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4501 members Mstep: Class 2 contains 2251 members Entering Unmasked Estep Score: -358703.937500 Penalty: 802.401001 Iteration 40F: 3 clusters Score -358703.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4489 members Mstep: Class 2 contains 2263 members Entering Unmasked Estep Score: -358707.437500 Penalty: 802.401001 Iteration 41Q: 3 clusters Score -358707.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4470 members Mstep: Class 2 contains 2282 members Entering Unmasked Estep Score: -358710.281250 Penalty: 802.401001 Iteration 42Q: 3 clusters Score -358710.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4457 members Mstep: Class 2 contains 2295 members Entering Unmasked Estep Score: -358711.843750 Penalty: 802.401001 Iteration 43Q: 3 clusters Score -358711.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4446 members Mstep: Class 2 contains 2306 members Entering Unmasked Estep Score: -358713.437500 Penalty: 802.401001 Iteration 44Q: 3 clusters Score -358713.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4436 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -358715.781250 Penalty: 802.401001 Iteration 45Q: 3 clusters Score -358715.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4423 members Mstep: Class 2 contains 2329 members Entering Unmasked Estep Score: -358718.468750 Penalty: 802.401001 Iteration 46Q: 3 clusters Score -358718.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4414 members Mstep: Class 2 contains 2338 members Entering Unmasked Estep Score: -358719.656250 Penalty: 802.401001 Iteration 47Q: 3 clusters Score -358719.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4406 members Mstep: Class 2 contains 2346 members Entering Unmasked Estep Score: -358722.625000 Penalty: 802.401001 Iteration 48Q: 3 clusters Score -358722.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4398 members Mstep: Class 2 contains 2354 members Entering Unmasked Estep Score: -358723.093750 Penalty: 802.401001 Iteration 49Q: 3 clusters Score -358723.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4385 members Mstep: Class 2 contains 2367 members Entering Unmasked Estep Score: -358724.406250 Penalty: 802.401001 Iteration 50Q: 3 clusters Score -358724.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4371 members Mstep: Class 2 contains 2381 members Entering Unmasked Estep Score: -358726.000000 Penalty: 802.401001 Iteration 51Q: 3 clusters Score -358726 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4362 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -358726.312500 Penalty: 802.401001 Iteration 52Q: 3 clusters Score -358726.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4354 members Mstep: Class 2 contains 2398 members Entering Unmasked Estep Score: -358727.125000 Penalty: 802.401001 Iteration 53Q: 3 clusters Score -358727.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4348 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -358726.906250 Penalty: 802.401001 Iteration 54Q: 3 clusters Score -358726.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4345 members Mstep: Class 2 contains 2407 members Entering Unmasked Estep Score: -358727.843750 Penalty: 802.401001 Iteration 55Q: 3 clusters Score -358727.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4343 members Mstep: Class 2 contains 2409 members Entering Unmasked Estep Score: -358728.218750 Penalty: 802.401001 Iteration 56Q: 3 clusters Score -358728.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4342 members Mstep: Class 2 contains 2410 members Entering Unmasked Estep Score: -358728.625000 Penalty: 802.401001 Iteration 57Q: 3 clusters Score -358728.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4341 members Mstep: Class 2 contains 2411 members Entering Unmasked Estep Score: -358727.937500 Penalty: 802.401001 Iteration 58Q: 3 clusters Score -358727.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4339 members Mstep: Class 2 contains 2413 members Entering Unmasked Estep Score: -358728.625000 Penalty: 802.401001 Iteration 59Q: 3 clusters Score -358728.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4338 members Mstep: Class 2 contains 2414 members Entering Unmasked Estep Score: -358728.875000 Penalty: 802.401001 Iteration 60F: 3 clusters Score -358728.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4337 members Mstep: Class 2 contains 2415 members Entering Unmasked Estep Score: -358728.875000 Penalty: 802.401001 Iteration 61Q: 3 clusters Score -358728.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4336 members Mstep: Class 2 contains 2416 members Entering Unmasked Estep Score: -358728.281250 Penalty: 802.401001 Iteration 62Q: 3 clusters Score -358728.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4336 members Mstep: Class 2 contains 2416 members Entering Unmasked Estep Score: -358728.281250 Penalty: 802.401001 Iteration 63F: 3 clusters Score -358728.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (3992 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3992 members Entering Unmasked Estep Score: -184472.796875 Penalty: 377.288147 Iteration 0F: 2 clusters Score -184472.8 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 2010 members Entering Unmasked Estep Score: -181768.718750 Penalty: 754.576294 Iteration 0F: 3 clusters Score -181768.7 nChanged 1760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -183001.125000 Penalty: 754.576294 Iteration 1F: 3 clusters Score -183001.1 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Mstep: Class 2 contains 2199 members Entering Unmasked Estep Score: -183223.062500 Penalty: 754.576294 Iteration 2F: 3 clusters Score -183223.1 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 2229 members Entering Unmasked Estep Score: -183406.125000 Penalty: 754.576294 Iteration 3F: 3 clusters Score -183406.1 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 2238 members Entering Unmasked Estep Score: -183534.250000 Penalty: 754.576294 Iteration 4F: 3 clusters Score -183534.2 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 2231 members Entering Unmasked Estep Score: -183609.593750 Penalty: 754.576294 Iteration 5Q: 3 clusters Score -183609.6 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -183658.062500 Penalty: 754.576294 Iteration 6Q: 3 clusters Score -183658.1 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1788 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -183686.687500 Penalty: 754.576294 Iteration 7Q: 3 clusters Score -183686.7 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1786 members Mstep: Class 2 contains 2206 members Entering Unmasked Estep Score: -183704.140625 Penalty: 754.576294 Iteration 8Q: 3 clusters Score -183704.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 2212 members Entering Unmasked Estep Score: -183717.843750 Penalty: 754.576294 Iteration 9Q: 3 clusters Score -183717.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 2229 members Entering Unmasked Estep Score: -183725.453125 Penalty: 754.576294 Iteration 10Q: 3 clusters Score -183725.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 2250 members Entering Unmasked Estep Score: -183732.687500 Penalty: 754.576294 Iteration 11Q: 3 clusters Score -183732.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 2283 members Entering Unmasked Estep Score: -183741.453125 Penalty: 754.576294 Iteration 12Q: 3 clusters Score -183741.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 2306 members Entering Unmasked Estep Score: -183748.828125 Penalty: 754.576294 Iteration 13Q: 3 clusters Score -183748.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1670 members Mstep: Class 2 contains 2322 members Entering Unmasked Estep Score: -183754.312500 Penalty: 754.576294 Iteration 14Q: 3 clusters Score -183754.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 2344 members Entering Unmasked Estep Score: -183762.421875 Penalty: 754.576294 Iteration 15Q: 3 clusters Score -183762.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 2371 members Entering Unmasked Estep Score: -183769.859375 Penalty: 754.576294 Iteration 16Q: 3 clusters Score -183769.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 2397 members Entering Unmasked Estep Score: -183776.281250 Penalty: 754.576294 Iteration 17Q: 3 clusters Score -183776.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 2432 members Entering Unmasked Estep Score: -183783.937500 Penalty: 754.576294 Iteration 18Q: 3 clusters Score -183783.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 2455 members Entering Unmasked Estep Score: -183788.953125 Penalty: 754.576294 Iteration 19Q: 3 clusters Score -183789 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 2478 members Entering Unmasked Estep Score: -183794.875000 Penalty: 754.576294 Iteration 20F: 3 clusters Score -183794.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 2496 members Entering Unmasked Estep Score: -183803.187500 Penalty: 754.576294 Iteration 21Q: 3 clusters Score -183803.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 2524 members Entering Unmasked Estep Score: -183812.156250 Penalty: 754.576294 Iteration 22Q: 3 clusters Score -183812.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 2546 members Entering Unmasked Estep Score: -183817.390625 Penalty: 754.576294 Iteration 23Q: 3 clusters Score -183817.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 2568 members Entering Unmasked Estep Score: -183822.828125 Penalty: 754.576294 Iteration 24Q: 3 clusters Score -183822.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 2594 members Entering Unmasked Estep Score: -183828.203125 Penalty: 754.576294 Iteration 25Q: 3 clusters Score -183828.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 2613 members Entering Unmasked Estep Score: -183831.921875 Penalty: 754.576294 Iteration 26Q: 3 clusters Score -183831.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 2640 members Entering Unmasked Estep Score: -183839.250000 Penalty: 754.576294 Iteration 27Q: 3 clusters Score -183839.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 2665 members Entering Unmasked Estep Score: -183849.953125 Penalty: 754.576294 Iteration 28Q: 3 clusters Score -183850 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 2692 members Entering Unmasked Estep Score: -183857.921875 Penalty: 754.576294 Iteration 29Q: 3 clusters Score -183857.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 2719 members Entering Unmasked Estep Score: -183864.593750 Penalty: 754.576294 Iteration 30Q: 3 clusters Score -183864.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 2742 members Entering Unmasked Estep Score: -183870.203125 Penalty: 754.576294 Iteration 31Q: 3 clusters Score -183870.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 2766 members Entering Unmasked Estep Score: -183875.656250 Penalty: 754.576294 Iteration 32Q: 3 clusters Score -183875.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 2776 members Entering Unmasked Estep Score: -183879.953125 Penalty: 754.576294 Iteration 33Q: 3 clusters Score -183880 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 2784 members Entering Unmasked Estep Score: -183884.781250 Penalty: 754.576294 Iteration 34Q: 3 clusters Score -183884.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 2799 members Entering Unmasked Estep Score: -183889.656250 Penalty: 754.576294 Iteration 35Q: 3 clusters Score -183889.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 2820 members Entering Unmasked Estep Score: -183896.281250 Penalty: 754.576294 Iteration 36Q: 3 clusters Score -183896.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 2838 members Entering Unmasked Estep Score: -183901.609375 Penalty: 754.576294 Iteration 37Q: 3 clusters Score -183901.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 2862 members Entering Unmasked Estep Score: -183907.687500 Penalty: 754.576294 Iteration 38Q: 3 clusters Score -183907.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 2884 members Entering Unmasked Estep Score: -183912.265625 Penalty: 754.576294 Iteration 39Q: 3 clusters Score -183912.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 2906 members Entering Unmasked Estep Score: -183917.140625 Penalty: 754.576294 Iteration 40F: 3 clusters Score -183917.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 2925 members Entering Unmasked Estep Score: -183921.203125 Penalty: 754.576294 Iteration 41Q: 3 clusters Score -183921.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 2944 members Entering Unmasked Estep Score: -183925.640625 Penalty: 754.576294 Iteration 42Q: 3 clusters Score -183925.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 2964 members Entering Unmasked Estep Score: -183936.500000 Penalty: 754.576294 Iteration 43Q: 3 clusters Score -183936.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 2986 members Entering Unmasked Estep Score: -183945.093750 Penalty: 754.576294 Iteration 44Q: 3 clusters Score -183945.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 3017 members Entering Unmasked Estep Score: -183956.437500 Penalty: 754.576294 Iteration 45Q: 3 clusters Score -183956.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 3051 members Entering Unmasked Estep Score: -183968.453125 Penalty: 754.576294 Iteration 46Q: 3 clusters Score -183968.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 3088 members Entering Unmasked Estep Score: -183984.531250 Penalty: 754.576294 Iteration 47Q: 3 clusters Score -183984.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 3129 members Entering Unmasked Estep Score: -184006.921875 Penalty: 754.576294 Iteration 48Q: 3 clusters Score -184006.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 3174 members Entering Unmasked Estep Score: -184032.937500 Penalty: 754.576294 Iteration 49Q: 3 clusters Score -184032.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 3220 members Entering Unmasked Estep Score: -184067.265625 Penalty: 754.576294 Iteration 50Q: 3 clusters Score -184067.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 3261 members Entering Unmasked Estep Score: -184107.015625 Penalty: 754.576294 Iteration 51Q: 3 clusters Score -184107 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 3298 members Entering Unmasked Estep Score: -184140.609375 Penalty: 754.576294 Iteration 52Q: 3 clusters Score -184140.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 3333 members Entering Unmasked Estep Score: -184170.062500 Penalty: 754.576294 Iteration 53Q: 3 clusters Score -184170.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 3377 members Entering Unmasked Estep Score: -184196.968750 Penalty: 754.576294 Iteration 54Q: 3 clusters Score -184197 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 3406 members Entering Unmasked Estep Score: -184214.109375 Penalty: 754.576294 Iteration 55Q: 3 clusters Score -184214.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 3426 members Entering Unmasked Estep Score: -184225.359375 Penalty: 754.576294 Iteration 56Q: 3 clusters Score -184225.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 3444 members Entering Unmasked Estep Score: -184234.656250 Penalty: 754.576294 Iteration 57Q: 3 clusters Score -184234.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 3468 members Entering Unmasked Estep Score: -184247.562500 Penalty: 754.576294 Iteration 58Q: 3 clusters Score -184247.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 3487 members Entering Unmasked Estep Score: -184260.343750 Penalty: 754.576294 Iteration 59Q: 3 clusters Score -184260.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 3513 members Entering Unmasked Estep Score: -184274.500000 Penalty: 754.576294 Iteration 60F: 3 clusters Score -184274.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 3529 members Entering Unmasked Estep Score: -184281.062500 Penalty: 754.576294 Iteration 61Q: 3 clusters Score -184281.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 3547 members Entering Unmasked Estep Score: -184288.375000 Penalty: 754.576294 Iteration 62Q: 3 clusters Score -184288.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 3563 members Entering Unmasked Estep Score: -184296.828125 Penalty: 754.576294 Iteration 63Q: 3 clusters Score -184296.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 3581 members Entering Unmasked Estep Score: -184304.687500 Penalty: 754.576294 Iteration 64Q: 3 clusters Score -184304.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 3595 members Entering Unmasked Estep Score: -184310.531250 Penalty: 754.576294 Iteration 65Q: 3 clusters Score -184310.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 3606 members Entering Unmasked Estep Score: -184313.500000 Penalty: 754.576294 Iteration 66Q: 3 clusters Score -184313.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 3610 members Entering Unmasked Estep Score: -184314.312500 Penalty: 754.576294 Iteration 67Q: 3 clusters Score -184314.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 3613 members Entering Unmasked Estep Score: -184314.968750 Penalty: 754.576294 Iteration 68Q: 3 clusters Score -184315 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 3612 members Entering Unmasked Estep Score: -184315.281250 Penalty: 754.576294 Iteration 69Q: 3 clusters Score -184315.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 3612 members Entering Unmasked Estep Score: -184315.281250 Penalty: 754.576294 Iteration 70F: 3 clusters Score -184315.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (676 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Entering Unmasked Estep Score: -27581.214844 Penalty: 296.486786 Iteration 0F: 2 clusters Score -27581.21 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 354 members Entering Unmasked Estep Score: -27011.880859 Penalty: 592.973572 Iteration 0F: 3 clusters Score -27011.88 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -27274.617188 Penalty: 592.973572 Iteration 1F: 3 clusters Score -27274.62 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -27364.478516 Penalty: 592.973572 Iteration 2F: 3 clusters Score -27364.48 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -27397.589844 Penalty: 592.973572 Iteration 3F: 3 clusters Score -27397.59 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -27421.234375 Penalty: 592.973572 Iteration 4Q: 3 clusters Score -27421.23 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -27433.832031 Penalty: 592.973572 Iteration 5Q: 3 clusters Score -27433.83 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -27445.140625 Penalty: 592.973572 Iteration 6Q: 3 clusters Score -27445.14 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -27451.980469 Penalty: 592.973572 Iteration 7Q: 3 clusters Score -27451.98 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -27458.714844 Penalty: 592.973572 Iteration 8Q: 3 clusters Score -27458.71 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -27461.001953 Penalty: 592.973572 Iteration 9Q: 3 clusters Score -27461 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -27464.242188 Penalty: 592.973572 Iteration 10Q: 3 clusters Score -27464.24 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -27466.353516 Penalty: 592.973572 Iteration 11Q: 3 clusters Score -27466.35 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -27468.650391 Penalty: 592.973572 Iteration 12Q: 3 clusters Score -27468.65 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -27470.816406 Penalty: 592.973572 Iteration 13Q: 3 clusters Score -27470.82 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -27473.507812 Penalty: 592.973572 Iteration 14Q: 3 clusters Score -27473.51 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -27475.228516 Penalty: 592.973572 Iteration 15Q: 3 clusters Score -27475.23 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -27478.539062 Penalty: 592.973572 Iteration 16Q: 3 clusters Score -27478.54 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -27488.496094 Penalty: 592.973572 Iteration 17Q: 3 clusters Score -27488.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -27498.708984 Penalty: 592.973572 Iteration 18Q: 3 clusters Score -27498.71 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -27509.326172 Penalty: 592.973572 Iteration 19Q: 3 clusters Score -27509.33 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -27512.033203 Penalty: 592.973572 Iteration 20F: 3 clusters Score -27512.03 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -27515.890625 Penalty: 592.973572 Iteration 21Q: 3 clusters Score -27515.89 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -27519.693359 Penalty: 592.973572 Iteration 22Q: 3 clusters Score -27519.69 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -27521.306641 Penalty: 592.973572 Iteration 23Q: 3 clusters Score -27521.31 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -27521.416016 Penalty: 592.973572 Iteration 24Q: 3 clusters Score -27521.42 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -27521.416016 Penalty: 592.973572 Iteration 25F: 3 clusters Score -27521.42 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (19886 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19886 members Entering Unmasked Estep Score: -1162422.500000 Penalty: 450.348572 Iteration 0F: 2 clusters Score -1162422 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9934 members Mstep: Class 2 contains 9952 members Entering Unmasked Estep Score: -1149358.125000 Penalty: 900.697144 Iteration 0F: 3 clusters Score -1149358 nChanged 9388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9186 members Mstep: Class 2 contains 10700 members Entering Unmasked Estep Score: -1155634.875000 Penalty: 900.697144 Iteration 1F: 3 clusters Score -1155635 nChanged 1571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8623 members Mstep: Class 2 contains 11263 members Entering Unmasked Estep Score: -1156547.375000 Penalty: 900.697144 Iteration 2F: 3 clusters Score -1156547 nChanged 1371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8034 members Mstep: Class 2 contains 11852 members Entering Unmasked Estep Score: -1157292.375000 Penalty: 900.697144 Iteration 3F: 3 clusters Score -1157292 nChanged 1195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7455 members Mstep: Class 2 contains 12431 members Entering Unmasked Estep Score: -1157913.625000 Penalty: 900.697144 Iteration 4F: 3 clusters Score -1157914 nChanged 951 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6932 members Mstep: Class 2 contains 12954 members Entering Unmasked Estep Score: -1158408.750000 Penalty: 900.697144 Iteration 5Q: 3 clusters Score -1158409 nChanged 757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6463 members Mstep: Class 2 contains 13423 members Entering Unmasked Estep Score: -1158827.625000 Penalty: 900.697144 Iteration 6Q: 3 clusters Score -1158828 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6043 members Mstep: Class 2 contains 13843 members Entering Unmasked Estep Score: -1159211.000000 Penalty: 900.697144 Iteration 7Q: 3 clusters Score -1159211 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5650 members Mstep: Class 2 contains 14236 members Entering Unmasked Estep Score: -1159569.000000 Penalty: 900.697144 Iteration 8Q: 3 clusters Score -1159569 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5255 members Mstep: Class 2 contains 14631 members Entering Unmasked Estep Score: -1159919.125000 Penalty: 900.697144 Iteration 9Q: 3 clusters Score -1159919 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4882 members Mstep: Class 2 contains 15004 members Entering Unmasked Estep Score: -1160175.250000 Penalty: 900.697144 Iteration 10Q: 3 clusters Score -1160175 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4517 members Mstep: Class 2 contains 15369 members Entering Unmasked Estep Score: -1160390.250000 Penalty: 900.697144 Iteration 11Q: 3 clusters Score -1160390 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4149 members Mstep: Class 2 contains 15737 members Entering Unmasked Estep Score: -1160563.500000 Penalty: 900.697144 Iteration 12Q: 3 clusters Score -1160564 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3797 members Mstep: Class 2 contains 16089 members Entering Unmasked Estep Score: -1160702.375000 Penalty: 900.697144 Iteration 13Q: 3 clusters Score -1160702 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3495 members Mstep: Class 2 contains 16391 members Entering Unmasked Estep Score: -1160807.875000 Penalty: 900.697144 Iteration 14Q: 3 clusters Score -1160808 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3237 members Mstep: Class 2 contains 16649 members Entering Unmasked Estep Score: -1160892.250000 Penalty: 900.697144 Iteration 15Q: 3 clusters Score -1160892 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2983 members Mstep: Class 2 contains 16903 members Entering Unmasked Estep Score: -1160984.750000 Penalty: 900.697144 Iteration 16Q: 3 clusters Score -1160985 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2724 members Mstep: Class 2 contains 17162 members Entering Unmasked Estep Score: -1161069.250000 Penalty: 900.697144 Iteration 17Q: 3 clusters Score -1161069 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2499 members Mstep: Class 2 contains 17387 members Entering Unmasked Estep Score: -1161136.500000 Penalty: 900.697144 Iteration 18Q: 3 clusters Score -1161136 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2296 members Mstep: Class 2 contains 17590 members Entering Unmasked Estep Score: -1161205.250000 Penalty: 900.697144 Iteration 19Q: 3 clusters Score -1161205 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2096 members Mstep: Class 2 contains 17790 members Entering Unmasked Estep Score: -1161272.500000 Penalty: 900.697144 Iteration 20F: 3 clusters Score -1161272 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 17977 members Entering Unmasked Estep Score: -1161339.875000 Penalty: 900.697144 Iteration 21Q: 3 clusters Score -1161340 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 18160 members Entering Unmasked Estep Score: -1161412.250000 Penalty: 900.697144 Iteration 22Q: 3 clusters Score -1161412 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 18335 members Entering Unmasked Estep Score: -1161485.625000 Penalty: 900.697144 Iteration 23Q: 3 clusters Score -1161486 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 18507 members Entering Unmasked Estep Score: -1161559.750000 Penalty: 900.697144 Iteration 24Q: 3 clusters Score -1161560 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 18657 members Entering Unmasked Estep Score: -1161615.375000 Penalty: 900.697144 Iteration 25Q: 3 clusters Score -1161615 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 18779 members Entering Unmasked Estep Score: -1161662.750000 Penalty: 900.697144 Iteration 26Q: 3 clusters Score -1161663 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 18902 members Entering Unmasked Estep Score: -1161718.125000 Penalty: 900.697144 Iteration 27Q: 3 clusters Score -1161718 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 19031 members Entering Unmasked Estep Score: -1161781.500000 Penalty: 900.697144 Iteration 28Q: 3 clusters Score -1161782 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 19138 members Entering Unmasked Estep Score: -1161829.250000 Penalty: 900.697144 Iteration 29Q: 3 clusters Score -1161829 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 19228 members Entering Unmasked Estep Score: -1161870.750000 Penalty: 900.697144 Iteration 30Q: 3 clusters Score -1161871 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 19305 members Entering Unmasked Estep Score: -1161910.625000 Penalty: 900.697144 Iteration 31Q: 3 clusters Score -1161911 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 19368 members Entering Unmasked Estep Score: -1161943.750000 Penalty: 900.697144 Iteration 32Q: 3 clusters Score -1161944 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 19425 members Entering Unmasked Estep Score: -1161975.375000 Penalty: 900.697144 Iteration 33Q: 3 clusters Score -1161975 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 19475 members Entering Unmasked Estep Score: -1162002.625000 Penalty: 900.697144 Iteration 34Q: 3 clusters Score -1162003 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 19523 members Entering Unmasked Estep Score: -1162029.750000 Penalty: 900.697144 Iteration 35Q: 3 clusters Score -1162030 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 19563 members Entering Unmasked Estep Score: -1162049.500000 Penalty: 900.697144 Iteration 36Q: 3 clusters Score -1162050 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 19589 members Entering Unmasked Estep Score: -1162064.375000 Penalty: 900.697144 Iteration 37Q: 3 clusters Score -1162064 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 19607 members Entering Unmasked Estep Score: -1162072.750000 Penalty: 900.697144 Iteration 38Q: 3 clusters Score -1162073 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 19622 members Entering Unmasked Estep Score: -1162081.750000 Penalty: 900.697144 Iteration 39Q: 3 clusters Score -1162082 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 19637 members Entering Unmasked Estep Score: -1162089.625000 Penalty: 900.697144 Iteration 40F: 3 clusters Score -1162090 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 19642 members Entering Unmasked Estep Score: -1162091.625000 Penalty: 900.697144 Iteration 41Q: 3 clusters Score -1162092 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 19646 members Entering Unmasked Estep Score: -1162093.125000 Penalty: 900.697144 Iteration 42Q: 3 clusters Score -1162093 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 19646 members Entering Unmasked Estep Score: -1162093.125000 Penalty: 900.697144 Iteration 43F: 3 clusters Score -1162093 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (14650 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14650 members Entering Unmasked Estep Score: -841730.062500 Penalty: 436.444885 Iteration 0F: 2 clusters Score -841730.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7316 members Mstep: Class 2 contains 7334 members Entering Unmasked Estep Score: -831992.000000 Penalty: 872.889771 Iteration 0F: 3 clusters Score -831992 nChanged 6925 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7397 members Mstep: Class 2 contains 7253 members Entering Unmasked Estep Score: -836319.375000 Penalty: 872.889771 Iteration 1F: 3 clusters Score -836319.4 nChanged 1028 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7295 members Mstep: Class 2 contains 7355 members Entering Unmasked Estep Score: -836922.500000 Penalty: 872.889771 Iteration 2F: 3 clusters Score -836922.5 nChanged 1071 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7126 members Mstep: Class 2 contains 7524 members Entering Unmasked Estep Score: -837698.437500 Penalty: 872.889771 Iteration 3F: 3 clusters Score -837698.4 nChanged 1075 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6829 members Mstep: Class 2 contains 7821 members Entering Unmasked Estep Score: -838527.812500 Penalty: 872.889771 Iteration 4F: 3 clusters Score -838527.8 nChanged 968 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6501 members Mstep: Class 2 contains 8149 members Entering Unmasked Estep Score: -839178.312500 Penalty: 872.889771 Iteration 5F: 3 clusters Score -839178.3 nChanged 728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6219 members Mstep: Class 2 contains 8431 members Entering Unmasked Estep Score: -839552.312500 Penalty: 872.889771 Iteration 6Q: 3 clusters Score -839552.3 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5987 members Mstep: Class 2 contains 8663 members Entering Unmasked Estep Score: -839773.375000 Penalty: 872.889771 Iteration 7Q: 3 clusters Score -839773.4 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5788 members Mstep: Class 2 contains 8862 members Entering Unmasked Estep Score: -839903.875000 Penalty: 872.889771 Iteration 8Q: 3 clusters Score -839903.9 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5603 members Mstep: Class 2 contains 9047 members Entering Unmasked Estep Score: -839991.437500 Penalty: 872.889771 Iteration 9Q: 3 clusters Score -839991.4 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5420 members Mstep: Class 2 contains 9230 members Entering Unmasked Estep Score: -840065.000000 Penalty: 872.889771 Iteration 10Q: 3 clusters Score -840065 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5237 members Mstep: Class 2 contains 9413 members Entering Unmasked Estep Score: -840127.062500 Penalty: 872.889771 Iteration 11Q: 3 clusters Score -840127.1 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5087 members Mstep: Class 2 contains 9563 members Entering Unmasked Estep Score: -840168.187500 Penalty: 872.889771 Iteration 12Q: 3 clusters Score -840168.2 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4940 members Mstep: Class 2 contains 9710 members Entering Unmasked Estep Score: -840203.937500 Penalty: 872.889771 Iteration 13Q: 3 clusters Score -840203.9 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4791 members Mstep: Class 2 contains 9859 members Entering Unmasked Estep Score: -840242.562500 Penalty: 872.889771 Iteration 14Q: 3 clusters Score -840242.6 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4660 members Mstep: Class 2 contains 9990 members Entering Unmasked Estep Score: -840270.437500 Penalty: 872.889771 Iteration 15Q: 3 clusters Score -840270.4 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4530 members Mstep: Class 2 contains 10120 members Entering Unmasked Estep Score: -840304.000000 Penalty: 872.889771 Iteration 16Q: 3 clusters Score -840304 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4389 members Mstep: Class 2 contains 10261 members Entering Unmasked Estep Score: -840335.875000 Penalty: 872.889771 Iteration 17Q: 3 clusters Score -840335.9 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4247 members Mstep: Class 2 contains 10403 members Entering Unmasked Estep Score: -840368.812500 Penalty: 872.889771 Iteration 18Q: 3 clusters Score -840368.8 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4092 members Mstep: Class 2 contains 10558 members Entering Unmasked Estep Score: -840410.625000 Penalty: 872.889771 Iteration 19Q: 3 clusters Score -840410.6 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3933 members Mstep: Class 2 contains 10717 members Entering Unmasked Estep Score: -840448.250000 Penalty: 872.889771 Iteration 20F: 3 clusters Score -840448.2 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3772 members Mstep: Class 2 contains 10878 members Entering Unmasked Estep Score: -840483.250000 Penalty: 872.889771 Iteration 21Q: 3 clusters Score -840483.2 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3627 members Mstep: Class 2 contains 11023 members Entering Unmasked Estep Score: -840516.750000 Penalty: 872.889771 Iteration 22Q: 3 clusters Score -840516.8 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3488 members Mstep: Class 2 contains 11162 members Entering Unmasked Estep Score: -840552.812500 Penalty: 872.889771 Iteration 23Q: 3 clusters Score -840552.8 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3334 members Mstep: Class 2 contains 11316 members Entering Unmasked Estep Score: -840588.875000 Penalty: 872.889771 Iteration 24Q: 3 clusters Score -840588.9 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3183 members Mstep: Class 2 contains 11467 members Entering Unmasked Estep Score: -840626.937500 Penalty: 872.889771 Iteration 25Q: 3 clusters Score -840626.9 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3034 members Mstep: Class 2 contains 11616 members Entering Unmasked Estep Score: -840670.875000 Penalty: 872.889771 Iteration 26Q: 3 clusters Score -840670.9 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2875 members Mstep: Class 2 contains 11775 members Entering Unmasked Estep Score: -840718.437500 Penalty: 872.889771 Iteration 27Q: 3 clusters Score -840718.4 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2711 members Mstep: Class 2 contains 11939 members Entering Unmasked Estep Score: -840771.562500 Penalty: 872.889771 Iteration 28Q: 3 clusters Score -840771.6 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2572 members Mstep: Class 2 contains 12078 members Entering Unmasked Estep Score: -840818.437500 Penalty: 872.889771 Iteration 29Q: 3 clusters Score -840818.4 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2440 members Mstep: Class 2 contains 12210 members Entering Unmasked Estep Score: -840857.812500 Penalty: 872.889771 Iteration 30Q: 3 clusters Score -840857.8 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2322 members Mstep: Class 2 contains 12328 members Entering Unmasked Estep Score: -840891.687500 Penalty: 872.889771 Iteration 31Q: 3 clusters Score -840891.7 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2220 members Mstep: Class 2 contains 12430 members Entering Unmasked Estep Score: -840924.812500 Penalty: 872.889771 Iteration 32Q: 3 clusters Score -840924.8 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2125 members Mstep: Class 2 contains 12525 members Entering Unmasked Estep Score: -840951.875000 Penalty: 872.889771 Iteration 33Q: 3 clusters Score -840951.9 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2039 members Mstep: Class 2 contains 12611 members Entering Unmasked Estep Score: -840972.000000 Penalty: 872.889771 Iteration 34Q: 3 clusters Score -840972 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 12689 members Entering Unmasked Estep Score: -840985.937500 Penalty: 872.889771 Iteration 35Q: 3 clusters Score -840985.9 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 12765 members Entering Unmasked Estep Score: -841006.750000 Penalty: 872.889771 Iteration 36Q: 3 clusters Score -841006.8 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 12839 members Entering Unmasked Estep Score: -841024.250000 Penalty: 872.889771 Iteration 37Q: 3 clusters Score -841024.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 12905 members Entering Unmasked Estep Score: -841046.375000 Penalty: 872.889771 Iteration 38Q: 3 clusters Score -841046.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 12969 members Entering Unmasked Estep Score: -841062.500000 Penalty: 872.889771 Iteration 39Q: 3 clusters Score -841062.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 13027 members Entering Unmasked Estep Score: -841075.875000 Penalty: 872.889771 Iteration 40F: 3 clusters Score -841075.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 13085 members Entering Unmasked Estep Score: -841088.937500 Penalty: 872.889771 Iteration 41Q: 3 clusters Score -841088.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 13138 members Entering Unmasked Estep Score: -841102.250000 Penalty: 872.889771 Iteration 42Q: 3 clusters Score -841102.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 13186 members Entering Unmasked Estep Score: -841116.000000 Penalty: 872.889771 Iteration 43Q: 3 clusters Score -841116 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 13231 members Entering Unmasked Estep Score: -841128.312500 Penalty: 872.889771 Iteration 44Q: 3 clusters Score -841128.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 13274 members Entering Unmasked Estep Score: -841141.187500 Penalty: 872.889771 Iteration 45Q: 3 clusters Score -841141.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 13318 members Entering Unmasked Estep Score: -841148.375000 Penalty: 872.889771 Iteration 46Q: 3 clusters Score -841148.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 13358 members Entering Unmasked Estep Score: -841161.250000 Penalty: 872.889771 Iteration 47Q: 3 clusters Score -841161.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 13393 members Entering Unmasked Estep Score: -841173.687500 Penalty: 872.889771 Iteration 48Q: 3 clusters Score -841173.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 13428 members Entering Unmasked Estep Score: -841185.000000 Penalty: 872.889771 Iteration 49Q: 3 clusters Score -841185 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 13471 members Entering Unmasked Estep Score: -841205.812500 Penalty: 872.889771 Iteration 50Q: 3 clusters Score -841205.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 13518 members Entering Unmasked Estep Score: -841226.937500 Penalty: 872.889771 Iteration 51Q: 3 clusters Score -841226.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 13556 members Entering Unmasked Estep Score: -841238.000000 Penalty: 872.889771 Iteration 52Q: 3 clusters Score -841238 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 13589 members Entering Unmasked Estep Score: -841246.500000 Penalty: 872.889771 Iteration 53Q: 3 clusters Score -841246.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 13623 members Entering Unmasked Estep Score: -841258.250000 Penalty: 872.889771 Iteration 54Q: 3 clusters Score -841258.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 13653 members Entering Unmasked Estep Score: -841266.375000 Penalty: 872.889771 Iteration 55Q: 3 clusters Score -841266.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 13680 members Entering Unmasked Estep Score: -841276.187500 Penalty: 872.889771 Iteration 56Q: 3 clusters Score -841276.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 13709 members Entering Unmasked Estep Score: -841286.125000 Penalty: 872.889771 Iteration 57Q: 3 clusters Score -841286.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 13731 members Entering Unmasked Estep Score: -841291.312500 Penalty: 872.889771 Iteration 58Q: 3 clusters Score -841291.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 13750 members Entering Unmasked Estep Score: -841294.750000 Penalty: 872.889771 Iteration 59Q: 3 clusters Score -841294.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 13770 members Entering Unmasked Estep Score: -841300.500000 Penalty: 872.889771 Iteration 60F: 3 clusters Score -841300.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 13785 members Entering Unmasked Estep Score: -841305.187500 Penalty: 872.889771 Iteration 61Q: 3 clusters Score -841305.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 13797 members Entering Unmasked Estep Score: -841308.000000 Penalty: 872.889771 Iteration 62Q: 3 clusters Score -841308 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 13815 members Entering Unmasked Estep Score: -841312.062500 Penalty: 872.889771 Iteration 63Q: 3 clusters Score -841312.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 13830 members Entering Unmasked Estep Score: -841316.187500 Penalty: 872.889771 Iteration 64Q: 3 clusters Score -841316.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 13845 members Entering Unmasked Estep Score: -841318.625000 Penalty: 872.889771 Iteration 65Q: 3 clusters Score -841318.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 13857 members Entering Unmasked Estep Score: -841321.375000 Penalty: 872.889771 Iteration 66Q: 3 clusters Score -841321.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 13866 members Entering Unmasked Estep Score: -841324.625000 Penalty: 872.889771 Iteration 67Q: 3 clusters Score -841324.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 13873 members Entering Unmasked Estep Score: -841326.500000 Penalty: 872.889771 Iteration 68Q: 3 clusters Score -841326.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 13876 members Entering Unmasked Estep Score: -841325.875000 Penalty: 872.889771 Iteration 69Q: 3 clusters Score -841325.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 13879 members Entering Unmasked Estep Score: -841326.750000 Penalty: 872.889771 Iteration 70Q: 3 clusters Score -841326.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 13883 members Entering Unmasked Estep Score: -841328.187500 Penalty: 872.889771 Iteration 71Q: 3 clusters Score -841328.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 13885 members Entering Unmasked Estep Score: -841325.937500 Penalty: 872.889771 Iteration 72Q: 3 clusters Score -841325.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 13886 members Entering Unmasked Estep Score: -841326.187500 Penalty: 872.889771 Iteration 73Q: 3 clusters Score -841326.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 13886 members Entering Unmasked Estep Score: -841326.187500 Penalty: 872.889771 Iteration 74F: 3 clusters Score -841326.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (9616 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9616 members Entering Unmasked Estep Score: -520570.625000 Penalty: 417.288849 Iteration 0F: 2 clusters Score -520570.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4819 members Mstep: Class 2 contains 4797 members Entering Unmasked Estep Score: -514130.812500 Penalty: 834.577698 Iteration 0F: 3 clusters Score -514130.8 nChanged 4482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4965 members Mstep: Class 2 contains 4651 members Entering Unmasked Estep Score: -516790.062500 Penalty: 834.577698 Iteration 1F: 3 clusters Score -516790.1 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4990 members Mstep: Class 2 contains 4626 members Entering Unmasked Estep Score: -517050.218750 Penalty: 834.577698 Iteration 2F: 3 clusters Score -517050.2 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4983 members Mstep: Class 2 contains 4633 members Entering Unmasked Estep Score: -517284.343750 Penalty: 834.577698 Iteration 3F: 3 clusters Score -517284.3 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4956 members Mstep: Class 2 contains 4660 members Entering Unmasked Estep Score: -517564.968750 Penalty: 834.577698 Iteration 4F: 3 clusters Score -517565 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4931 members Mstep: Class 2 contains 4685 members Entering Unmasked Estep Score: -517933.062500 Penalty: 834.577698 Iteration 5F: 3 clusters Score -517933.1 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4940 members Mstep: Class 2 contains 4676 members Entering Unmasked Estep Score: -518274.656250 Penalty: 834.577698 Iteration 6F: 3 clusters Score -518274.7 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4985 members Mstep: Class 2 contains 4631 members Entering Unmasked Estep Score: -518553.375000 Penalty: 834.577698 Iteration 7Q: 3 clusters Score -518553.4 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5024 members Mstep: Class 2 contains 4592 members Entering Unmasked Estep Score: -518825.312500 Penalty: 834.577698 Iteration 8Q: 3 clusters Score -518825.3 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5061 members Mstep: Class 2 contains 4555 members Entering Unmasked Estep Score: -519124.312500 Penalty: 834.577698 Iteration 9Q: 3 clusters Score -519124.3 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5096 members Mstep: Class 2 contains 4520 members Entering Unmasked Estep Score: -519414.281250 Penalty: 834.577698 Iteration 10Q: 3 clusters Score -519414.3 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5127 members Mstep: Class 2 contains 4489 members Entering Unmasked Estep Score: -519658.312500 Penalty: 834.577698 Iteration 11Q: 3 clusters Score -519658.3 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5148 members Mstep: Class 2 contains 4468 members Entering Unmasked Estep Score: -519885.250000 Penalty: 834.577698 Iteration 12Q: 3 clusters Score -519885.2 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5139 members Mstep: Class 2 contains 4477 members Entering Unmasked Estep Score: -520080.656250 Penalty: 834.577698 Iteration 13Q: 3 clusters Score -520080.7 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5146 members Mstep: Class 2 contains 4470 members Entering Unmasked Estep Score: -520312.593750 Penalty: 834.577698 Iteration 14Q: 3 clusters Score -520312.6 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5127 members Mstep: Class 2 contains 4489 members Entering Unmasked Estep Score: -520607.250000 Penalty: 834.577698 Iteration 15Q: 3 clusters Score -520607.2 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5093 members Mstep: Class 2 contains 4523 members Entering Unmasked Estep Score: -520798.187500 Penalty: 834.577698 Iteration 16Q: 3 clusters Score -520798.2 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5022 members Mstep: Class 2 contains 4594 members Entering Unmasked Estep Score: -520866.875000 Penalty: 834.577698 Iteration 17Q: 3 clusters Score -520866.9 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4964 members Mstep: Class 2 contains 4652 members Entering Unmasked Estep Score: -520884.093750 Penalty: 834.577698 Iteration 18Q: 3 clusters Score -520884.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4931 members Mstep: Class 2 contains 4685 members Entering Unmasked Estep Score: -520889.000000 Penalty: 834.577698 Iteration 19Q: 3 clusters Score -520889 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4917 members Mstep: Class 2 contains 4699 members Entering Unmasked Estep Score: -520889.500000 Penalty: 834.577698 Iteration 20F: 3 clusters Score -520889.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4905 members Mstep: Class 2 contains 4711 members Entering Unmasked Estep Score: -520891.968750 Penalty: 834.577698 Iteration 21Q: 3 clusters Score -520892 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4893 members Mstep: Class 2 contains 4723 members Entering Unmasked Estep Score: -520890.375000 Penalty: 834.577698 Iteration 22Q: 3 clusters Score -520890.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4885 members Mstep: Class 2 contains 4731 members Entering Unmasked Estep Score: -520892.250000 Penalty: 834.577698 Iteration 23Q: 3 clusters Score -520892.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4877 members Mstep: Class 2 contains 4739 members Entering Unmasked Estep Score: -520892.093750 Penalty: 834.577698 Iteration 24Q: 3 clusters Score -520892.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4871 members Mstep: Class 2 contains 4745 members Entering Unmasked Estep Score: -520892.406250 Penalty: 834.577698 Iteration 25Q: 3 clusters Score -520892.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4864 members Mstep: Class 2 contains 4752 members Entering Unmasked Estep Score: -520893.781250 Penalty: 834.577698 Iteration 26Q: 3 clusters Score -520893.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4853 members Mstep: Class 2 contains 4763 members Entering Unmasked Estep Score: -520894.218750 Penalty: 834.577698 Iteration 27Q: 3 clusters Score -520894.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4846 members Mstep: Class 2 contains 4770 members Entering Unmasked Estep Score: -520894.781250 Penalty: 834.577698 Iteration 28Q: 3 clusters Score -520894.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4835 members Mstep: Class 2 contains 4781 members Entering Unmasked Estep Score: -520896.343750 Penalty: 834.577698 Iteration 29Q: 3 clusters Score -520896.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4830 members Mstep: Class 2 contains 4786 members Entering Unmasked Estep Score: -520895.937500 Penalty: 834.577698 Iteration 30Q: 3 clusters Score -520895.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4829 members Mstep: Class 2 contains 4787 members Entering Unmasked Estep Score: -520896.250000 Penalty: 834.577698 Iteration 31Q: 3 clusters Score -520896.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4827 members Mstep: Class 2 contains 4789 members Entering Unmasked Estep Score: -520896.250000 Penalty: 834.577698 Iteration 32Q: 3 clusters Score -520896.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4826 members Mstep: Class 2 contains 4790 members Entering Unmasked Estep Score: -520896.000000 Penalty: 834.577698 Iteration 33Q: 3 clusters Score -520896 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4825 members Mstep: Class 2 contains 4791 members Entering Unmasked Estep Score: -520895.531250 Penalty: 834.577698 Iteration 34Q: 3 clusters Score -520895.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4824 members Mstep: Class 2 contains 4792 members Entering Unmasked Estep Score: -520895.656250 Penalty: 834.577698 Iteration 35Q: 3 clusters Score -520895.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4821 members Mstep: Class 2 contains 4795 members Entering Unmasked Estep Score: -520896.875000 Penalty: 834.577698 Iteration 36Q: 3 clusters Score -520896.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4819 members Mstep: Class 2 contains 4797 members Entering Unmasked Estep Score: -520896.687500 Penalty: 834.577698 Iteration 37Q: 3 clusters Score -520896.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4818 members Mstep: Class 2 contains 4798 members Entering Unmasked Estep Score: -520897.218750 Penalty: 834.577698 Iteration 38Q: 3 clusters Score -520897.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4817 members Mstep: Class 2 contains 4799 members Entering Unmasked Estep Score: -520896.031250 Penalty: 834.577698 Iteration 39Q: 3 clusters Score -520896 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4816 members Mstep: Class 2 contains 4800 members Entering Unmasked Estep Score: -520895.968750 Penalty: 834.577698 Iteration 40F: 3 clusters Score -520896 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4815 members Mstep: Class 2 contains 4801 members Entering Unmasked Estep Score: -520896.250000 Penalty: 834.577698 Iteration 41Q: 3 clusters Score -520896.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4815 members Mstep: Class 2 contains 4801 members Entering Unmasked Estep Score: -520896.250000 Penalty: 834.577698 Iteration 42F: 3 clusters Score -520896.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 87 members Mstep: Class 1 contains 102749 members Mstep: Class 2 contains 11615 members Mstep: Class 3 contains 950 members Mstep: Class 4 contains 2517 members Mstep: Class 5 contains 4361 members Mstep: Class 6 contains 57535 members Mstep: Class 7 contains 2991 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 11038 members Mstep: Class 10 contains 9122 members Mstep: Class 11 contains 6155 members Mstep: Class 12 contains 3895 members Mstep: Class 13 contains 2269 members Mstep: Class 14 contains 1251 members Mstep: Class 15 contains 6752 members Mstep: Class 16 contains 3992 members Mstep: Class 17 contains 676 members Mstep: Class 18 contains 19886 members Mstep: Class 19 contains 14650 members Mstep: Class 20 contains 4815 members Mstep: Class 21 contains 276 members Mstep: Class 22 contains 21774 members Mstep: Class 23 contains 722 members Mstep: Class 24 contains 7983 members Mstep: Class 25 contains 7822 members Mstep: Class 26 contains 989 members Mstep: Class 27 contains 4801 members Entering Unmasked Estep Score: -17791330.000000 Penalty: 15540.754883 Splitting cluster 20 changes total score from -17789614.000000 to -17791330.000000 So it's getting split into cluster 27. Entering ConstructFrom: Trying to split cluster 21 (276 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Entering Unmasked Estep Score: -7711.933594 Penalty: 255.728241 Iteration 0F: 2 clusters Score -7711.934 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -7440.277832 Penalty: 511.456482 Iteration 0F: 3 clusters Score -7440.278 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -7593.150391 Penalty: 511.456482 Iteration 1F: 3 clusters Score -7593.15 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -7628.701172 Penalty: 511.456482 Iteration 2F: 3 clusters Score -7628.701 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -7642.973633 Penalty: 511.456482 Iteration 3Q: 3 clusters Score -7642.974 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -7659.226074 Penalty: 511.456482 Iteration 4Q: 3 clusters Score -7659.226 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -7661.140625 Penalty: 511.456482 Iteration 5Q: 3 clusters Score -7661.141 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -7661.140625 Penalty: 511.456482 Iteration 6F: 3 clusters Score -7661.141 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (21774 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21774 members Entering Unmasked Estep Score: -1301616.875000 Penalty: 454.475464 Iteration 0F: 2 clusters Score -1301617 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10928 members Mstep: Class 2 contains 10846 members Entering Unmasked Estep Score: -1287146.250000 Penalty: 908.950928 Iteration 0F: 3 clusters Score -1287146 nChanged 10351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11641 members Mstep: Class 2 contains 10133 members Entering Unmasked Estep Score: -1293807.125000 Penalty: 908.950928 Iteration 1F: 3 clusters Score -1293807 nChanged 1526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12149 members Mstep: Class 2 contains 9625 members Entering Unmasked Estep Score: -1294580.000000 Penalty: 908.950928 Iteration 2F: 3 clusters Score -1294580 nChanged 1468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12823 members Mstep: Class 2 contains 8951 members Entering Unmasked Estep Score: -1295393.500000 Penalty: 908.950928 Iteration 3F: 3 clusters Score -1295394 nChanged 1460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13667 members Mstep: Class 2 contains 8107 members Entering Unmasked Estep Score: -1296305.875000 Penalty: 908.950928 Iteration 4F: 3 clusters Score -1296306 nChanged 1446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14557 members Mstep: Class 2 contains 7217 members Entering Unmasked Estep Score: -1297285.625000 Penalty: 908.950928 Iteration 5F: 3 clusters Score -1297286 nChanged 1192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15357 members Mstep: Class 2 contains 6417 members Entering Unmasked Estep Score: -1298165.875000 Penalty: 908.950928 Iteration 6F: 3 clusters Score -1298166 nChanged 990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15999 members Mstep: Class 2 contains 5775 members Entering Unmasked Estep Score: -1298990.000000 Penalty: 908.950928 Iteration 7Q: 3 clusters Score -1298990 nChanged 773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16482 members Mstep: Class 2 contains 5292 members Entering Unmasked Estep Score: -1299646.375000 Penalty: 908.950928 Iteration 8Q: 3 clusters Score -1299646 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16819 members Mstep: Class 2 contains 4955 members Entering Unmasked Estep Score: -1300013.500000 Penalty: 908.950928 Iteration 9Q: 3 clusters Score -1300014 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17117 members Mstep: Class 2 contains 4657 members Entering Unmasked Estep Score: -1300230.875000 Penalty: 908.950928 Iteration 10Q: 3 clusters Score -1300231 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17395 members Mstep: Class 2 contains 4379 members Entering Unmasked Estep Score: -1300387.625000 Penalty: 908.950928 Iteration 11Q: 3 clusters Score -1300388 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17655 members Mstep: Class 2 contains 4119 members Entering Unmasked Estep Score: -1300518.125000 Penalty: 908.950928 Iteration 12Q: 3 clusters Score -1300518 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17887 members Mstep: Class 2 contains 3887 members Entering Unmasked Estep Score: -1300617.250000 Penalty: 908.950928 Iteration 13Q: 3 clusters Score -1300617 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18095 members Mstep: Class 2 contains 3679 members Entering Unmasked Estep Score: -1300710.375000 Penalty: 908.950928 Iteration 14Q: 3 clusters Score -1300710 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18292 members Mstep: Class 2 contains 3482 members Entering Unmasked Estep Score: -1300777.625000 Penalty: 908.950928 Iteration 15Q: 3 clusters Score -1300778 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18459 members Mstep: Class 2 contains 3315 members Entering Unmasked Estep Score: -1300828.750000 Penalty: 908.950928 Iteration 16Q: 3 clusters Score -1300829 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18620 members Mstep: Class 2 contains 3154 members Entering Unmasked Estep Score: -1300891.125000 Penalty: 908.950928 Iteration 17Q: 3 clusters Score -1300891 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18767 members Mstep: Class 2 contains 3007 members Entering Unmasked Estep Score: -1300934.750000 Penalty: 908.950928 Iteration 18Q: 3 clusters Score -1300935 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18903 members Mstep: Class 2 contains 2871 members Entering Unmasked Estep Score: -1300976.125000 Penalty: 908.950928 Iteration 19Q: 3 clusters Score -1300976 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19036 members Mstep: Class 2 contains 2738 members Entering Unmasked Estep Score: -1301019.000000 Penalty: 908.950928 Iteration 20F: 3 clusters Score -1301019 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19161 members Mstep: Class 2 contains 2613 members Entering Unmasked Estep Score: -1301050.250000 Penalty: 908.950928 Iteration 21Q: 3 clusters Score -1301050 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19288 members Mstep: Class 2 contains 2486 members Entering Unmasked Estep Score: -1301089.500000 Penalty: 908.950928 Iteration 22Q: 3 clusters Score -1301090 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19394 members Mstep: Class 2 contains 2380 members Entering Unmasked Estep Score: -1301105.250000 Penalty: 908.950928 Iteration 23Q: 3 clusters Score -1301105 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19471 members Mstep: Class 2 contains 2303 members Entering Unmasked Estep Score: -1301120.375000 Penalty: 908.950928 Iteration 24Q: 3 clusters Score -1301120 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19539 members Mstep: Class 2 contains 2235 members Entering Unmasked Estep Score: -1301135.000000 Penalty: 908.950928 Iteration 25Q: 3 clusters Score -1301135 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19608 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -1301159.875000 Penalty: 908.950928 Iteration 26Q: 3 clusters Score -1301160 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19673 members Mstep: Class 2 contains 2101 members Entering Unmasked Estep Score: -1301168.875000 Penalty: 908.950928 Iteration 27Q: 3 clusters Score -1301169 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19734 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -1301186.750000 Penalty: 908.950928 Iteration 28Q: 3 clusters Score -1301187 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19784 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -1301193.625000 Penalty: 908.950928 Iteration 29Q: 3 clusters Score -1301194 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19835 members Mstep: Class 2 contains 1939 members Entering Unmasked Estep Score: -1301203.125000 Penalty: 908.950928 Iteration 30Q: 3 clusters Score -1301203 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19887 members Mstep: Class 2 contains 1887 members Entering Unmasked Estep Score: -1301214.000000 Penalty: 908.950928 Iteration 31Q: 3 clusters Score -1301214 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19934 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -1301220.500000 Penalty: 908.950928 Iteration 32Q: 3 clusters Score -1301220 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19975 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -1301226.875000 Penalty: 908.950928 Iteration 33Q: 3 clusters Score -1301227 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20008 members Mstep: Class 2 contains 1766 members Entering Unmasked Estep Score: -1301231.750000 Penalty: 908.950928 Iteration 34Q: 3 clusters Score -1301232 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20042 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -1301238.000000 Penalty: 908.950928 Iteration 35Q: 3 clusters Score -1301238 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20080 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -1301244.125000 Penalty: 908.950928 Iteration 36Q: 3 clusters Score -1301244 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20108 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -1301252.375000 Penalty: 908.950928 Iteration 37Q: 3 clusters Score -1301252 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20134 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -1301253.500000 Penalty: 908.950928 Iteration 38Q: 3 clusters Score -1301254 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20148 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -1301253.750000 Penalty: 908.950928 Iteration 39Q: 3 clusters Score -1301254 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20156 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -1301256.125000 Penalty: 908.950928 Iteration 40F: 3 clusters Score -1301256 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20164 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -1301259.625000 Penalty: 908.950928 Iteration 41Q: 3 clusters Score -1301260 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20168 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -1301259.500000 Penalty: 908.950928 Iteration 42Q: 3 clusters Score -1301260 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20172 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -1301257.625000 Penalty: 908.950928 Iteration 43Q: 3 clusters Score -1301258 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20182 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -1301259.500000 Penalty: 908.950928 Iteration 44Q: 3 clusters Score -1301260 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20199 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -1301259.125000 Penalty: 908.950928 Iteration 45Q: 3 clusters Score -1301259 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20209 members Mstep: Class 2 contains 1565 members Entering Unmasked Estep Score: -1301264.375000 Penalty: 908.950928 Iteration 46Q: 3 clusters Score -1301264 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20222 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -1301264.125000 Penalty: 908.950928 Iteration 47Q: 3 clusters Score -1301264 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20237 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -1301266.500000 Penalty: 908.950928 Iteration 48Q: 3 clusters Score -1301266 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20259 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -1301269.750000 Penalty: 908.950928 Iteration 49Q: 3 clusters Score -1301270 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20280 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -1301274.375000 Penalty: 908.950928 Iteration 50Q: 3 clusters Score -1301274 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20305 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -1301277.625000 Penalty: 908.950928 Iteration 51Q: 3 clusters Score -1301278 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20331 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -1301282.250000 Penalty: 908.950928 Iteration 52Q: 3 clusters Score -1301282 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20352 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -1301286.500000 Penalty: 908.950928 Iteration 53Q: 3 clusters Score -1301286 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20370 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -1301285.875000 Penalty: 908.950928 Iteration 54Q: 3 clusters Score -1301286 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20383 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -1301288.125000 Penalty: 908.950928 Iteration 55Q: 3 clusters Score -1301288 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20393 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -1301292.375000 Penalty: 908.950928 Iteration 56Q: 3 clusters Score -1301292 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20402 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -1301292.750000 Penalty: 908.950928 Iteration 57Q: 3 clusters Score -1301293 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20411 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -1301294.000000 Penalty: 908.950928 Iteration 58Q: 3 clusters Score -1301294 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20421 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -1301295.625000 Penalty: 908.950928 Iteration 59Q: 3 clusters Score -1301296 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20434 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -1301298.125000 Penalty: 908.950928 Iteration 60F: 3 clusters Score -1301298 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20446 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -1301301.000000 Penalty: 908.950928 Iteration 61Q: 3 clusters Score -1301301 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20456 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -1301302.375000 Penalty: 908.950928 Iteration 62Q: 3 clusters Score -1301302 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20463 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -1301302.625000 Penalty: 908.950928 Iteration 63Q: 3 clusters Score -1301303 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20469 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -1301302.375000 Penalty: 908.950928 Iteration 64Q: 3 clusters Score -1301302 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20473 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -1301303.375000 Penalty: 908.950928 Iteration 65Q: 3 clusters Score -1301303 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20478 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -1301301.625000 Penalty: 908.950928 Iteration 66Q: 3 clusters Score -1301302 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20480 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -1301300.750000 Penalty: 908.950928 Iteration 67Q: 3 clusters Score -1301301 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20484 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -1301299.875000 Penalty: 908.950928 Iteration 68Q: 3 clusters Score -1301300 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20485 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -1301299.750000 Penalty: 908.950928 Iteration 69Q: 3 clusters Score -1301300 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20487 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -1301300.750000 Penalty: 908.950928 Iteration 70Q: 3 clusters Score -1301301 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20490 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -1301300.500000 Penalty: 908.950928 Iteration 71Q: 3 clusters Score -1301300 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20494 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -1301302.000000 Penalty: 908.950928 Iteration 72Q: 3 clusters Score -1301302 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20496 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -1301301.875000 Penalty: 908.950928 Iteration 73Q: 3 clusters Score -1301302 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20498 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -1301301.375000 Penalty: 908.950928 Iteration 74Q: 3 clusters Score -1301301 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20502 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -1301302.250000 Penalty: 908.950928 Iteration 75Q: 3 clusters Score -1301302 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20506 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -1301301.250000 Penalty: 908.950928 Iteration 76Q: 3 clusters Score -1301301 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20508 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -1301302.625000 Penalty: 908.950928 Iteration 77Q: 3 clusters Score -1301303 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20511 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -1301302.500000 Penalty: 908.950928 Iteration 78Q: 3 clusters Score -1301302 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20515 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -1301302.375000 Penalty: 908.950928 Iteration 79Q: 3 clusters Score -1301302 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20518 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -1301301.500000 Penalty: 908.950928 Iteration 80F: 3 clusters Score -1301302 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20522 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -1301300.500000 Penalty: 908.950928 Iteration 81Q: 3 clusters Score -1301300 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20526 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -1301302.500000 Penalty: 908.950928 Iteration 82Q: 3 clusters Score -1301302 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20531 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -1301302.250000 Penalty: 908.950928 Iteration 83Q: 3 clusters Score -1301302 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20536 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -1301302.750000 Penalty: 908.950928 Iteration 84Q: 3 clusters Score -1301303 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20543 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -1301304.875000 Penalty: 908.950928 Iteration 85Q: 3 clusters Score -1301305 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20552 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -1301307.625000 Penalty: 908.950928 Iteration 86Q: 3 clusters Score -1301308 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20557 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -1301308.000000 Penalty: 908.950928 Iteration 87Q: 3 clusters Score -1301308 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20566 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -1301312.250000 Penalty: 908.950928 Iteration 88Q: 3 clusters Score -1301312 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20580 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -1301314.625000 Penalty: 908.950928 Iteration 89Q: 3 clusters Score -1301315 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20590 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -1301315.125000 Penalty: 908.950928 Iteration 90Q: 3 clusters Score -1301315 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20598 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -1301315.750000 Penalty: 908.950928 Iteration 91Q: 3 clusters Score -1301316 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20603 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -1301316.875000 Penalty: 908.950928 Iteration 92Q: 3 clusters Score -1301317 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20608 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -1301317.750000 Penalty: 908.950928 Iteration 93Q: 3 clusters Score -1301318 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20610 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -1301316.625000 Penalty: 908.950928 Iteration 94Q: 3 clusters Score -1301317 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20613 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -1301319.500000 Penalty: 908.950928 Iteration 95Q: 3 clusters Score -1301320 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20615 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -1301318.875000 Penalty: 908.950928 Iteration 96Q: 3 clusters Score -1301319 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20616 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -1301316.625000 Penalty: 908.950928 Iteration 97Q: 3 clusters Score -1301317 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20617 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -1301317.625000 Penalty: 908.950928 Iteration 98Q: 3 clusters Score -1301318 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20619 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -1301319.000000 Penalty: 908.950928 Iteration 99Q: 3 clusters Score -1301319 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20620 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -1301318.750000 Penalty: 908.950928 Iteration 100F: 3 clusters Score -1301319 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20621 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -1301317.500000 Penalty: 908.950928 Iteration 101Q: 3 clusters Score -1301318 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20621 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -1301317.500000 Penalty: 908.950928 Iteration 102F: 3 clusters Score -1301318 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (722 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Entering Unmasked Estep Score: -27096.992188 Penalty: 299.482147 Iteration 0F: 2 clusters Score -27096.99 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 394 members Entering Unmasked Estep Score: -26551.216797 Penalty: 598.964294 Iteration 0F: 3 clusters Score -26551.22 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -26816.957031 Penalty: 598.964294 Iteration 1F: 3 clusters Score -26816.96 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -26858.933594 Penalty: 598.964294 Iteration 2F: 3 clusters Score -26858.93 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -26877.929688 Penalty: 598.964294 Iteration 3Q: 3 clusters Score -26877.93 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -26892.960938 Penalty: 598.964294 Iteration 4Q: 3 clusters Score -26892.96 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -26907.376953 Penalty: 598.964294 Iteration 5Q: 3 clusters Score -26907.38 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -26918.761719 Penalty: 598.964294 Iteration 6Q: 3 clusters Score -26918.76 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -26922.416016 Penalty: 598.964294 Iteration 7Q: 3 clusters Score -26922.42 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -26923.675781 Penalty: 598.964294 Iteration 8Q: 3 clusters Score -26923.68 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -26924.857422 Penalty: 598.964294 Iteration 9Q: 3 clusters Score -26924.86 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -26929.210938 Penalty: 598.964294 Iteration 10Q: 3 clusters Score -26929.21 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -26929.796875 Penalty: 598.964294 Iteration 11Q: 3 clusters Score -26929.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -26930.138672 Penalty: 598.964294 Iteration 12Q: 3 clusters Score -26930.14 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -26930.966797 Penalty: 598.964294 Iteration 13Q: 3 clusters Score -26930.97 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -26932.156250 Penalty: 598.964294 Iteration 14Q: 3 clusters Score -26932.16 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -26933.533203 Penalty: 598.964294 Iteration 15Q: 3 clusters Score -26933.53 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -26934.398438 Penalty: 598.964294 Iteration 16Q: 3 clusters Score -26934.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -26935.005859 Penalty: 598.964294 Iteration 17Q: 3 clusters Score -26935.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -26935.349609 Penalty: 598.964294 Iteration 18Q: 3 clusters Score -26935.35 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -26935.349609 Penalty: 598.964294 Iteration 19F: 3 clusters Score -26935.35 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (7983 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7983 members Entering Unmasked Estep Score: -461850.562500 Penalty: 408.820648 Iteration 0F: 2 clusters Score -461850.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3992 members Mstep: Class 2 contains 3991 members Entering Unmasked Estep Score: -456490.000000 Penalty: 817.641296 Iteration 0F: 3 clusters Score -456490 nChanged 3708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3750 members Mstep: Class 2 contains 4233 members Entering Unmasked Estep Score: -458826.281250 Penalty: 817.641296 Iteration 1F: 3 clusters Score -458826.3 nChanged 741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3481 members Mstep: Class 2 contains 4502 members Entering Unmasked Estep Score: -459476.250000 Penalty: 817.641296 Iteration 2F: 3 clusters Score -459476.2 nChanged 757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3142 members Mstep: Class 2 contains 4841 members Entering Unmasked Estep Score: -460113.156250 Penalty: 817.641296 Iteration 3F: 3 clusters Score -460113.2 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2806 members Mstep: Class 2 contains 5177 members Entering Unmasked Estep Score: -460548.156250 Penalty: 817.641296 Iteration 4F: 3 clusters Score -460548.2 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2509 members Mstep: Class 2 contains 5474 members Entering Unmasked Estep Score: -460785.718750 Penalty: 817.641296 Iteration 5F: 3 clusters Score -460785.7 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2275 members Mstep: Class 2 contains 5708 members Entering Unmasked Estep Score: -460915.187500 Penalty: 817.641296 Iteration 6Q: 3 clusters Score -460915.2 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 5933 members Entering Unmasked Estep Score: -461021.218750 Penalty: 817.641296 Iteration 7Q: 3 clusters Score -461021.2 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 6133 members Entering Unmasked Estep Score: -461121.812500 Penalty: 817.641296 Iteration 8Q: 3 clusters Score -461121.8 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 6342 members Entering Unmasked Estep Score: -461247.593750 Penalty: 817.641296 Iteration 9Q: 3 clusters Score -461247.6 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 6532 members Entering Unmasked Estep Score: -461374.656250 Penalty: 817.641296 Iteration 10Q: 3 clusters Score -461374.7 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 6708 members Entering Unmasked Estep Score: -461506.531250 Penalty: 817.641296 Iteration 11Q: 3 clusters Score -461506.5 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 6872 members Entering Unmasked Estep Score: -461654.750000 Penalty: 817.641296 Iteration 12Q: 3 clusters Score -461654.8 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 7009 members Entering Unmasked Estep Score: -461795.687500 Penalty: 817.641296 Iteration 13Q: 3 clusters Score -461795.7 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 7114 members Entering Unmasked Estep Score: -461957.937500 Penalty: 817.641296 Iteration 14Q: 3 clusters Score -461957.9 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 7180 members Entering Unmasked Estep Score: -462052.281250 Penalty: 817.641296 Iteration 15Q: 3 clusters Score -462052.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 7210 members Entering Unmasked Estep Score: -462067.906250 Penalty: 817.641296 Iteration 16Q: 3 clusters Score -462067.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 7233 members Entering Unmasked Estep Score: -462081.062500 Penalty: 817.641296 Iteration 17Q: 3 clusters Score -462081.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 7254 members Entering Unmasked Estep Score: -462086.062500 Penalty: 817.641296 Iteration 18Q: 3 clusters Score -462086.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 7272 members Entering Unmasked Estep Score: -462091.531250 Penalty: 817.641296 Iteration 19Q: 3 clusters Score -462091.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 7289 members Entering Unmasked Estep Score: -462095.937500 Penalty: 817.641296 Iteration 20F: 3 clusters Score -462095.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 7302 members Entering Unmasked Estep Score: -462098.468750 Penalty: 817.641296 Iteration 21Q: 3 clusters Score -462098.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 7313 members Entering Unmasked Estep Score: -462100.218750 Penalty: 817.641296 Iteration 22Q: 3 clusters Score -462100.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 7321 members Entering Unmasked Estep Score: -462104.406250 Penalty: 817.641296 Iteration 23Q: 3 clusters Score -462104.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 7330 members Entering Unmasked Estep Score: -462107.625000 Penalty: 817.641296 Iteration 24Q: 3 clusters Score -462107.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 7335 members Entering Unmasked Estep Score: -462108.906250 Penalty: 817.641296 Iteration 25Q: 3 clusters Score -462108.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 7340 members Entering Unmasked Estep Score: -462108.718750 Penalty: 817.641296 Iteration 26Q: 3 clusters Score -462108.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 7342 members Entering Unmasked Estep Score: -462109.250000 Penalty: 817.641296 Iteration 27Q: 3 clusters Score -462109.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 7344 members Entering Unmasked Estep Score: -462109.656250 Penalty: 817.641296 Iteration 28Q: 3 clusters Score -462109.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 7346 members Entering Unmasked Estep Score: -462109.312500 Penalty: 817.641296 Iteration 29Q: 3 clusters Score -462109.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 7347 members Entering Unmasked Estep Score: -462109.843750 Penalty: 817.641296 Iteration 30Q: 3 clusters Score -462109.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 7347 members Entering Unmasked Estep Score: -462109.843750 Penalty: 817.641296 Iteration 31F: 3 clusters Score -462109.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 87 members Mstep: Class 1 contains 102749 members Mstep: Class 2 contains 11615 members Mstep: Class 3 contains 950 members Mstep: Class 4 contains 2517 members Mstep: Class 5 contains 4361 members Mstep: Class 6 contains 57535 members Mstep: Class 7 contains 2991 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 11038 members Mstep: Class 10 contains 9122 members Mstep: Class 11 contains 6155 members Mstep: Class 12 contains 3895 members Mstep: Class 13 contains 2269 members Mstep: Class 14 contains 1251 members Mstep: Class 15 contains 6752 members Mstep: Class 16 contains 3992 members Mstep: Class 17 contains 676 members Mstep: Class 18 contains 19886 members Mstep: Class 19 contains 14650 members Mstep: Class 20 contains 4815 members Mstep: Class 21 contains 276 members Mstep: Class 22 contains 21774 members Mstep: Class 23 contains 722 members Mstep: Class 24 contains 636 members Mstep: Class 25 contains 7822 members Mstep: Class 26 contains 989 members Mstep: Class 27 contains 4801 members Mstep: Class 28 contains 7347 members Entering Unmasked Estep Score: -17791390.000000 Penalty: 16116.338867 Splitting cluster 24 changes total score from -17789614.000000 to -17791390.000000 So it's getting split into cluster 28. Entering Unmasked Mstep Mstep: Class 0 contains 87 members Mstep: Class 1 contains 102749 members Mstep: Class 2 contains 11615 members Mstep: Class 3 contains 950 members Mstep: Class 4 contains 2517 members Mstep: Class 5 contains 4361 members Mstep: Class 6 contains 57535 members Mstep: Class 7 contains 2991 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 11038 members Mstep: Class 10 contains 9122 members Mstep: Class 11 contains 6155 members Mstep: Class 12 contains 3895 members Mstep: Class 13 contains 2269 members Mstep: Class 14 contains 1251 members Mstep: Class 15 contains 6752 members Mstep: Class 16 contains 3992 members Mstep: Class 17 contains 676 members Mstep: Class 18 contains 19886 members Mstep: Class 19 contains 14650 members Mstep: Class 20 contains 4815 members Mstep: Class 21 contains 276 members Mstep: Class 22 contains 21774 members Mstep: Class 23 contains 722 members Mstep: Class 24 contains 636 members Entering Unmasked Estep ConsiderDeletion Score: -17793034.000000 Penalty: 16116.338867 Iteration 79Q: 29 clusters Score -1.779303e+07 nChanged 3406 Entering Unmasked Mstep Mstep: Class 0 contains 87 members Mstep: Class 1 contains 102687 members Mstep: Class 2 contains 11636 members Mstep: Class 3 contains 960 members Mstep: Class 4 contains 2511 members Mstep: Class 5 contains 4366 members Mstep: Class 6 contains 58082 members Mstep: Class 7 contains 3037 members Mstep: Class 8 contains 152 members Mstep: Class 9 contains 11006 members Mstep: Class 10 contains 9243 members Mstep: Class 11 contains 5880 members Mstep: Class 12 contains 3959 members Mstep: Class 13 contains 2339 members Mstep: Class 14 contains 1242 members Mstep: Class 15 contains 6794 members Mstep: Class 16 contains 4051 members Mstep: Class 17 contains 667 members Mstep: Class 18 contains 19770 members Mstep: Class 19 contains 14668 members Mstep: Class 20 contains 4941 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 21684 members Mstep: Class 23 contains 720 members Mstep: Class 24 contains 679 members Mstep: Class 25 contains 7701 members Mstep: Class 26 contains 970 members Mstep: Class 27 contains 4603 members Mstep: Class 28 contains 7110 members Entering Unmasked Estep ConsiderDeletion Score: -17794318.000000 Penalty: 16116.338867 Iteration 80F: 29 clusters Score -1.779432e+07 nChanged 2798 Entering Unmasked Mstep Mstep: Class 0 contains 79 members Mstep: Class 1 contains 102615 members Mstep: Class 2 contains 11668 members Mstep: Class 3 contains 961 members Mstep: Class 4 contains 2520 members Mstep: Class 5 contains 4364 members Mstep: Class 6 contains 58055 members Mstep: Class 7 contains 3066 members Mstep: Class 8 contains 153 members Mstep: Class 9 contains 10888 members Mstep: Class 10 contains 9343 members Mstep: Class 11 contains 5566 members Mstep: Class 12 contains 4011 members Mstep: Class 13 contains 2382 members Mstep: Class 14 contains 1181 members Mstep: Class 15 contains 6854 members Mstep: Class 16 contains 4040 members Mstep: Class 17 contains 654 members Mstep: Class 18 contains 19667 members Mstep: Class 19 contains 14542 members Mstep: Class 20 contains 5039 members Mstep: Class 21 contains 283 members Mstep: Class 22 contains 21603 members Mstep: Class 23 contains 722 members Mstep: Class 24 contains 699 members Mstep: Class 25 contains 7834 members Mstep: Class 26 contains 1043 members Mstep: Class 27 contains 4720 members Mstep: Class 28 contains 7270 members Entering Unmasked Estep ConsiderDeletion Score: -17795010.000000 Penalty: 16116.338867 Iteration 81Q: 29 clusters Score -1.779501e+07 nChanged 1965 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 102537 members Mstep: Class 2 contains 11673 members Mstep: Class 3 contains 963 members Mstep: Class 4 contains 2532 members Mstep: Class 5 contains 4359 members Mstep: Class 6 contains 58026 members Mstep: Class 7 contains 3119 members Mstep: Class 8 contains 153 members Mstep: Class 9 contains 10675 members Mstep: Class 10 contains 9469 members Mstep: Class 11 contains 5344 members Mstep: Class 12 contains 4078 members Mstep: Class 13 contains 2432 members Mstep: Class 14 contains 1132 members Mstep: Class 15 contains 6901 members Mstep: Class 16 contains 4041 members Mstep: Class 17 contains 643 members Mstep: Class 18 contains 19570 members Mstep: Class 19 contains 14480 members Mstep: Class 20 contains 5109 members Mstep: Class 21 contains 284 members Mstep: Class 22 contains 21513 members Mstep: Class 23 contains 724 members Mstep: Class 24 contains 719 members Mstep: Class 25 contains 8046 members Mstep: Class 26 contains 1088 members Mstep: Class 27 contains 4791 members Mstep: Class 28 contains 7345 members Entering Unmasked Estep ConsiderDeletion Score: -17795390.000000 Penalty: 16116.338867 Iteration 82Q: 29 clusters Score -1.779539e+07 nChanged 1757 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 102469 members Mstep: Class 2 contains 11692 members Mstep: Class 3 contains 971 members Mstep: Class 4 contains 2545 members Mstep: Class 5 contains 4355 members Mstep: Class 6 contains 58038 members Mstep: Class 7 contains 3185 members Mstep: Class 8 contains 152 members Mstep: Class 9 contains 10374 members Mstep: Class 10 contains 9605 members Mstep: Class 11 contains 5163 members Mstep: Class 12 contains 4143 members Mstep: Class 13 contains 2470 members Mstep: Class 14 contains 1099 members Mstep: Class 15 contains 6944 members Mstep: Class 16 contains 4037 members Mstep: Class 17 contains 635 members Mstep: Class 18 contains 19457 members Mstep: Class 19 contains 14395 members Mstep: Class 20 contains 5169 members Mstep: Class 21 contains 285 members Mstep: Class 22 contains 21439 members Mstep: Class 23 contains 723 members Mstep: Class 24 contains 737 members Mstep: Class 25 contains 8308 members Mstep: Class 26 contains 1128 members Mstep: Class 27 contains 4855 members Mstep: Class 28 contains 7373 members Entering Unmasked Estep ConsiderDeletion Score: -17795770.000000 Penalty: 16116.338867 Iteration 83Q: 29 clusters Score -1.779577e+07 nChanged 1562 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 102390 members Mstep: Class 2 contains 11713 members Mstep: Class 3 contains 974 members Mstep: Class 4 contains 2560 members Mstep: Class 5 contains 4351 members Mstep: Class 6 contains 58044 members Mstep: Class 7 contains 3267 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 10077 members Mstep: Class 10 contains 9746 members Mstep: Class 11 contains 5011 members Mstep: Class 12 contains 4206 members Mstep: Class 13 contains 2494 members Mstep: Class 14 contains 1070 members Mstep: Class 15 contains 6987 members Mstep: Class 16 contains 4040 members Mstep: Class 17 contains 627 members Mstep: Class 18 contains 19355 members Mstep: Class 19 contains 14333 members Mstep: Class 20 contains 5211 members Mstep: Class 21 contains 285 members Mstep: Class 22 contains 21376 members Mstep: Class 23 contains 722 members Mstep: Class 24 contains 747 members Mstep: Class 25 contains 8547 members Mstep: Class 26 contains 1167 members Mstep: Class 27 contains 4907 members Mstep: Class 28 contains 7388 members Entering Unmasked Estep ConsiderDeletion Score: -17796096.000000 Penalty: 16116.338867 Iteration 84Q: 29 clusters Score -1.77961e+07 nChanged 1410 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 102321 members Mstep: Class 2 contains 11748 members Mstep: Class 3 contains 974 members Mstep: Class 4 contains 2568 members Mstep: Class 5 contains 4352 members Mstep: Class 6 contains 58071 members Mstep: Class 7 contains 3351 members Mstep: Class 8 contains 150 members Mstep: Class 9 contains 9764 members Mstep: Class 10 contains 9885 members Mstep: Class 11 contains 4894 members Mstep: Class 12 contains 4254 members Mstep: Class 13 contains 2507 members Mstep: Class 14 contains 1041 members Mstep: Class 15 contains 7040 members Mstep: Class 16 contains 4041 members Mstep: Class 17 contains 619 members Mstep: Class 18 contains 19239 members Mstep: Class 19 contains 14264 members Mstep: Class 20 contains 5254 members Mstep: Class 21 contains 285 members Mstep: Class 22 contains 21322 members Mstep: Class 23 contains 722 members Mstep: Class 24 contains 756 members Mstep: Class 25 contains 8779 members Mstep: Class 26 contains 1198 members Mstep: Class 27 contains 4957 members Mstep: Class 28 contains 7390 members Entering Unmasked Estep ConsiderDeletion Score: -17796242.000000 Penalty: 16116.338867 Iteration 85Q: 29 clusters Score -1.779624e+07 nChanged 1279 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 102288 members Mstep: Class 2 contains 11779 members Mstep: Class 3 contains 978 members Mstep: Class 4 contains 2578 members Mstep: Class 5 contains 4351 members Mstep: Class 6 contains 58087 members Mstep: Class 7 contains 3448 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 9475 members Mstep: Class 10 contains 10015 members Mstep: Class 11 contains 4771 members Mstep: Class 12 contains 4316 members Mstep: Class 13 contains 2519 members Mstep: Class 14 contains 1023 members Mstep: Class 15 contains 7076 members Mstep: Class 16 contains 4041 members Mstep: Class 17 contains 616 members Mstep: Class 18 contains 19108 members Mstep: Class 19 contains 14199 members Mstep: Class 20 contains 5299 members Mstep: Class 21 contains 285 members Mstep: Class 22 contains 21263 members Mstep: Class 23 contains 722 members Mstep: Class 24 contains 769 members Mstep: Class 25 contains 8991 members Mstep: Class 26 contains 1215 members Mstep: Class 27 contains 4999 members Mstep: Class 28 contains 7386 members Entering Unmasked Estep ConsiderDeletion Score: -17796382.000000 Penalty: 16116.338867 Iteration 86Q: 29 clusters Score -1.779638e+07 nChanged 1165 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 102241 members Mstep: Class 2 contains 11797 members Mstep: Class 3 contains 980 members Mstep: Class 4 contains 2581 members Mstep: Class 5 contains 4352 members Mstep: Class 6 contains 58086 members Mstep: Class 7 contains 3537 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 9199 members Mstep: Class 10 contains 10142 members Mstep: Class 11 contains 4665 members Mstep: Class 12 contains 4384 members Mstep: Class 13 contains 2533 members Mstep: Class 14 contains 1013 members Mstep: Class 15 contains 7119 members Mstep: Class 16 contains 4032 members Mstep: Class 17 contains 612 members Mstep: Class 18 contains 18979 members Mstep: Class 19 contains 14153 members Mstep: Class 20 contains 5344 members Mstep: Class 21 contains 285 members Mstep: Class 22 contains 21207 members Mstep: Class 23 contains 721 members Mstep: Class 24 contains 777 members Mstep: Class 25 contains 9211 members Mstep: Class 26 contains 1231 members Mstep: Class 27 contains 5037 members Mstep: Class 28 contains 7379 members Entering Unmasked Estep ConsiderDeletion Score: -17796562.000000 Penalty: 16116.338867 Iteration 87Q: 29 clusters Score -1.779656e+07 nChanged 1083 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 102197 members Mstep: Class 2 contains 11806 members Mstep: Class 3 contains 985 members Mstep: Class 4 contains 2582 members Mstep: Class 5 contains 4356 members Mstep: Class 6 contains 58082 members Mstep: Class 7 contains 3627 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 8972 members Mstep: Class 10 contains 10264 members Mstep: Class 11 contains 4575 members Mstep: Class 12 contains 4461 members Mstep: Class 13 contains 2548 members Mstep: Class 14 contains 998 members Mstep: Class 15 contains 7169 members Mstep: Class 16 contains 4017 members Mstep: Class 17 contains 607 members Mstep: Class 18 contains 18846 members Mstep: Class 19 contains 14115 members Mstep: Class 20 contains 5384 members Mstep: Class 21 contains 285 members Mstep: Class 22 contains 21153 members Mstep: Class 23 contains 721 members Mstep: Class 24 contains 779 members Mstep: Class 25 contains 9382 members Mstep: Class 26 contains 1249 members Mstep: Class 27 contains 5066 members Mstep: Class 28 contains 7371 members Entering Unmasked Estep ConsiderDeletion Score: -17796736.000000 Penalty: 16116.338867 Iteration 88Q: 29 clusters Score -1.779674e+07 nChanged 973 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 102129 members Mstep: Class 2 contains 11832 members Mstep: Class 3 contains 990 members Mstep: Class 4 contains 2577 members Mstep: Class 5 contains 4358 members Mstep: Class 6 contains 58071 members Mstep: Class 7 contains 3704 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 8760 members Mstep: Class 10 contains 10371 members Mstep: Class 11 contains 4511 members Mstep: Class 12 contains 4526 members Mstep: Class 13 contains 2565 members Mstep: Class 14 contains 981 members Mstep: Class 15 contains 7218 members Mstep: Class 16 contains 4007 members Mstep: Class 17 contains 600 members Mstep: Class 18 contains 18739 members Mstep: Class 19 contains 14074 members Mstep: Class 20 contains 5428 members Mstep: Class 21 contains 285 members Mstep: Class 22 contains 21094 members Mstep: Class 23 contains 721 members Mstep: Class 24 contains 781 members Mstep: Class 25 contains 9542 members Mstep: Class 26 contains 1267 members Mstep: Class 27 contains 5094 members Mstep: Class 28 contains 7372 members Entering Unmasked Estep ConsiderDeletion Score: -17796896.000000 Penalty: 16116.338867 Iteration 89Q: 29 clusters Score -1.77969e+07 nChanged 868 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 102075 members Mstep: Class 2 contains 11865 members Mstep: Class 3 contains 996 members Mstep: Class 4 contains 2584 members Mstep: Class 5 contains 4362 members Mstep: Class 6 contains 58067 members Mstep: Class 7 contains 3761 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 8596 members Mstep: Class 10 contains 10461 members Mstep: Class 11 contains 4440 members Mstep: Class 12 contains 4586 members Mstep: Class 13 contains 2568 members Mstep: Class 14 contains 967 members Mstep: Class 15 contains 7262 members Mstep: Class 16 contains 3997 members Mstep: Class 17 contains 593 members Mstep: Class 18 contains 18642 members Mstep: Class 19 contains 14041 members Mstep: Class 20 contains 5474 members Mstep: Class 21 contains 285 members Mstep: Class 22 contains 21032 members Mstep: Class 23 contains 720 members Mstep: Class 24 contains 782 members Mstep: Class 25 contains 9672 members Mstep: Class 26 contains 1284 members Mstep: Class 27 contains 5118 members Mstep: Class 28 contains 7367 members Entering Unmasked Estep ConsiderDeletion Score: -17797048.000000 Penalty: 16116.338867 Iteration 90Q: 29 clusters Score -1.779705e+07 nChanged 823 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 102032 members Mstep: Class 2 contains 11875 members Mstep: Class 3 contains 1000 members Mstep: Class 4 contains 2588 members Mstep: Class 5 contains 4364 members Mstep: Class 6 contains 58064 members Mstep: Class 7 contains 3820 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 8457 members Mstep: Class 10 contains 10523 members Mstep: Class 11 contains 4369 members Mstep: Class 12 contains 4664 members Mstep: Class 13 contains 2587 members Mstep: Class 14 contains 963 members Mstep: Class 15 contains 7322 members Mstep: Class 16 contains 3987 members Mstep: Class 17 contains 591 members Mstep: Class 18 contains 18540 members Mstep: Class 19 contains 14010 members Mstep: Class 20 contains 5508 members Mstep: Class 21 contains 285 members Mstep: Class 22 contains 20976 members Mstep: Class 23 contains 719 members Mstep: Class 24 contains 784 members Mstep: Class 25 contains 9772 members Mstep: Class 26 contains 1294 members Mstep: Class 27 contains 5144 members Mstep: Class 28 contains 7359 members Entering Unmasked Estep ConsiderDeletion Score: -17797096.000000 Penalty: 16116.338867 Iteration 91Q: 29 clusters Score -1.77971e+07 nChanged 777 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 102000 members Mstep: Class 2 contains 11886 members Mstep: Class 3 contains 1001 members Mstep: Class 4 contains 2587 members Mstep: Class 5 contains 4363 members Mstep: Class 6 contains 58068 members Mstep: Class 7 contains 3881 members Mstep: Class 8 contains 148 members Mstep: Class 9 contains 8314 members Mstep: Class 10 contains 10582 members Mstep: Class 11 contains 4320 members Mstep: Class 12 contains 4749 members Mstep: Class 13 contains 2595 members Mstep: Class 14 contains 952 members Mstep: Class 15 contains 7373 members Mstep: Class 16 contains 3975 members Mstep: Class 17 contains 588 members Mstep: Class 18 contains 18434 members Mstep: Class 19 contains 13978 members Mstep: Class 20 contains 5538 members Mstep: Class 21 contains 284 members Mstep: Class 22 contains 20936 members Mstep: Class 23 contains 720 members Mstep: Class 24 contains 789 members Mstep: Class 25 contains 9866 members Mstep: Class 26 contains 1308 members Mstep: Class 27 contains 5165 members Mstep: Class 28 contains 7346 members Entering Unmasked Estep ConsiderDeletion Score: -17797234.000000 Penalty: 16116.338867 Iteration 92Q: 29 clusters Score -1.779723e+07 nChanged 737 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 101982 members Mstep: Class 2 contains 11893 members Mstep: Class 3 contains 1004 members Mstep: Class 4 contains 2581 members Mstep: Class 5 contains 4362 members Mstep: Class 6 contains 58054 members Mstep: Class 7 contains 3930 members Mstep: Class 8 contains 148 members Mstep: Class 9 contains 8193 members Mstep: Class 10 contains 10618 members Mstep: Class 11 contains 4266 members Mstep: Class 12 contains 4824 members Mstep: Class 13 contains 2610 members Mstep: Class 14 contains 942 members Mstep: Class 15 contains 7433 members Mstep: Class 16 contains 3977 members Mstep: Class 17 contains 587 members Mstep: Class 18 contains 18330 members Mstep: Class 19 contains 13943 members Mstep: Class 20 contains 5572 members Mstep: Class 21 contains 284 members Mstep: Class 22 contains 20887 members Mstep: Class 23 contains 717 members Mstep: Class 24 contains 796 members Mstep: Class 25 contains 9977 members Mstep: Class 26 contains 1319 members Mstep: Class 27 contains 5188 members Mstep: Class 28 contains 7329 members Entering Unmasked Estep ConsiderDeletion Score: -17797346.000000 Penalty: 16116.338867 Iteration 93Q: 29 clusters Score -1.779735e+07 nChanged 675 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 101960 members Mstep: Class 2 contains 11891 members Mstep: Class 3 contains 1003 members Mstep: Class 4 contains 2576 members Mstep: Class 5 contains 4363 members Mstep: Class 6 contains 58050 members Mstep: Class 7 contains 3972 members Mstep: Class 8 contains 148 members Mstep: Class 9 contains 8080 members Mstep: Class 10 contains 10655 members Mstep: Class 11 contains 4218 members Mstep: Class 12 contains 4896 members Mstep: Class 13 contains 2619 members Mstep: Class 14 contains 929 members Mstep: Class 15 contains 7496 members Mstep: Class 16 contains 3977 members Mstep: Class 17 contains 587 members Mstep: Class 18 contains 18239 members Mstep: Class 19 contains 13916 members Mstep: Class 20 contains 5593 members Mstep: Class 21 contains 284 members Mstep: Class 22 contains 20852 members Mstep: Class 23 contains 716 members Mstep: Class 24 contains 801 members Mstep: Class 25 contains 10079 members Mstep: Class 26 contains 1334 members Mstep: Class 27 contains 5202 members Mstep: Class 28 contains 7310 members Entering Unmasked Estep ConsiderDeletion Score: -17797376.000000 Penalty: 16116.338867 Iteration 94Q: 29 clusters Score -1.779738e+07 nChanged 635 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 101931 members Mstep: Class 2 contains 11898 members Mstep: Class 3 contains 1003 members Mstep: Class 4 contains 2566 members Mstep: Class 5 contains 4367 members Mstep: Class 6 contains 58038 members Mstep: Class 7 contains 4008 members Mstep: Class 8 contains 148 members Mstep: Class 9 contains 7980 members Mstep: Class 10 contains 10689 members Mstep: Class 11 contains 4174 members Mstep: Class 12 contains 4945 members Mstep: Class 13 contains 2629 members Mstep: Class 14 contains 919 members Mstep: Class 15 contains 7564 members Mstep: Class 16 contains 3977 members Mstep: Class 17 contains 582 members Mstep: Class 18 contains 18171 members Mstep: Class 19 contains 13898 members Mstep: Class 20 contains 5620 members Mstep: Class 21 contains 284 members Mstep: Class 22 contains 20813 members Mstep: Class 23 contains 715 members Mstep: Class 24 contains 804 members Mstep: Class 25 contains 10169 members Mstep: Class 26 contains 1344 members Mstep: Class 27 contains 5210 members Mstep: Class 28 contains 7300 members Entering Unmasked Estep ConsiderDeletion Score: -17797370.000000 Penalty: 16116.338867 Iteration 95Q: 29 clusters Score -1.779737e+07 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 101882 members Mstep: Class 2 contains 11907 members Mstep: Class 3 contains 1010 members Mstep: Class 4 contains 2556 members Mstep: Class 5 contains 4366 members Mstep: Class 6 contains 58039 members Mstep: Class 7 contains 4058 members Mstep: Class 8 contains 148 members Mstep: Class 9 contains 7895 members Mstep: Class 10 contains 10712 members Mstep: Class 11 contains 4127 members Mstep: Class 12 contains 5002 members Mstep: Class 13 contains 2644 members Mstep: Class 14 contains 917 members Mstep: Class 15 contains 7620 members Mstep: Class 16 contains 3981 members Mstep: Class 17 contains 580 members Mstep: Class 18 contains 18113 members Mstep: Class 19 contains 13884 members Mstep: Class 20 contains 5640 members Mstep: Class 21 contains 284 members Mstep: Class 22 contains 20780 members Mstep: Class 23 contains 713 members Mstep: Class 24 contains 805 members Mstep: Class 25 contains 10226 members Mstep: Class 26 contains 1352 members Mstep: Class 27 contains 5211 members Mstep: Class 28 contains 7294 members Entering Unmasked Estep ConsiderDeletion Score: -17797414.000000 Penalty: 16116.338867 Iteration 96Q: 29 clusters Score -1.779741e+07 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 101845 members Mstep: Class 2 contains 11916 members Mstep: Class 3 contains 1012 members Mstep: Class 4 contains 2551 members Mstep: Class 5 contains 4367 members Mstep: Class 6 contains 58038 members Mstep: Class 7 contains 4088 members Mstep: Class 8 contains 148 members Mstep: Class 9 contains 7814 members Mstep: Class 10 contains 10726 members Mstep: Class 11 contains 4096 members Mstep: Class 12 contains 5074 members Mstep: Class 13 contains 2654 members Mstep: Class 14 contains 913 members Mstep: Class 15 contains 7669 members Mstep: Class 16 contains 3979 members Mstep: Class 17 contains 582 members Mstep: Class 18 contains 18052 members Mstep: Class 19 contains 13864 members Mstep: Class 20 contains 5665 members Mstep: Class 21 contains 284 members Mstep: Class 22 contains 20742 members Mstep: Class 23 contains 713 members Mstep: Class 24 contains 809 members Mstep: Class 25 contains 10287 members Mstep: Class 26 contains 1357 members Mstep: Class 27 contains 5211 members Mstep: Class 28 contains 7290 members Entering Unmasked Estep ConsiderDeletion Score: -17797488.000000 Penalty: 16116.338867 Iteration 97Q: 29 clusters Score -1.779749e+07 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 101814 members Mstep: Class 2 contains 11930 members Mstep: Class 3 contains 1010 members Mstep: Class 4 contains 2549 members Mstep: Class 5 contains 4366 members Mstep: Class 6 contains 58035 members Mstep: Class 7 contains 4113 members Mstep: Class 8 contains 148 members Mstep: Class 9 contains 7765 members Mstep: Class 10 contains 10744 members Mstep: Class 11 contains 4053 members Mstep: Class 12 contains 5133 members Mstep: Class 13 contains 2667 members Mstep: Class 14 contains 912 members Mstep: Class 15 contains 7710 members Mstep: Class 16 contains 3979 members Mstep: Class 17 contains 582 members Mstep: Class 18 contains 17986 members Mstep: Class 19 contains 13848 members Mstep: Class 20 contains 5699 members Mstep: Class 21 contains 284 members Mstep: Class 22 contains 20704 members Mstep: Class 23 contains 713 members Mstep: Class 24 contains 811 members Mstep: Class 25 contains 10332 members Mstep: Class 26 contains 1357 members Mstep: Class 27 contains 5218 members Mstep: Class 28 contains 7284 members Entering Unmasked Estep ConsiderDeletion Score: -17797488.000000 Penalty: 16116.338867 Iteration 98Q: 29 clusters Score -1.779749e+07 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 101791 members Mstep: Class 2 contains 11938 members Mstep: Class 3 contains 1011 members Mstep: Class 4 contains 2546 members Mstep: Class 5 contains 4369 members Mstep: Class 6 contains 58033 members Mstep: Class 7 contains 4140 members Mstep: Class 8 contains 148 members Mstep: Class 9 contains 7716 members Mstep: Class 10 contains 10755 members Mstep: Class 11 contains 4028 members Mstep: Class 12 contains 5196 members Mstep: Class 13 contains 2674 members Mstep: Class 14 contains 913 members Mstep: Class 15 contains 7748 members Mstep: Class 16 contains 3976 members Mstep: Class 17 contains 581 members Mstep: Class 18 contains 17926 members Mstep: Class 19 contains 13822 members Mstep: Class 20 contains 5735 members Mstep: Class 21 contains 284 members Mstep: Class 22 contains 20667 members Mstep: Class 23 contains 713 members Mstep: Class 24 contains 814 members Mstep: Class 25 contains 10368 members Mstep: Class 26 contains 1358 members Mstep: Class 27 contains 5221 members Mstep: Class 28 contains 7275 members Entering Unmasked Estep ConsiderDeletion Score: -17797540.000000 Penalty: 16116.338867 Iteration 99Q: 29 clusters Score -1.779754e+07 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 101764 members Mstep: Class 2 contains 11944 members Mstep: Class 3 contains 1012 members Mstep: Class 4 contains 2545 members Mstep: Class 5 contains 4367 members Mstep: Class 6 contains 58021 members Mstep: Class 7 contains 4154 members Mstep: Class 8 contains 148 members Mstep: Class 9 contains 7691 members Mstep: Class 10 contains 10773 members Mstep: Class 11 contains 4013 members Mstep: Class 12 contains 5263 members Mstep: Class 13 contains 2683 members Mstep: Class 14 contains 913 members Mstep: Class 15 contains 7774 members Mstep: Class 16 contains 3972 members Mstep: Class 17 contains 578 members Mstep: Class 18 contains 17874 members Mstep: Class 19 contains 13800 members Mstep: Class 20 contains 5761 members Mstep: Class 21 contains 284 members Mstep: Class 22 contains 20635 members Mstep: Class 23 contains 713 members Mstep: Class 24 contains 819 members Mstep: Class 25 contains 10397 members Mstep: Class 26 contains 1359 members Mstep: Class 27 contains 5225 members Mstep: Class 28 contains 7264 members Entering Unmasked Estep ConsiderDeletion Score: -17797640.000000 Penalty: 16116.338867 Iteration 100F: 29 clusters Score -1.779764e+07 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 101731 members Mstep: Class 2 contains 11956 members Mstep: Class 3 contains 1012 members Mstep: Class 4 contains 2550 members Mstep: Class 5 contains 4366 members Mstep: Class 6 contains 57997 members Mstep: Class 7 contains 4168 members Mstep: Class 8 contains 148 members Mstep: Class 9 contains 7676 members Mstep: Class 10 contains 10775 members Mstep: Class 11 contains 3989 members Mstep: Class 12 contains 5340 members Mstep: Class 13 contains 2693 members Mstep: Class 14 contains 910 members Mstep: Class 15 contains 7790 members Mstep: Class 16 contains 3962 members Mstep: Class 17 contains 577 members Mstep: Class 18 contains 17815 members Mstep: Class 19 contains 13780 members Mstep: Class 20 contains 5795 members Mstep: Class 21 contains 288 members Mstep: Class 22 contains 20605 members Mstep: Class 23 contains 712 members Mstep: Class 24 contains 823 members Mstep: Class 25 contains 10428 members Mstep: Class 26 contains 1364 members Mstep: Class 27 contains 5232 members Mstep: Class 28 contains 7268 members Entering Unmasked Estep ConsiderDeletion Score: -17797654.000000 Penalty: 16116.338867 Iteration 101Q: 29 clusters Score -1.779765e+07 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 101702 members Mstep: Class 2 contains 11978 members Mstep: Class 3 contains 1013 members Mstep: Class 4 contains 2550 members Mstep: Class 5 contains 4366 members Mstep: Class 6 contains 57987 members Mstep: Class 7 contains 4178 members Mstep: Class 8 contains 148 members Mstep: Class 9 contains 7659 members Mstep: Class 10 contains 10790 members Mstep: Class 11 contains 3977 members Mstep: Class 12 contains 5403 members Mstep: Class 13 contains 2704 members Mstep: Class 14 contains 906 members Mstep: Class 15 contains 7806 members Mstep: Class 16 contains 3957 members Mstep: Class 17 contains 576 members Mstep: Class 18 contains 17746 members Mstep: Class 19 contains 13756 members Mstep: Class 20 contains 5822 members Mstep: Class 21 contains 288 members Mstep: Class 22 contains 20577 members Mstep: Class 23 contains 712 members Mstep: Class 24 contains 826 members Mstep: Class 25 contains 10458 members Mstep: Class 26 contains 1368 members Mstep: Class 27 contains 5237 members Mstep: Class 28 contains 7260 members Entering Unmasked Estep ConsiderDeletion Score: -17797726.000000 Penalty: 16116.338867 Iteration 102Q: 29 clusters Score -1.779773e+07 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 101666 members Mstep: Class 2 contains 12000 members Mstep: Class 3 contains 1013 members Mstep: Class 4 contains 2546 members Mstep: Class 5 contains 4365 members Mstep: Class 6 contains 57982 members Mstep: Class 7 contains 4188 members Mstep: Class 8 contains 148 members Mstep: Class 9 contains 7637 members Mstep: Class 10 contains 10802 members Mstep: Class 11 contains 3963 members Mstep: Class 12 contains 5462 members Mstep: Class 13 contains 2712 members Mstep: Class 14 contains 904 members Mstep: Class 15 contains 7822 members Mstep: Class 16 contains 3958 members Mstep: Class 17 contains 574 members Mstep: Class 18 contains 17688 members Mstep: Class 19 contains 13744 members Mstep: Class 20 contains 5837 members Mstep: Class 21 contains 288 members Mstep: Class 22 contains 20555 members Mstep: Class 23 contains 710 members Mstep: Class 24 contains 828 members Mstep: Class 25 contains 10487 members Mstep: Class 26 contains 1373 members Mstep: Class 27 contains 5242 members Mstep: Class 28 contains 7256 members Entering Unmasked Estep ConsiderDeletion Score: -17797672.000000 Penalty: 16116.338867 Iteration 103Q: 29 clusters Score -1.779767e+07 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 101625 members Mstep: Class 2 contains 12018 members Mstep: Class 3 contains 1011 members Mstep: Class 4 contains 2546 members Mstep: Class 5 contains 4363 members Mstep: Class 6 contains 57981 members Mstep: Class 7 contains 4201 members Mstep: Class 8 contains 148 members Mstep: Class 9 contains 7614 members Mstep: Class 10 contains 10806 members Mstep: Class 11 contains 3957 members Mstep: Class 12 contains 5531 members Mstep: Class 13 contains 2719 members Mstep: Class 14 contains 899 members Mstep: Class 15 contains 7825 members Mstep: Class 16 contains 3957 members Mstep: Class 17 contains 573 members Mstep: Class 18 contains 17638 members Mstep: Class 19 contains 13739 members Mstep: Class 20 contains 5865 members Mstep: Class 21 contains 288 members Mstep: Class 22 contains 20528 members Mstep: Class 23 contains 710 members Mstep: Class 24 contains 832 members Mstep: Class 25 contains 10512 members Mstep: Class 26 contains 1376 members Mstep: Class 27 contains 5243 members Mstep: Class 28 contains 7245 members Entering Unmasked Estep ConsiderDeletion Score: -17797720.000000 Penalty: 16116.338867 Iteration 104Q: 29 clusters Score -1.779772e+07 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 101589 members Mstep: Class 2 contains 12036 members Mstep: Class 3 contains 1010 members Mstep: Class 4 contains 2548 members Mstep: Class 5 contains 4363 members Mstep: Class 6 contains 57976 members Mstep: Class 7 contains 4209 members Mstep: Class 8 contains 148 members Mstep: Class 9 contains 7592 members Mstep: Class 10 contains 10808 members Mstep: Class 11 contains 3946 members Mstep: Class 12 contains 5603 members Mstep: Class 13 contains 2722 members Mstep: Class 14 contains 897 members Mstep: Class 15 contains 7818 members Mstep: Class 16 contains 3960 members Mstep: Class 17 contains 571 members Mstep: Class 18 contains 17599 members Mstep: Class 19 contains 13727 members Mstep: Class 20 contains 5884 members Mstep: Class 21 contains 288 members Mstep: Class 22 contains 20507 members Mstep: Class 23 contains 710 members Mstep: Class 24 contains 835 members Mstep: Class 25 contains 10540 members Mstep: Class 26 contains 1379 members Mstep: Class 27 contains 5247 members Mstep: Class 28 contains 7238 members Entering Unmasked Estep ConsiderDeletion Score: -17797718.000000 Penalty: 16116.338867 Iteration 105Q: 29 clusters Score -1.779772e+07 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 101559 members Mstep: Class 2 contains 12037 members Mstep: Class 3 contains 1010 members Mstep: Class 4 contains 2538 members Mstep: Class 5 contains 4365 members Mstep: Class 6 contains 57972 members Mstep: Class 7 contains 4214 members Mstep: Class 8 contains 148 members Mstep: Class 9 contains 7582 members Mstep: Class 10 contains 10807 members Mstep: Class 11 contains 3940 members Mstep: Class 12 contains 5662 members Mstep: Class 13 contains 2727 members Mstep: Class 14 contains 896 members Mstep: Class 15 contains 7831 members Mstep: Class 16 contains 3958 members Mstep: Class 17 contains 572 members Mstep: Class 18 contains 17567 members Mstep: Class 19 contains 13721 members Mstep: Class 20 contains 5898 members Mstep: Class 21 contains 288 members Mstep: Class 22 contains 20487 members Mstep: Class 23 contains 710 members Mstep: Class 24 contains 838 members Mstep: Class 25 contains 10563 members Mstep: Class 26 contains 1380 members Mstep: Class 27 contains 5251 members Mstep: Class 28 contains 7229 members Entering Unmasked Estep ConsiderDeletion Score: -17797736.000000 Penalty: 16116.338867 Iteration 106Q: 29 clusters Score -1.779774e+07 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 101534 members Mstep: Class 2 contains 12043 members Mstep: Class 3 contains 1010 members Mstep: Class 4 contains 2524 members Mstep: Class 5 contains 4367 members Mstep: Class 6 contains 57969 members Mstep: Class 7 contains 4219 members Mstep: Class 8 contains 148 members Mstep: Class 9 contains 7570 members Mstep: Class 10 contains 10827 members Mstep: Class 11 contains 3935 members Mstep: Class 12 contains 5711 members Mstep: Class 13 contains 2728 members Mstep: Class 14 contains 894 members Mstep: Class 15 contains 7846 members Mstep: Class 16 contains 3959 members Mstep: Class 17 contains 572 members Mstep: Class 18 contains 17524 members Mstep: Class 19 contains 13712 members Mstep: Class 20 contains 5911 members Mstep: Class 21 contains 288 members Mstep: Class 22 contains 20474 members Mstep: Class 23 contains 710 members Mstep: Class 24 contains 838 members Mstep: Class 25 contains 10580 members Mstep: Class 26 contains 1379 members Mstep: Class 27 contains 5254 members Mstep: Class 28 contains 7224 members Entering Unmasked Estep ConsiderDeletion Score: -17797726.000000 Penalty: 16116.338867 Iteration 107Q: 29 clusters Score -1.779773e+07 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 101512 members Mstep: Class 2 contains 12056 members Mstep: Class 3 contains 1011 members Mstep: Class 4 contains 2505 members Mstep: Class 5 contains 4369 members Mstep: Class 6 contains 57967 members Mstep: Class 7 contains 4223 members Mstep: Class 8 contains 148 members Mstep: Class 9 contains 7563 members Mstep: Class 10 contains 10843 members Mstep: Class 11 contains 3931 members Mstep: Class 12 contains 5758 members Mstep: Class 13 contains 2729 members Mstep: Class 14 contains 892 members Mstep: Class 15 contains 7862 members Mstep: Class 16 contains 3960 members Mstep: Class 17 contains 572 members Mstep: Class 18 contains 17474 members Mstep: Class 19 contains 13707 members Mstep: Class 20 contains 5925 members Mstep: Class 21 contains 288 members Mstep: Class 22 contains 20460 members Mstep: Class 23 contains 709 members Mstep: Class 24 contains 838 members Mstep: Class 25 contains 10599 members Mstep: Class 26 contains 1379 members Mstep: Class 27 contains 5255 members Mstep: Class 28 contains 7215 members Entering Unmasked Estep ConsiderDeletion Score: -17797808.000000 Penalty: 16116.338867 Iteration 108Q: 29 clusters Score -1.779781e+07 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 101493 members Mstep: Class 2 contains 12059 members Mstep: Class 3 contains 1011 members Mstep: Class 4 contains 2486 members Mstep: Class 5 contains 4368 members Mstep: Class 6 contains 57969 members Mstep: Class 7 contains 4228 members Mstep: Class 8 contains 148 members Mstep: Class 9 contains 7561 members Mstep: Class 10 contains 10860 members Mstep: Class 11 contains 3928 members Mstep: Class 12 contains 5806 members Mstep: Class 13 contains 2732 members Mstep: Class 14 contains 893 members Mstep: Class 15 contains 7880 members Mstep: Class 16 contains 3958 members Mstep: Class 17 contains 573 members Mstep: Class 18 contains 17432 members Mstep: Class 19 contains 13703 members Mstep: Class 20 contains 5933 members Mstep: Class 21 contains 288 members Mstep: Class 22 contains 20444 members Mstep: Class 23 contains 708 members Mstep: Class 24 contains 839 members Mstep: Class 25 contains 10610 members Mstep: Class 26 contains 1379 members Mstep: Class 27 contains 5258 members Mstep: Class 28 contains 7203 members Entering Unmasked Estep ConsiderDeletion Score: -17797784.000000 Penalty: 16116.338867 Iteration 109Q: 29 clusters Score -1.779778e+07 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 101478 members Mstep: Class 2 contains 12056 members Mstep: Class 3 contains 1010 members Mstep: Class 4 contains 2467 members Mstep: Class 5 contains 4367 members Mstep: Class 6 contains 57967 members Mstep: Class 7 contains 4239 members Mstep: Class 8 contains 148 members Mstep: Class 9 contains 7555 members Mstep: Class 10 contains 10875 members Mstep: Class 11 contains 3921 members Mstep: Class 12 contains 5858 members Mstep: Class 13 contains 2736 members Mstep: Class 14 contains 893 members Mstep: Class 15 contains 7900 members Mstep: Class 16 contains 3956 members Mstep: Class 17 contains 574 members Mstep: Class 18 contains 17395 members Mstep: Class 19 contains 13696 members Mstep: Class 20 contains 5945 members Mstep: Class 21 contains 288 members Mstep: Class 22 contains 20426 members Mstep: Class 23 contains 707 members Mstep: Class 24 contains 840 members Mstep: Class 25 contains 10619 members Mstep: Class 26 contains 1377 members Mstep: Class 27 contains 5261 members Mstep: Class 28 contains 7196 members Entering Unmasked Estep ConsiderDeletion Score: -17797788.000000 Penalty: 16116.338867 Iteration 110Q: 29 clusters Score -1.779779e+07 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 101454 members Mstep: Class 2 contains 12067 members Mstep: Class 3 contains 1010 members Mstep: Class 4 contains 2446 members Mstep: Class 5 contains 4368 members Mstep: Class 6 contains 57969 members Mstep: Class 7 contains 4245 members Mstep: Class 8 contains 148 members Mstep: Class 9 contains 7546 members Mstep: Class 10 contains 10875 members Mstep: Class 11 contains 3913 members Mstep: Class 12 contains 5905 members Mstep: Class 13 contains 2735 members Mstep: Class 14 contains 893 members Mstep: Class 15 contains 7929 members Mstep: Class 16 contains 3954 members Mstep: Class 17 contains 574 members Mstep: Class 18 contains 17364 members Mstep: Class 19 contains 13691 members Mstep: Class 20 contains 5954 members Mstep: Class 21 contains 288 members Mstep: Class 22 contains 20412 members Mstep: Class 23 contains 707 members Mstep: Class 24 contains 841 members Mstep: Class 25 contains 10631 members Mstep: Class 26 contains 1377 members Mstep: Class 27 contains 5265 members Mstep: Class 28 contains 7189 members Entering Unmasked Estep ConsiderDeletion Score: -17797810.000000 Penalty: 16116.338867 Iteration 111Q: 29 clusters Score -1.779781e+07 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 101438 members Mstep: Class 2 contains 12079 members Mstep: Class 3 contains 1011 members Mstep: Class 4 contains 2425 members Mstep: Class 5 contains 4368 members Mstep: Class 6 contains 57973 members Mstep: Class 7 contains 4245 members Mstep: Class 8 contains 148 members Mstep: Class 9 contains 7546 members Mstep: Class 10 contains 10880 members Mstep: Class 11 contains 3904 members Mstep: Class 12 contains 5946 members Mstep: Class 13 contains 2738 members Mstep: Class 14 contains 892 members Mstep: Class 15 contains 7953 members Mstep: Class 16 contains 3953 members Mstep: Class 17 contains 573 members Mstep: Class 18 contains 17333 members Mstep: Class 19 contains 13693 members Mstep: Class 20 contains 5964 members Mstep: Class 21 contains 288 members Mstep: Class 22 contains 20393 members Mstep: Class 23 contains 706 members Mstep: Class 24 contains 843 members Mstep: Class 25 contains 10636 members Mstep: Class 26 contains 1376 members Mstep: Class 27 contains 5266 members Mstep: Class 28 contains 7180 members Entering Unmasked Estep ConsiderDeletion Score: -17797862.000000 Penalty: 16116.338867 Iteration 112Q: 29 clusters Score -1.779786e+07 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 101425 members Mstep: Class 2 contains 12083 members Mstep: Class 3 contains 1012 members Mstep: Class 4 contains 2408 members Mstep: Class 5 contains 4368 members Mstep: Class 6 contains 57970 members Mstep: Class 7 contains 4244 members Mstep: Class 8 contains 148 members Mstep: Class 9 contains 7550 members Mstep: Class 10 contains 10879 members Mstep: Class 11 contains 3907 members Mstep: Class 12 contains 5979 members Mstep: Class 13 contains 2745 members Mstep: Class 14 contains 888 members Mstep: Class 15 contains 7978 members Mstep: Class 16 contains 3953 members Mstep: Class 17 contains 570 members Mstep: Class 18 contains 17307 members Mstep: Class 19 contains 13691 members Mstep: Class 20 contains 5967 members Mstep: Class 21 contains 288 members Mstep: Class 22 contains 20383 members Mstep: Class 23 contains 705 members Mstep: Class 24 contains 847 members Mstep: Class 25 contains 10643 members Mstep: Class 26 contains 1374 members Mstep: Class 27 contains 5266 members Mstep: Class 28 contains 7172 members Entering Unmasked Estep ConsiderDeletion Score: -17797830.000000 Penalty: 16116.338867 Iteration 113Q: 29 clusters Score -1.779783e+07 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 101410 members Mstep: Class 2 contains 12092 members Mstep: Class 3 contains 1013 members Mstep: Class 4 contains 2401 members Mstep: Class 5 contains 4366 members Mstep: Class 6 contains 57969 members Mstep: Class 7 contains 4243 members Mstep: Class 8 contains 148 members Mstep: Class 9 contains 7550 members Mstep: Class 10 contains 10877 members Mstep: Class 11 contains 3909 members Mstep: Class 12 contains 6022 members Mstep: Class 13 contains 2752 members Mstep: Class 14 contains 883 members Mstep: Class 15 contains 7989 members Mstep: Class 16 contains 3952 members Mstep: Class 17 contains 570 members Mstep: Class 18 contains 17270 members Mstep: Class 19 contains 13689 members Mstep: Class 20 contains 5976 members Mstep: Class 21 contains 288 members Mstep: Class 22 contains 20372 members Mstep: Class 23 contains 704 members Mstep: Class 24 contains 849 members Mstep: Class 25 contains 10649 members Mstep: Class 26 contains 1374 members Mstep: Class 27 contains 5266 members Mstep: Class 28 contains 7167 members Entering Unmasked Estep ConsiderDeletion Score: -17797826.000000 Penalty: 16116.338867 Iteration 114Q: 29 clusters Score -1.779783e+07 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 101393 members Mstep: Class 2 contains 12100 members Mstep: Class 3 contains 1014 members Mstep: Class 4 contains 2394 members Mstep: Class 5 contains 4366 members Mstep: Class 6 contains 57962 members Mstep: Class 7 contains 4248 members Mstep: Class 8 contains 148 members Mstep: Class 9 contains 7552 members Mstep: Class 10 contains 10888 members Mstep: Class 11 contains 3910 members Mstep: Class 12 contains 6065 members Mstep: Class 13 contains 2753 members Mstep: Class 14 contains 882 members Mstep: Class 15 contains 7996 members Mstep: Class 16 contains 3946 members Mstep: Class 17 contains 570 members Mstep: Class 18 contains 17233 members Mstep: Class 19 contains 13680 members Mstep: Class 20 contains 5985 members Mstep: Class 21 contains 288 members Mstep: Class 22 contains 20359 members Mstep: Class 23 contains 704 members Mstep: Class 24 contains 849 members Mstep: Class 25 contains 10655 members Mstep: Class 26 contains 1379 members Mstep: Class 27 contains 5267 members Mstep: Class 28 contains 7164 members Entering Unmasked Estep ConsiderDeletion Score: -17797876.000000 Penalty: 16116.338867 Iteration 115Q: 29 clusters Score -1.779788e+07 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 101378 members Mstep: Class 2 contains 12125 members Mstep: Class 3 contains 1015 members Mstep: Class 4 contains 2394 members Mstep: Class 5 contains 4364 members Mstep: Class 6 contains 57959 members Mstep: Class 7 contains 4250 members Mstep: Class 8 contains 148 members Mstep: Class 9 contains 7550 members Mstep: Class 10 contains 10896 members Mstep: Class 11 contains 3914 members Mstep: Class 12 contains 6106 members Mstep: Class 13 contains 2755 members Mstep: Class 14 contains 881 members Mstep: Class 15 contains 7996 members Mstep: Class 16 contains 3943 members Mstep: Class 17 contains 570 members Mstep: Class 18 contains 17179 members Mstep: Class 19 contains 13675 members Mstep: Class 20 contains 5990 members Mstep: Class 21 contains 288 members Mstep: Class 22 contains 20348 members Mstep: Class 23 contains 704 members Mstep: Class 24 contains 850 members Mstep: Class 25 contains 10660 members Mstep: Class 26 contains 1384 members Mstep: Class 27 contains 5266 members Mstep: Class 28 contains 7162 members Entering Unmasked Estep ConsiderDeletion Score: -17797850.000000 Penalty: 16116.338867 Iteration 116Q: 29 clusters Score -1.779785e+07 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 101364 members Mstep: Class 2 contains 12142 members Mstep: Class 3 contains 1017 members Mstep: Class 4 contains 2395 members Mstep: Class 5 contains 4364 members Mstep: Class 6 contains 57953 members Mstep: Class 7 contains 4251 members Mstep: Class 8 contains 148 members Mstep: Class 9 contains 7552 members Mstep: Class 10 contains 10904 members Mstep: Class 11 contains 3915 members Mstep: Class 12 contains 6139 members Mstep: Class 13 contains 2761 members Mstep: Class 14 contains 879 members Mstep: Class 15 contains 8003 members Mstep: Class 16 contains 3938 members Mstep: Class 17 contains 568 members Mstep: Class 18 contains 17133 members Mstep: Class 19 contains 13671 members Mstep: Class 20 contains 5998 members Mstep: Class 21 contains 288 members Mstep: Class 22 contains 20331 members Mstep: Class 23 contains 704 members Mstep: Class 24 contains 849 members Mstep: Class 25 contains 10665 members Mstep: Class 26 contains 1386 members Mstep: Class 27 contains 5267 members Mstep: Class 28 contains 7165 members Entering Unmasked Estep ConsiderDeletion Score: -17797862.000000 Penalty: 16116.338867 Iteration 117Q: 29 clusters Score -1.779786e+07 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 101352 members Mstep: Class 2 contains 12160 members Mstep: Class 3 contains 1017 members Mstep: Class 4 contains 2395 members Mstep: Class 5 contains 4364 members Mstep: Class 6 contains 57949 members Mstep: Class 7 contains 4254 members Mstep: Class 8 contains 148 members Mstep: Class 9 contains 7552 members Mstep: Class 10 contains 10916 members Mstep: Class 11 contains 3913 members Mstep: Class 12 contains 6167 members Mstep: Class 13 contains 2761 members Mstep: Class 14 contains 876 members Mstep: Class 15 contains 8017 members Mstep: Class 16 contains 3939 members Mstep: Class 17 contains 565 members Mstep: Class 18 contains 17086 members Mstep: Class 19 contains 13662 members Mstep: Class 20 contains 6010 members Mstep: Class 21 contains 288 members Mstep: Class 22 contains 20319 members Mstep: Class 23 contains 703 members Mstep: Class 24 contains 849 members Mstep: Class 25 contains 10669 members Mstep: Class 26 contains 1389 members Mstep: Class 27 contains 5266 members Mstep: Class 28 contains 7164 members Entering Unmasked Estep ConsiderDeletion Score: -17797912.000000 Penalty: 16116.338867 Iteration 118Q: 29 clusters Score -1.779791e+07 nChanged 176 Entering ConstructFrom: Score: -17797912.000000 Penalty: 16116.338867 Entering ConstructFrom: Trying to split cluster 1 (101344 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101344 members Entering Unmasked Estep Score: -6292531.500000 Penalty: 524.445557 Iteration 0F: 2 clusters Score -6292532 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50686 members Mstep: Class 2 contains 50658 members Entering Unmasked Estep Score: -6224142.500000 Penalty: 1048.891113 Iteration 0F: 3 clusters Score -6224142 nChanged 49585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47331 members Mstep: Class 2 contains 54013 members Entering Unmasked Estep Score: -6255843.500000 Penalty: 1048.891113 Iteration 1F: 3 clusters Score -6255844 nChanged 5416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45897 members Mstep: Class 2 contains 55447 members Entering Unmasked Estep Score: -6258326.500000 Penalty: 1048.891113 Iteration 2F: 3 clusters Score -6258326 nChanged 5899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44400 members Mstep: Class 2 contains 56944 members Entering Unmasked Estep Score: -6261523.500000 Penalty: 1048.891113 Iteration 3F: 3 clusters Score -6261524 nChanged 6173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42923 members Mstep: Class 2 contains 58421 members Entering Unmasked Estep Score: -6265318.500000 Penalty: 1048.891113 Iteration 4F: 3 clusters Score -6265318 nChanged 6218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41595 members Mstep: Class 2 contains 59749 members Entering Unmasked Estep Score: -6269659.000000 Penalty: 1048.891113 Iteration 5F: 3 clusters Score -6269659 nChanged 5845 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40480 members Mstep: Class 2 contains 60864 members Entering Unmasked Estep Score: -6273673.500000 Penalty: 1048.891113 Iteration 6F: 3 clusters Score -6273674 nChanged 4684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39470 members Mstep: Class 2 contains 61874 members Entering Unmasked Estep Score: -6276338.500000 Penalty: 1048.891113 Iteration 7Q: 3 clusters Score -6276338 nChanged 3295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38453 members Mstep: Class 2 contains 62891 members Entering Unmasked Estep Score: -6277642.000000 Penalty: 1048.891113 Iteration 8Q: 3 clusters Score -6277642 nChanged 1970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37317 members Mstep: Class 2 contains 64027 members Entering Unmasked Estep Score: -6278188.000000 Penalty: 1048.891113 Iteration 9Q: 3 clusters Score -6278188 nChanged 1452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36091 members Mstep: Class 2 contains 65253 members Entering Unmasked Estep Score: -6278566.500000 Penalty: 1048.891113 Iteration 10Q: 3 clusters Score -6278566 nChanged 1446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34731 members Mstep: Class 2 contains 66613 members Entering Unmasked Estep Score: -6278948.500000 Penalty: 1048.891113 Iteration 11Q: 3 clusters Score -6278948 nChanged 1535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33268 members Mstep: Class 2 contains 68076 members Entering Unmasked Estep Score: -6279436.500000 Penalty: 1048.891113 Iteration 12Q: 3 clusters Score -6279436 nChanged 1578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31740 members Mstep: Class 2 contains 69604 members Entering Unmasked Estep Score: -6279976.500000 Penalty: 1048.891113 Iteration 13Q: 3 clusters Score -6279976 nChanged 1585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30207 members Mstep: Class 2 contains 71137 members Entering Unmasked Estep Score: -6280477.000000 Penalty: 1048.891113 Iteration 14Q: 3 clusters Score -6280477 nChanged 1617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28642 members Mstep: Class 2 contains 72702 members Entering Unmasked Estep Score: -6281026.000000 Penalty: 1048.891113 Iteration 15Q: 3 clusters Score -6281026 nChanged 1689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26985 members Mstep: Class 2 contains 74359 members Entering Unmasked Estep Score: -6281651.500000 Penalty: 1048.891113 Iteration 16Q: 3 clusters Score -6281652 nChanged 1684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25319 members Mstep: Class 2 contains 76025 members Entering Unmasked Estep Score: -6282311.000000 Penalty: 1048.891113 Iteration 17Q: 3 clusters Score -6282311 nChanged 1722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23615 members Mstep: Class 2 contains 77729 members Entering Unmasked Estep Score: -6282977.500000 Penalty: 1048.891113 Iteration 18Q: 3 clusters Score -6282978 nChanged 1697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21934 members Mstep: Class 2 contains 79410 members Entering Unmasked Estep Score: -6283634.500000 Penalty: 1048.891113 Iteration 19Q: 3 clusters Score -6283634 nChanged 1608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20330 members Mstep: Class 2 contains 81014 members Entering Unmasked Estep Score: -6284286.500000 Penalty: 1048.891113 Iteration 20F: 3 clusters Score -6284286 nChanged 1651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18687 members Mstep: Class 2 contains 82657 members Entering Unmasked Estep Score: -6285052.500000 Penalty: 1048.891113 Iteration 21Q: 3 clusters Score -6285052 nChanged 1544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17155 members Mstep: Class 2 contains 84189 members Entering Unmasked Estep Score: -6285747.500000 Penalty: 1048.891113 Iteration 22Q: 3 clusters Score -6285748 nChanged 1430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15739 members Mstep: Class 2 contains 85605 members Entering Unmasked Estep Score: -6286373.500000 Penalty: 1048.891113 Iteration 23Q: 3 clusters Score -6286374 nChanged 1356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14397 members Mstep: Class 2 contains 86947 members Entering Unmasked Estep Score: -6286934.500000 Penalty: 1048.891113 Iteration 24Q: 3 clusters Score -6286934 nChanged 1223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13180 members Mstep: Class 2 contains 88164 members Entering Unmasked Estep Score: -6287474.500000 Penalty: 1048.891113 Iteration 25Q: 3 clusters Score -6287474 nChanged 1157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12025 members Mstep: Class 2 contains 89319 members Entering Unmasked Estep Score: -6288041.500000 Penalty: 1048.891113 Iteration 26Q: 3 clusters Score -6288042 nChanged 1031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10998 members Mstep: Class 2 contains 90346 members Entering Unmasked Estep Score: -6288527.000000 Penalty: 1048.891113 Iteration 27Q: 3 clusters Score -6288527 nChanged 956 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10046 members Mstep: Class 2 contains 91298 members Entering Unmasked Estep Score: -6288978.000000 Penalty: 1048.891113 Iteration 28Q: 3 clusters Score -6288978 nChanged 836 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9218 members Mstep: Class 2 contains 92126 members Entering Unmasked Estep Score: -6289393.500000 Penalty: 1048.891113 Iteration 29Q: 3 clusters Score -6289394 nChanged 755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8467 members Mstep: Class 2 contains 92877 members Entering Unmasked Estep Score: -6289740.000000 Penalty: 1048.891113 Iteration 30Q: 3 clusters Score -6289740 nChanged 693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7780 members Mstep: Class 2 contains 93564 members Entering Unmasked Estep Score: -6290115.000000 Penalty: 1048.891113 Iteration 31Q: 3 clusters Score -6290115 nChanged 655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7129 members Mstep: Class 2 contains 94215 members Entering Unmasked Estep Score: -6290410.000000 Penalty: 1048.891113 Iteration 32Q: 3 clusters Score -6290410 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6552 members Mstep: Class 2 contains 94792 members Entering Unmasked Estep Score: -6290689.000000 Penalty: 1048.891113 Iteration 33Q: 3 clusters Score -6290689 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6026 members Mstep: Class 2 contains 95318 members Entering Unmasked Estep Score: -6290955.500000 Penalty: 1048.891113 Iteration 34Q: 3 clusters Score -6290956 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5560 members Mstep: Class 2 contains 95784 members Entering Unmasked Estep Score: -6291165.000000 Penalty: 1048.891113 Iteration 35Q: 3 clusters Score -6291165 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5146 members Mstep: Class 2 contains 96198 members Entering Unmasked Estep Score: -6291334.500000 Penalty: 1048.891113 Iteration 36Q: 3 clusters Score -6291334 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4768 members Mstep: Class 2 contains 96576 members Entering Unmasked Estep Score: -6291456.500000 Penalty: 1048.891113 Iteration 37Q: 3 clusters Score -6291456 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4445 members Mstep: Class 2 contains 96899 members Entering Unmasked Estep Score: -6291556.500000 Penalty: 1048.891113 Iteration 38Q: 3 clusters Score -6291556 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4132 members Mstep: Class 2 contains 97212 members Entering Unmasked Estep Score: -6291674.000000 Penalty: 1048.891113 Iteration 39Q: 3 clusters Score -6291674 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3868 members Mstep: Class 2 contains 97476 members Entering Unmasked Estep Score: -6291765.000000 Penalty: 1048.891113 Iteration 40F: 3 clusters Score -6291765 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3626 members Mstep: Class 2 contains 97718 members Entering Unmasked Estep Score: -6291828.500000 Penalty: 1048.891113 Iteration 41Q: 3 clusters Score -6291828 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3417 members Mstep: Class 2 contains 97927 members Entering Unmasked Estep Score: -6291872.000000 Penalty: 1048.891113 Iteration 42Q: 3 clusters Score -6291872 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3242 members Mstep: Class 2 contains 98102 members Entering Unmasked Estep Score: -6291924.000000 Penalty: 1048.891113 Iteration 43Q: 3 clusters Score -6291924 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3055 members Mstep: Class 2 contains 98289 members Entering Unmasked Estep Score: -6291967.000000 Penalty: 1048.891113 Iteration 44Q: 3 clusters Score -6291967 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2852 members Mstep: Class 2 contains 98492 members Entering Unmasked Estep Score: -6292030.000000 Penalty: 1048.891113 Iteration 45Q: 3 clusters Score -6292030 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2677 members Mstep: Class 2 contains 98667 members Entering Unmasked Estep Score: -6292089.500000 Penalty: 1048.891113 Iteration 46Q: 3 clusters Score -6292090 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2517 members Mstep: Class 2 contains 98827 members Entering Unmasked Estep Score: -6292117.000000 Penalty: 1048.891113 Iteration 47Q: 3 clusters Score -6292117 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2372 members Mstep: Class 2 contains 98972 members Entering Unmasked Estep Score: -6292132.500000 Penalty: 1048.891113 Iteration 48Q: 3 clusters Score -6292132 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2243 members Mstep: Class 2 contains 99101 members Entering Unmasked Estep Score: -6292157.000000 Penalty: 1048.891113 Iteration 49Q: 3 clusters Score -6292157 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2134 members Mstep: Class 2 contains 99210 members Entering Unmasked Estep Score: -6292153.500000 Penalty: 1048.891113 Iteration 50Q: 3 clusters Score -6292154 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2057 members Mstep: Class 2 contains 99287 members Entering Unmasked Estep Score: -6292169.500000 Penalty: 1048.891113 Iteration 51Q: 3 clusters Score -6292170 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1975 members Mstep: Class 2 contains 99369 members Entering Unmasked Estep Score: -6292193.500000 Penalty: 1048.891113 Iteration 52Q: 3 clusters Score -6292194 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 99432 members Entering Unmasked Estep Score: -6292209.000000 Penalty: 1048.891113 Iteration 53Q: 3 clusters Score -6292209 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1853 members Mstep: Class 2 contains 99491 members Entering Unmasked Estep Score: -6292223.500000 Penalty: 1048.891113 Iteration 54Q: 3 clusters Score -6292224 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 99540 members Entering Unmasked Estep Score: -6292240.500000 Penalty: 1048.891113 Iteration 55Q: 3 clusters Score -6292240 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 99593 members Entering Unmasked Estep Score: -6292239.000000 Penalty: 1048.891113 Iteration 56Q: 3 clusters Score -6292239 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 99648 members Entering Unmasked Estep Score: -6292240.500000 Penalty: 1048.891113 Iteration 57Q: 3 clusters Score -6292240 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 99692 members Entering Unmasked Estep Score: -6292242.500000 Penalty: 1048.891113 Iteration 58Q: 3 clusters Score -6292242 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 99739 members Entering Unmasked Estep Score: -6292249.500000 Penalty: 1048.891113 Iteration 59Q: 3 clusters Score -6292250 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 99776 members Entering Unmasked Estep Score: -6292256.500000 Penalty: 1048.891113 Iteration 60F: 3 clusters Score -6292256 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 99814 members Entering Unmasked Estep Score: -6292257.000000 Penalty: 1048.891113 Iteration 61Q: 3 clusters Score -6292257 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 99850 members Entering Unmasked Estep Score: -6292262.000000 Penalty: 1048.891113 Iteration 62Q: 3 clusters Score -6292262 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 99883 members Entering Unmasked Estep Score: -6292264.500000 Penalty: 1048.891113 Iteration 63Q: 3 clusters Score -6292264 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 99915 members Entering Unmasked Estep Score: -6292267.000000 Penalty: 1048.891113 Iteration 64Q: 3 clusters Score -6292267 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 99945 members Entering Unmasked Estep Score: -6292269.500000 Penalty: 1048.891113 Iteration 65Q: 3 clusters Score -6292270 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 99971 members Entering Unmasked Estep Score: -6292280.000000 Penalty: 1048.891113 Iteration 66Q: 3 clusters Score -6292280 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 99994 members Entering Unmasked Estep Score: -6292276.000000 Penalty: 1048.891113 Iteration 67Q: 3 clusters Score -6292276 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 100017 members Entering Unmasked Estep Score: -6292278.500000 Penalty: 1048.891113 Iteration 68Q: 3 clusters Score -6292278 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 100037 members Entering Unmasked Estep Score: -6292277.000000 Penalty: 1048.891113 Iteration 69Q: 3 clusters Score -6292277 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 100069 members Entering Unmasked Estep Score: -6292277.500000 Penalty: 1048.891113 Iteration 70Q: 3 clusters Score -6292278 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 100097 members Entering Unmasked Estep Score: -6292273.500000 Penalty: 1048.891113 Iteration 71Q: 3 clusters Score -6292274 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 100122 members Entering Unmasked Estep Score: -6292281.500000 Penalty: 1048.891113 Iteration 72Q: 3 clusters Score -6292282 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 100145 members Entering Unmasked Estep Score: -6292282.500000 Penalty: 1048.891113 Iteration 73Q: 3 clusters Score -6292282 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 100166 members Entering Unmasked Estep Score: -6292288.500000 Penalty: 1048.891113 Iteration 74Q: 3 clusters Score -6292288 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 100186 members Entering Unmasked Estep Score: -6292292.000000 Penalty: 1048.891113 Iteration 75Q: 3 clusters Score -6292292 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 100203 members Entering Unmasked Estep Score: -6292298.500000 Penalty: 1048.891113 Iteration 76Q: 3 clusters Score -6292298 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 100220 members Entering Unmasked Estep Score: -6292288.500000 Penalty: 1048.891113 Iteration 77Q: 3 clusters Score -6292288 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 100226 members Entering Unmasked Estep Score: -6292295.000000 Penalty: 1048.891113 Iteration 78Q: 3 clusters Score -6292295 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 100229 members Entering Unmasked Estep Score: -6292295.000000 Penalty: 1048.891113 Iteration 79Q: 3 clusters Score -6292295 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 100232 members Entering Unmasked Estep Score: -6292297.000000 Penalty: 1048.891113 Iteration 80F: 3 clusters Score -6292297 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 100236 members Entering Unmasked Estep Score: -6292298.500000 Penalty: 1048.891113 Iteration 81Q: 3 clusters Score -6292298 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 100244 members Entering Unmasked Estep Score: -6292298.500000 Penalty: 1048.891113 Iteration 82Q: 3 clusters Score -6292298 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 100252 members Entering Unmasked Estep Score: -6292301.000000 Penalty: 1048.891113 Iteration 83Q: 3 clusters Score -6292301 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 100260 members Entering Unmasked Estep Score: -6292296.000000 Penalty: 1048.891113 Iteration 84Q: 3 clusters Score -6292296 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 100266 members Entering Unmasked Estep Score: -6292298.000000 Penalty: 1048.891113 Iteration 85Q: 3 clusters Score -6292298 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 100268 members Entering Unmasked Estep Score: -6292297.500000 Penalty: 1048.891113 Iteration 86Q: 3 clusters Score -6292298 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 100272 members Entering Unmasked Estep Score: -6292295.000000 Penalty: 1048.891113 Iteration 87Q: 3 clusters Score -6292295 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 100280 members Entering Unmasked Estep Score: -6292294.000000 Penalty: 1048.891113 Iteration 88Q: 3 clusters Score -6292294 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 100283 members Entering Unmasked Estep Score: -6292294.500000 Penalty: 1048.891113 Iteration 89Q: 3 clusters Score -6292294 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 100284 members Entering Unmasked Estep Score: -6292296.000000 Penalty: 1048.891113 Iteration 90Q: 3 clusters Score -6292296 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 100286 members Entering Unmasked Estep Score: -6292296.000000 Penalty: 1048.891113 Iteration 91Q: 3 clusters Score -6292296 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 100288 members Entering Unmasked Estep Score: -6292295.000000 Penalty: 1048.891113 Iteration 92Q: 3 clusters Score -6292295 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 100293 members Entering Unmasked Estep Score: -6292298.000000 Penalty: 1048.891113 Iteration 93Q: 3 clusters Score -6292298 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 100299 members Entering Unmasked Estep Score: -6292298.500000 Penalty: 1048.891113 Iteration 94Q: 3 clusters Score -6292298 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 100304 members Entering Unmasked Estep Score: -6292294.000000 Penalty: 1048.891113 Iteration 95Q: 3 clusters Score -6292294 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 100307 members Entering Unmasked Estep Score: -6292295.500000 Penalty: 1048.891113 Iteration 96Q: 3 clusters Score -6292296 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 100308 members Entering Unmasked Estep Score: -6292295.000000 Penalty: 1048.891113 Iteration 97Q: 3 clusters Score -6292295 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 100310 members Entering Unmasked Estep Score: -6292294.500000 Penalty: 1048.891113 Iteration 98Q: 3 clusters Score -6292294 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 100312 members Entering Unmasked Estep Score: -6292292.500000 Penalty: 1048.891113 Iteration 99Q: 3 clusters Score -6292292 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 100313 members Entering Unmasked Estep Score: -6292287.500000 Penalty: 1048.891113 Iteration 100F: 3 clusters Score -6292288 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (12171 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12171 members Entering Unmasked Estep Score: -737811.687500 Penalty: 428.009918 Iteration 0F: 2 clusters Score -737811.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6135 members Mstep: Class 2 contains 6036 members Entering Unmasked Estep Score: -729644.000000 Penalty: 856.019836 Iteration 0F: 3 clusters Score -729644 nChanged 5726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6839 members Mstep: Class 2 contains 5332 members Entering Unmasked Estep Score: -733231.125000 Penalty: 856.019836 Iteration 1F: 3 clusters Score -733231.1 nChanged 637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7154 members Mstep: Class 2 contains 5017 members Entering Unmasked Estep Score: -733535.937500 Penalty: 856.019836 Iteration 2F: 3 clusters Score -733535.9 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7535 members Mstep: Class 2 contains 4636 members Entering Unmasked Estep Score: -733914.562500 Penalty: 856.019836 Iteration 3F: 3 clusters Score -733914.6 nChanged 687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7984 members Mstep: Class 2 contains 4187 members Entering Unmasked Estep Score: -734452.937500 Penalty: 856.019836 Iteration 4F: 3 clusters Score -734452.9 nChanged 688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8446 members Mstep: Class 2 contains 3725 members Entering Unmasked Estep Score: -735037.625000 Penalty: 856.019836 Iteration 5F: 3 clusters Score -735037.6 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8806 members Mstep: Class 2 contains 3365 members Entering Unmasked Estep Score: -735459.125000 Penalty: 856.019836 Iteration 6Q: 3 clusters Score -735459.1 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9081 members Mstep: Class 2 contains 3090 members Entering Unmasked Estep Score: -735704.562500 Penalty: 856.019836 Iteration 7Q: 3 clusters Score -735704.6 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9308 members Mstep: Class 2 contains 2863 members Entering Unmasked Estep Score: -735863.562500 Penalty: 856.019836 Iteration 8Q: 3 clusters Score -735863.6 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9519 members Mstep: Class 2 contains 2652 members Entering Unmasked Estep Score: -735984.187500 Penalty: 856.019836 Iteration 9Q: 3 clusters Score -735984.2 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9730 members Mstep: Class 2 contains 2441 members Entering Unmasked Estep Score: -736099.125000 Penalty: 856.019836 Iteration 10Q: 3 clusters Score -736099.1 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9947 members Mstep: Class 2 contains 2224 members Entering Unmasked Estep Score: -736225.187500 Penalty: 856.019836 Iteration 11Q: 3 clusters Score -736225.2 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10168 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -736370.187500 Penalty: 856.019836 Iteration 12Q: 3 clusters Score -736370.2 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10380 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -736512.875000 Penalty: 856.019836 Iteration 13Q: 3 clusters Score -736512.9 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10579 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -736651.687500 Penalty: 856.019836 Iteration 14Q: 3 clusters Score -736651.7 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10755 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -736772.375000 Penalty: 856.019836 Iteration 15Q: 3 clusters Score -736772.4 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10910 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -736901.125000 Penalty: 856.019836 Iteration 16Q: 3 clusters Score -736901.1 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11046 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -737028.375000 Penalty: 856.019836 Iteration 17Q: 3 clusters Score -737028.4 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11166 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -737138.000000 Penalty: 856.019836 Iteration 18Q: 3 clusters Score -737138 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11254 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -737211.250000 Penalty: 856.019836 Iteration 19Q: 3 clusters Score -737211.2 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11313 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -737252.437500 Penalty: 856.019836 Iteration 20F: 3 clusters Score -737252.4 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11369 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -737298.625000 Penalty: 856.019836 Iteration 21Q: 3 clusters Score -737298.6 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11413 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -737332.312500 Penalty: 856.019836 Iteration 22Q: 3 clusters Score -737332.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11450 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: 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Score: -737391.187500 Penalty: 856.019836 Iteration 27Q: 3 clusters Score -737391.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11517 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -737393.750000 Penalty: 856.019836 Iteration 28Q: 3 clusters Score -737393.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11527 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -737396.187500 Penalty: 856.019836 Iteration 29Q: 3 clusters Score -737396.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11529 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -737397.375000 Penalty: 856.019836 Iteration 30Q: 3 clusters Score -737397.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11529 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -737400.562500 Penalty: 856.019836 Iteration 31Q: 3 clusters Score -737400.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11531 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -737401.187500 Penalty: 856.019836 Iteration 32Q: 3 clusters Score -737401.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11537 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -737404.000000 Penalty: 856.019836 Iteration 33Q: 3 clusters Score -737404 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11548 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -737406.437500 Penalty: 856.019836 Iteration 34Q: 3 clusters Score -737406.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11551 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -737406.250000 Penalty: 856.019836 Iteration 35Q: 3 clusters Score -737406.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11554 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -737407.875000 Penalty: 856.019836 Iteration 36Q: 3 clusters Score -737407.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11555 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -737410.312500 Penalty: 856.019836 Iteration 37Q: 3 clusters Score -737410.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11557 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -737410.375000 Penalty: 856.019836 Iteration 38Q: 3 clusters Score -737410.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11557 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -737410.375000 Penalty: 856.019836 Iteration 39F: 3 clusters Score -737410.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1017 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Entering Unmasked Estep Score: -51993.390625 Penalty: 315.069855 Iteration 0F: 2 clusters Score -51993.39 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -51191.632812 Penalty: 630.139709 Iteration 0F: 3 clusters Score -51191.63 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -51470.218750 Penalty: 630.139709 Iteration 1F: 3 clusters Score -51470.22 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -51555.437500 Penalty: 630.139709 Iteration 2F: 3 clusters Score -51555.44 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -51602.613281 Penalty: 630.139709 Iteration 3F: 3 clusters Score -51602.61 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -51627.488281 Penalty: 630.139709 Iteration 4Q: 3 clusters Score -51627.49 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -51645.644531 Penalty: 630.139709 Iteration 5Q: 3 clusters Score -51645.64 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -51659.164062 Penalty: 630.139709 Iteration 6Q: 3 clusters Score -51659.16 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -51670.289062 Penalty: 630.139709 Iteration 7Q: 3 clusters Score -51670.29 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -51684.929688 Penalty: 630.139709 Iteration 8Q: 3 clusters Score -51684.93 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -51697.316406 Penalty: 630.139709 Iteration 9Q: 3 clusters Score -51697.32 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -51710.503906 Penalty: 630.139709 Iteration 10Q: 3 clusters Score -51710.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -51719.894531 Penalty: 630.139709 Iteration 11Q: 3 clusters Score -51719.89 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -51723.628906 Penalty: 630.139709 Iteration 12Q: 3 clusters Score -51723.63 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -51725.882812 Penalty: 630.139709 Iteration 13Q: 3 clusters Score -51725.88 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -51730.152344 Penalty: 630.139709 Iteration 14Q: 3 clusters Score -51730.15 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -51736.320312 Penalty: 630.139709 Iteration 15Q: 3 clusters Score -51736.32 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -51743.863281 Penalty: 630.139709 Iteration 16Q: 3 clusters Score -51743.86 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -51750.625000 Penalty: 630.139709 Iteration 17Q: 3 clusters Score -51750.62 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -51759.996094 Penalty: 630.139709 Iteration 18Q: 3 clusters Score -51760 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -51767.246094 Penalty: 630.139709 Iteration 19Q: 3 clusters Score -51767.25 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -51773.726562 Penalty: 630.139709 Iteration 20F: 3 clusters Score -51773.73 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -51784.378906 Penalty: 630.139709 Iteration 21Q: 3 clusters Score -51784.38 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -51803.492188 Penalty: 630.139709 Iteration 22Q: 3 clusters Score -51803.49 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -51815.308594 Penalty: 630.139709 Iteration 23Q: 3 clusters Score -51815.31 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -51834.222656 Penalty: 630.139709 Iteration 24Q: 3 clusters Score -51834.22 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -51853.601562 Penalty: 630.139709 Iteration 25Q: 3 clusters Score -51853.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -51874.410156 Penalty: 630.139709 Iteration 26Q: 3 clusters Score -51874.41 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -51890.234375 Penalty: 630.139709 Iteration 27Q: 3 clusters Score -51890.23 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -51897.398438 Penalty: 630.139709 Iteration 28Q: 3 clusters Score -51897.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -51903.113281 Penalty: 630.139709 Iteration 29Q: 3 clusters Score -51903.11 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -51903.769531 Penalty: 630.139709 Iteration 30Q: 3 clusters Score -51903.77 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -51905.320312 Penalty: 630.139709 Iteration 31Q: 3 clusters Score -51905.32 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -51905.320312 Penalty: 630.139709 Iteration 32F: 3 clusters Score -51905.32 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2393 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2393 members Entering Unmasked Estep Score: -109072.492188 Penalty: 354.003784 Iteration 0F: 2 clusters Score -109072.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -107362.945312 Penalty: 708.007568 Iteration 0F: 3 clusters Score -107362.9 nChanged 1058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -108118.070312 Penalty: 708.007568 Iteration 1F: 3 clusters Score -108118.1 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -108339.375000 Penalty: 708.007568 Iteration 2F: 3 clusters Score -108339.4 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -108511.554688 Penalty: 708.007568 Iteration 3F: 3 clusters Score -108511.6 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -108615.218750 Penalty: 708.007568 Iteration 4F: 3 clusters Score -108615.2 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -108667.140625 Penalty: 708.007568 Iteration 5Q: 3 clusters Score -108667.1 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -108714.406250 Penalty: 708.007568 Iteration 6Q: 3 clusters Score -108714.4 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -108775.656250 Penalty: 708.007568 Iteration 7Q: 3 clusters Score -108775.7 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -108827.773438 Penalty: 708.007568 Iteration 8Q: 3 clusters Score -108827.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -108863.968750 Penalty: 708.007568 Iteration 9Q: 3 clusters Score -108864 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -108894.007812 Penalty: 708.007568 Iteration 10Q: 3 clusters Score -108894 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -108921.039062 Penalty: 708.007568 Iteration 11Q: 3 clusters Score -108921 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -108938.726562 Penalty: 708.007568 Iteration 12Q: 3 clusters Score -108938.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -108958.843750 Penalty: 708.007568 Iteration 13Q: 3 clusters Score -108958.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -108977.992188 Penalty: 708.007568 Iteration 14Q: 3 clusters Score -108978 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -108995.257812 Penalty: 708.007568 Iteration 15Q: 3 clusters Score -108995.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -109011.632812 Penalty: 708.007568 Iteration 16Q: 3 clusters Score -109011.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -109026.257812 Penalty: 708.007568 Iteration 17Q: 3 clusters Score -109026.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -109043.273438 Penalty: 708.007568 Iteration 18Q: 3 clusters Score -109043.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -109052.625000 Penalty: 708.007568 Iteration 19Q: 3 clusters Score -109052.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -109061.562500 Penalty: 708.007568 Iteration 20F: 3 clusters Score -109061.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -109073.171875 Penalty: 708.007568 Iteration 21Q: 3 clusters Score -109073.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -109081.960938 Penalty: 708.007568 Iteration 22Q: 3 clusters Score -109082 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1911 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -109086.218750 Penalty: 708.007568 Iteration 23Q: 3 clusters Score -109086.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -109090.179688 Penalty: 708.007568 Iteration 24Q: 3 clusters Score -109090.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -109091.968750 Penalty: 708.007568 Iteration 25Q: 3 clusters Score -109092 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -109092.593750 Penalty: 708.007568 Iteration 26Q: 3 clusters Score -109092.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -109092.781250 Penalty: 708.007568 Iteration 27Q: 3 clusters Score -109092.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -109095.632812 Penalty: 708.007568 Iteration 28Q: 3 clusters Score -109095.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -109097.421875 Penalty: 708.007568 Iteration 29Q: 3 clusters Score -109097.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -109098.453125 Penalty: 708.007568 Iteration 30Q: 3 clusters Score -109098.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -109098.718750 Penalty: 708.007568 Iteration 31Q: 3 clusters Score -109098.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -109099.117188 Penalty: 708.007568 Iteration 32Q: 3 clusters Score -109099.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -109099.992188 Penalty: 708.007568 Iteration 33Q: 3 clusters Score -109100 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1959 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -109101.023438 Penalty: 708.007568 Iteration 34Q: 3 clusters Score -109101 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -109104.179688 Penalty: 708.007568 Iteration 35Q: 3 clusters Score -109104.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -109105.125000 Penalty: 708.007568 Iteration 36Q: 3 clusters Score -109105.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -109105.578125 Penalty: 708.007568 Iteration 37Q: 3 clusters Score -109105.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -109106.195312 Penalty: 708.007568 Iteration 38Q: 3 clusters Score -109106.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -109106.375000 Penalty: 708.007568 Iteration 39Q: 3 clusters Score -109106.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -109107.062500 Penalty: 708.007568 Iteration 40F: 3 clusters Score -109107.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -109107.234375 Penalty: 708.007568 Iteration 41Q: 3 clusters Score -109107.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1982 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -109107.281250 Penalty: 708.007568 Iteration 42Q: 3 clusters Score -109107.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1982 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -109107.281250 Penalty: 708.007568 Iteration 43F: 3 clusters Score -109107.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 101344 members Mstep: Class 2 contains 12171 members Mstep: Class 3 contains 1017 members Mstep: Class 4 contains 1982 members Mstep: Class 5 contains 4364 members Mstep: Class 6 contains 57946 members Mstep: Class 7 contains 4256 members Mstep: Class 8 contains 148 members Mstep: Class 9 contains 7553 members Mstep: Class 10 contains 10929 members Mstep: Class 11 contains 3919 members Mstep: Class 12 contains 6184 members Mstep: Class 13 contains 2763 members Mstep: Class 14 contains 875 members Mstep: Class 15 contains 8030 members Mstep: Class 16 contains 3935 members Mstep: Class 17 contains 564 members Mstep: Class 18 contains 17050 members Mstep: Class 19 contains 13650 members Mstep: Class 20 contains 6023 members Mstep: Class 21 contains 288 members Mstep: Class 22 contains 20305 members Mstep: Class 23 contains 703 members Mstep: Class 24 contains 848 members Mstep: Class 25 contains 10671 members Mstep: Class 26 contains 1391 members Mstep: Class 27 contains 5267 members Mstep: Class 28 contains 7163 members Mstep: Class 29 contains 411 members Entering Unmasked Estep Score: -17797706.000000 Penalty: 16691.921875 Splitting cluster 4 changes total score from -17797912.000000 to -17797706.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 5 (4364 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4364 members Entering Unmasked Estep Score: -246496.656250 Penalty: 381.342072 Iteration 0F: 2 clusters Score -246496.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2162 members Mstep: Class 2 contains 2202 members Entering Unmasked Estep Score: -243543.000000 Penalty: 762.684143 Iteration 0F: 3 clusters Score -243543 nChanged 1965 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2249 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -244920.234375 Penalty: 762.684143 Iteration 1F: 3 clusters Score -244920.2 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2330 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -245159.906250 Penalty: 762.684143 Iteration 2F: 3 clusters Score -245159.9 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2364 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -245369.828125 Penalty: 762.684143 Iteration 3F: 3 clusters Score -245369.8 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2379 members Mstep: Class 2 contains 1985 members Entering Unmasked Estep Score: -245527.984375 Penalty: 762.684143 Iteration 4F: 3 clusters Score -245528 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2377 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -245678.640625 Penalty: 762.684143 Iteration 5Q: 3 clusters Score -245678.6 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2369 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -245810.453125 Penalty: 762.684143 Iteration 6Q: 3 clusters Score -245810.5 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -245896.312500 Penalty: 762.684143 Iteration 7Q: 3 clusters Score -245896.3 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2391 members Mstep: Class 2 contains 1973 members Entering Unmasked Estep Score: -245984.281250 Penalty: 762.684143 Iteration 8Q: 3 clusters Score -245984.3 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2408 members Mstep: Class 2 contains 1956 members Entering Unmasked Estep Score: -246075.000000 Penalty: 762.684143 Iteration 9Q: 3 clusters Score -246075 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -246151.015625 Penalty: 762.684143 Iteration 10Q: 3 clusters Score -246151 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2420 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -246195.031250 Penalty: 762.684143 Iteration 11Q: 3 clusters Score -246195 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2398 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -246217.562500 Penalty: 762.684143 Iteration 12Q: 3 clusters Score -246217.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2367 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -246229.937500 Penalty: 762.684143 Iteration 13Q: 3 clusters Score -246229.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 2030 members Entering Unmasked Estep Score: -246236.562500 Penalty: 762.684143 Iteration 14Q: 3 clusters Score -246236.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2311 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -246239.781250 Penalty: 762.684143 Iteration 15Q: 3 clusters Score -246239.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2288 members Mstep: Class 2 contains 2076 members Entering Unmasked Estep Score: -246243.078125 Penalty: 762.684143 Iteration 16Q: 3 clusters Score -246243.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2271 members Mstep: Class 2 contains 2093 members Entering Unmasked Estep Score: -246245.515625 Penalty: 762.684143 Iteration 17Q: 3 clusters Score -246245.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2251 members Mstep: Class 2 contains 2113 members Entering Unmasked Estep Score: -246248.390625 Penalty: 762.684143 Iteration 18Q: 3 clusters Score -246248.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2231 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -246251.250000 Penalty: 762.684143 Iteration 19Q: 3 clusters Score -246251.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 2150 members Entering Unmasked Estep Score: -246253.937500 Penalty: 762.684143 Iteration 20F: 3 clusters Score -246253.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2197 members Mstep: Class 2 contains 2167 members Entering Unmasked Estep Score: -246256.562500 Penalty: 762.684143 Iteration 21Q: 3 clusters Score -246256.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2176 members Mstep: Class 2 contains 2188 members Entering Unmasked Estep Score: -246258.109375 Penalty: 762.684143 Iteration 22Q: 3 clusters Score -246258.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2166 members Mstep: Class 2 contains 2198 members Entering Unmasked Estep Score: -246259.578125 Penalty: 762.684143 Iteration 23Q: 3 clusters Score -246259.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2160 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -246260.390625 Penalty: 762.684143 Iteration 24Q: 3 clusters Score -246260.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2152 members Mstep: Class 2 contains 2212 members Entering Unmasked Estep Score: -246261.796875 Penalty: 762.684143 Iteration 25Q: 3 clusters Score -246261.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2141 members Mstep: Class 2 contains 2223 members Entering Unmasked Estep Score: -246263.453125 Penalty: 762.684143 Iteration 26Q: 3 clusters Score -246263.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2132 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -246264.109375 Penalty: 762.684143 Iteration 27Q: 3 clusters Score -246264.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2127 members Mstep: Class 2 contains 2237 members Entering Unmasked Estep Score: -246264.171875 Penalty: 762.684143 Iteration 28Q: 3 clusters Score -246264.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2123 members Mstep: Class 2 contains 2241 members Entering Unmasked Estep Score: -246264.687500 Penalty: 762.684143 Iteration 29Q: 3 clusters Score -246264.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2122 members Mstep: Class 2 contains 2242 members Entering Unmasked Estep Score: -246265.015625 Penalty: 762.684143 Iteration 30Q: 3 clusters Score -246265 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2122 members Mstep: Class 2 contains 2242 members Entering Unmasked Estep Score: -246265.015625 Penalty: 762.684143 Iteration 31F: 3 clusters Score -246265 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (57946 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57946 members Entering Unmasked Estep Score: -3614243.250000 Penalty: 499.010651 Iteration 0F: 2 clusters Score -3614243 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28962 members Mstep: Class 2 contains 28984 members Entering Unmasked Estep Score: -3575500.500000 Penalty: 998.021301 Iteration 0F: 3 clusters Score -3575500 nChanged 27899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28389 members Mstep: Class 2 contains 29557 members Entering Unmasked Estep Score: -3593069.500000 Penalty: 998.021301 Iteration 1F: 3 clusters Score -3593070 nChanged 3207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27988 members Mstep: Class 2 contains 29958 members Entering Unmasked Estep Score: -3594468.250000 Penalty: 998.021301 Iteration 2F: 3 clusters Score -3594468 nChanged 3242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27414 members Mstep: Class 2 contains 30532 members Entering Unmasked Estep Score: -3596044.250000 Penalty: 998.021301 Iteration 3F: 3 clusters Score -3596044 nChanged 3348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26662 members Mstep: Class 2 contains 31284 members Entering Unmasked Estep Score: -3597924.500000 Penalty: 998.021301 Iteration 4F: 3 clusters Score -3597924 nChanged 3383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25891 members Mstep: Class 2 contains 32055 members Entering Unmasked Estep Score: -3600069.500000 Penalty: 998.021301 Iteration 5F: 3 clusters Score -3600070 nChanged 3246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25259 members Mstep: Class 2 contains 32687 members Entering Unmasked Estep Score: -3602071.500000 Penalty: 998.021301 Iteration 6F: 3 clusters Score -3602072 nChanged 2846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24691 members Mstep: Class 2 contains 33255 members Entering Unmasked Estep Score: -3603684.750000 Penalty: 998.021301 Iteration 7Q: 3 clusters Score -3603685 nChanged 2288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24125 members Mstep: Class 2 contains 33821 members Entering Unmasked Estep Score: -3604665.750000 Penalty: 998.021301 Iteration 8Q: 3 clusters Score -3604666 nChanged 1493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23578 members Mstep: Class 2 contains 34368 members Entering Unmasked Estep Score: -3605096.000000 Penalty: 998.021301 Iteration 9Q: 3 clusters Score -3605096 nChanged 976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23036 members Mstep: Class 2 contains 34910 members Entering Unmasked Estep Score: -3605274.500000 Penalty: 998.021301 Iteration 10Q: 3 clusters Score -3605274 nChanged 735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22471 members Mstep: Class 2 contains 35475 members Entering Unmasked Estep Score: -3605393.000000 Penalty: 998.021301 Iteration 11Q: 3 clusters Score -3605393 nChanged 653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21866 members Mstep: Class 2 contains 36080 members Entering Unmasked Estep Score: -3605513.250000 Penalty: 998.021301 Iteration 12Q: 3 clusters Score -3605513 nChanged 680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21196 members Mstep: Class 2 contains 36750 members Entering Unmasked Estep Score: -3605657.500000 Penalty: 998.021301 Iteration 13Q: 3 clusters Score -3605658 nChanged 719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20487 members Mstep: Class 2 contains 37459 members Entering Unmasked Estep Score: -3605834.750000 Penalty: 998.021301 Iteration 14Q: 3 clusters Score -3605835 nChanged 796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19711 members Mstep: Class 2 contains 38235 members Entering Unmasked Estep Score: -3606018.250000 Penalty: 998.021301 Iteration 15Q: 3 clusters Score -3606018 nChanged 848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18871 members Mstep: Class 2 contains 39075 members Entering Unmasked Estep Score: -3606227.250000 Penalty: 998.021301 Iteration 16Q: 3 clusters Score -3606227 nChanged 950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17931 members Mstep: Class 2 contains 40015 members Entering Unmasked Estep Score: -3606559.750000 Penalty: 998.021301 Iteration 17Q: 3 clusters Score -3606560 nChanged 995 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16944 members Mstep: Class 2 contains 41002 members Entering Unmasked Estep Score: -3606906.250000 Penalty: 998.021301 Iteration 18Q: 3 clusters Score -3606906 nChanged 1139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15821 members Mstep: Class 2 contains 42125 members Entering Unmasked Estep Score: -3607385.250000 Penalty: 998.021301 Iteration 19Q: 3 clusters Score -3607385 nChanged 1208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14645 members Mstep: Class 2 contains 43301 members Entering Unmasked Estep Score: -3607943.000000 Penalty: 998.021301 Iteration 20F: 3 clusters Score -3607943 nChanged 1206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13469 members Mstep: Class 2 contains 44477 members Entering Unmasked Estep Score: -3608522.500000 Penalty: 998.021301 Iteration 21Q: 3 clusters Score -3608522 nChanged 1204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12297 members Mstep: Class 2 contains 45649 members Entering Unmasked Estep Score: -3609105.250000 Penalty: 998.021301 Iteration 22Q: 3 clusters Score -3609105 nChanged 1129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11204 members Mstep: Class 2 contains 46742 members Entering Unmasked Estep Score: -3609693.750000 Penalty: 998.021301 Iteration 23Q: 3 clusters Score -3609694 nChanged 1053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10187 members Mstep: Class 2 contains 47759 members Entering Unmasked Estep Score: -3610191.750000 Penalty: 998.021301 Iteration 24Q: 3 clusters Score -3610192 nChanged 956 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9251 members Mstep: Class 2 contains 48695 members Entering Unmasked Estep Score: -3610645.500000 Penalty: 998.021301 Iteration 25Q: 3 clusters Score -3610646 nChanged 846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8421 members Mstep: Class 2 contains 49525 members Entering Unmasked Estep Score: -3611027.000000 Penalty: 998.021301 Iteration 26Q: 3 clusters Score -3611027 nChanged 767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7658 members Mstep: Class 2 contains 50288 members Entering Unmasked Estep Score: -3611372.250000 Penalty: 998.021301 Iteration 27Q: 3 clusters Score -3611372 nChanged 677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6985 members Mstep: Class 2 contains 50961 members Entering Unmasked Estep Score: -3611638.250000 Penalty: 998.021301 Iteration 28Q: 3 clusters Score -3611638 nChanged 592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6399 members Mstep: Class 2 contains 51547 members Entering Unmasked Estep Score: -3611900.250000 Penalty: 998.021301 Iteration 29Q: 3 clusters Score -3611900 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5860 members Mstep: Class 2 contains 52086 members Entering Unmasked Estep Score: -3612104.250000 Penalty: 998.021301 Iteration 30Q: 3 clusters Score -3612104 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 52549 members Entering Unmasked Estep Score: -3612281.250000 Penalty: 998.021301 Iteration 31Q: 3 clusters Score -3612281 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4989 members Mstep: Class 2 contains 52957 members Entering Unmasked Estep Score: -3612421.250000 Penalty: 998.021301 Iteration 32Q: 3 clusters Score -3612421 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4606 members Mstep: Class 2 contains 53340 members Entering Unmasked Estep Score: -3612557.500000 Penalty: 998.021301 Iteration 33Q: 3 clusters Score -3612558 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 53681 members Entering Unmasked Estep Score: -3612662.250000 Penalty: 998.021301 Iteration 34Q: 3 clusters Score -3612662 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3971 members Mstep: Class 2 contains 53975 members Entering Unmasked Estep Score: -3612750.500000 Penalty: 998.021301 Iteration 35Q: 3 clusters Score -3612750 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3697 members Mstep: Class 2 contains 54249 members Entering Unmasked Estep Score: -3612826.250000 Penalty: 998.021301 Iteration 36Q: 3 clusters Score -3612826 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3434 members Mstep: Class 2 contains 54512 members Entering Unmasked Estep Score: -3612919.750000 Penalty: 998.021301 Iteration 37Q: 3 clusters Score -3612920 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3192 members Mstep: Class 2 contains 54754 members Entering Unmasked Estep Score: -3612993.250000 Penalty: 998.021301 Iteration 38Q: 3 clusters Score -3612993 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2978 members Mstep: Class 2 contains 54968 members Entering Unmasked Estep Score: -3613059.000000 Penalty: 998.021301 Iteration 39Q: 3 clusters Score -3613059 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2766 members Mstep: Class 2 contains 55180 members Entering Unmasked Estep Score: -3613126.250000 Penalty: 998.021301 Iteration 40F: 3 clusters Score -3613126 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2552 members Mstep: Class 2 contains 55394 members Entering Unmasked Estep Score: -3613195.750000 Penalty: 998.021301 Iteration 41Q: 3 clusters Score -3613196 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2333 members Mstep: Class 2 contains 55613 members Entering Unmasked Estep Score: -3613261.250000 Penalty: 998.021301 Iteration 42Q: 3 clusters Score -3613261 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 55820 members Entering Unmasked Estep Score: -3613327.250000 Penalty: 998.021301 Iteration 43Q: 3 clusters Score -3613327 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 56014 members Entering Unmasked Estep Score: -3613381.750000 Penalty: 998.021301 Iteration 44Q: 3 clusters Score -3613382 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 56179 members Entering Unmasked Estep Score: -3613438.000000 Penalty: 998.021301 Iteration 45Q: 3 clusters Score -3613438 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 56308 members Entering Unmasked Estep Score: -3613484.500000 Penalty: 998.021301 Iteration 46Q: 3 clusters Score -3613484 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 56426 members Entering Unmasked Estep Score: -3613527.750000 Penalty: 998.021301 Iteration 47Q: 3 clusters Score -3613528 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 56535 members Entering Unmasked Estep Score: -3613554.250000 Penalty: 998.021301 Iteration 48Q: 3 clusters Score -3613554 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 56635 members Entering Unmasked Estep Score: -3613573.750000 Penalty: 998.021301 Iteration 49Q: 3 clusters Score -3613574 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 56729 members Entering Unmasked Estep Score: -3613607.000000 Penalty: 998.021301 Iteration 50Q: 3 clusters Score -3613607 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 56803 members Entering Unmasked Estep Score: -3613633.250000 Penalty: 998.021301 Iteration 51Q: 3 clusters Score -3613633 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 56886 members Entering Unmasked Estep Score: -3613668.000000 Penalty: 998.021301 Iteration 52Q: 3 clusters Score -3613668 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 56964 members Entering Unmasked Estep Score: -3613698.250000 Penalty: 998.021301 Iteration 53Q: 3 clusters Score -3613698 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 57034 members Entering Unmasked Estep Score: -3613718.500000 Penalty: 998.021301 Iteration 54Q: 3 clusters Score -3613718 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 57096 members Entering Unmasked Estep Score: -3613738.750000 Penalty: 998.021301 Iteration 55Q: 3 clusters Score -3613739 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 57147 members Entering Unmasked Estep Score: -3613749.500000 Penalty: 998.021301 Iteration 56Q: 3 clusters Score -3613750 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 57193 members Entering Unmasked Estep Score: -3613770.250000 Penalty: 998.021301 Iteration 57Q: 3 clusters Score -3613770 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 57236 members Entering Unmasked Estep Score: -3613775.750000 Penalty: 998.021301 Iteration 58Q: 3 clusters Score -3613776 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 57276 members Entering Unmasked Estep Score: -3613792.000000 Penalty: 998.021301 Iteration 59Q: 3 clusters Score -3613792 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 57313 members Entering Unmasked Estep Score: -3613809.250000 Penalty: 998.021301 Iteration 60F: 3 clusters Score -3613809 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 57344 members Entering Unmasked Estep Score: -3613824.500000 Penalty: 998.021301 Iteration 61Q: 3 clusters Score -3613824 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 57376 members Entering Unmasked Estep Score: -3613836.250000 Penalty: 998.021301 Iteration 62Q: 3 clusters Score -3613836 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 57405 members Entering Unmasked Estep Score: -3613855.000000 Penalty: 998.021301 Iteration 63Q: 3 clusters Score -3613855 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 57424 members Entering Unmasked Estep Score: -3613860.750000 Penalty: 998.021301 Iteration 64Q: 3 clusters Score -3613861 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 57438 members Entering Unmasked Estep Score: -3613865.750000 Penalty: 998.021301 Iteration 65Q: 3 clusters Score -3613866 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 57453 members Entering Unmasked Estep Score: -3613867.500000 Penalty: 998.021301 Iteration 66Q: 3 clusters Score -3613868 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 57468 members Entering Unmasked Estep Score: -3613867.500000 Penalty: 998.021301 Iteration 67Q: 3 clusters Score -3613868 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 57483 members Entering Unmasked Estep Score: -3613878.500000 Penalty: 998.021301 Iteration 68Q: 3 clusters Score -3613878 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 57500 members Entering Unmasked Estep Score: -3613882.750000 Penalty: 998.021301 Iteration 69Q: 3 clusters Score -3613883 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 57512 members Entering Unmasked Estep Score: -3613889.750000 Penalty: 998.021301 Iteration 70Q: 3 clusters Score -3613890 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 57523 members Entering Unmasked Estep Score: -3613890.500000 Penalty: 998.021301 Iteration 71Q: 3 clusters Score -3613890 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 57534 members Entering Unmasked Estep Score: -3613892.750000 Penalty: 998.021301 Iteration 72Q: 3 clusters Score -3613893 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 57543 members Entering Unmasked Estep Score: -3613899.750000 Penalty: 998.021301 Iteration 73Q: 3 clusters Score -3613900 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 57548 members Entering Unmasked Estep Score: -3613900.750000 Penalty: 998.021301 Iteration 74Q: 3 clusters Score -3613901 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 57555 members Entering Unmasked Estep Score: -3613905.000000 Penalty: 998.021301 Iteration 75Q: 3 clusters Score -3613905 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 57563 members Entering Unmasked Estep Score: -3613912.750000 Penalty: 998.021301 Iteration 76Q: 3 clusters Score -3613913 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 57568 members Entering Unmasked Estep Score: -3613912.000000 Penalty: 998.021301 Iteration 77Q: 3 clusters Score -3613912 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 57575 members Entering Unmasked Estep Score: -3613919.750000 Penalty: 998.021301 Iteration 78Q: 3 clusters Score -3613920 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 57581 members Entering Unmasked Estep Score: -3613923.250000 Penalty: 998.021301 Iteration 79Q: 3 clusters Score -3613923 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 57587 members Entering Unmasked Estep Score: -3613925.000000 Penalty: 998.021301 Iteration 80F: 3 clusters Score -3613925 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (4256 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4256 members Entering Unmasked Estep Score: -237652.828125 Penalty: 380.201874 Iteration 0F: 2 clusters Score -237652.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2136 members Mstep: Class 2 contains 2120 members Entering Unmasked Estep Score: -234701.437500 Penalty: 760.403748 Iteration 0F: 3 clusters Score -234701.4 nChanged 1910 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2112 members Mstep: Class 2 contains 2144 members Entering Unmasked Estep Score: -235846.656250 Penalty: 760.403748 Iteration 1F: 3 clusters Score -235846.7 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 2171 members Entering Unmasked Estep Score: -235984.656250 Penalty: 760.403748 Iteration 2F: 3 clusters Score -235984.7 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 2198 members Entering Unmasked Estep Score: -236105.156250 Penalty: 760.403748 Iteration 3F: 3 clusters Score -236105.2 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2036 members Mstep: Class 2 contains 2220 members Entering Unmasked Estep Score: -236205.375000 Penalty: 760.403748 Iteration 4F: 3 clusters Score -236205.4 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2031 members Mstep: Class 2 contains 2225 members Entering Unmasked Estep Score: -236319.109375 Penalty: 760.403748 Iteration 5Q: 3 clusters Score -236319.1 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2041 members Mstep: Class 2 contains 2215 members Entering Unmasked Estep Score: -236482.078125 Penalty: 760.403748 Iteration 6F: 3 clusters Score -236482.1 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2051 members Mstep: Class 2 contains 2205 members Entering Unmasked Estep Score: -236686.562500 Penalty: 760.403748 Iteration 7F: 3 clusters Score -236686.6 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2086 members Mstep: Class 2 contains 2170 members Entering Unmasked Estep Score: -236858.296875 Penalty: 760.403748 Iteration 8F: 3 clusters Score -236858.3 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2117 members Mstep: Class 2 contains 2139 members Entering Unmasked Estep Score: -236981.890625 Penalty: 760.403748 Iteration 9Q: 3 clusters Score -236981.9 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2162 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -237076.609375 Penalty: 760.403748 Iteration 10Q: 3 clusters Score -237076.6 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2202 members Mstep: Class 2 contains 2054 members Entering Unmasked Estep Score: -237165.203125 Penalty: 760.403748 Iteration 11Q: 3 clusters Score -237165.2 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2232 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -237230.984375 Penalty: 760.403748 Iteration 12Q: 3 clusters Score -237231 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -237281.968750 Penalty: 760.403748 Iteration 13Q: 3 clusters Score -237282 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2270 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -237317.109375 Penalty: 760.403748 Iteration 14Q: 3 clusters Score -237317.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -237338.203125 Penalty: 760.403748 Iteration 15Q: 3 clusters Score -237338.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -237354.203125 Penalty: 760.403748 Iteration 16Q: 3 clusters Score -237354.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -237372.281250 Penalty: 760.403748 Iteration 17Q: 3 clusters Score -237372.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2201 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -237391.484375 Penalty: 760.403748 Iteration 18Q: 3 clusters Score -237391.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2165 members Mstep: Class 2 contains 2091 members Entering Unmasked Estep Score: -237420.718750 Penalty: 760.403748 Iteration 19Q: 3 clusters Score -237420.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2127 members Mstep: Class 2 contains 2129 members Entering Unmasked Estep Score: -237454.671875 Penalty: 760.403748 Iteration 20F: 3 clusters Score -237454.7 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 2176 members Entering Unmasked Estep Score: -237501.734375 Penalty: 760.403748 Iteration 21Q: 3 clusters Score -237501.7 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2025 members Mstep: Class 2 contains 2231 members Entering Unmasked Estep Score: -237548.328125 Penalty: 760.403748 Iteration 22Q: 3 clusters Score -237548.3 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 2277 members Entering Unmasked Estep Score: -237590.031250 Penalty: 760.403748 Iteration 23Q: 3 clusters Score -237590 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 2336 members Entering Unmasked Estep Score: -237634.796875 Penalty: 760.403748 Iteration 24Q: 3 clusters Score -237634.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 2392 members Entering Unmasked Estep Score: -237676.875000 Penalty: 760.403748 Iteration 25Q: 3 clusters Score -237676.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Mstep: Class 2 contains 2463 members Entering Unmasked Estep Score: -237733.265625 Penalty: 760.403748 Iteration 26Q: 3 clusters Score -237733.3 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 2530 members Entering Unmasked Estep Score: -237785.421875 Penalty: 760.403748 Iteration 27Q: 3 clusters Score -237785.4 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 2599 members Entering Unmasked Estep Score: -237833.812500 Penalty: 760.403748 Iteration 28Q: 3 clusters Score -237833.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 2653 members Entering Unmasked Estep Score: -237864.093750 Penalty: 760.403748 Iteration 29Q: 3 clusters Score -237864.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 2692 members Entering Unmasked Estep Score: -237888.921875 Penalty: 760.403748 Iteration 30Q: 3 clusters Score -237888.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 2729 members Entering Unmasked Estep Score: -237909.953125 Penalty: 760.403748 Iteration 31Q: 3 clusters Score -237910 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 2756 members Entering Unmasked Estep Score: -237920.593750 Penalty: 760.403748 Iteration 32Q: 3 clusters Score -237920.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 2772 members Entering Unmasked Estep Score: -237926.031250 Penalty: 760.403748 Iteration 33Q: 3 clusters Score -237926 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 2784 members Entering Unmasked Estep Score: -237928.265625 Penalty: 760.403748 Iteration 34Q: 3 clusters Score -237928.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 2788 members Entering Unmasked Estep Score: -237928.421875 Penalty: 760.403748 Iteration 35Q: 3 clusters Score -237928.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 2789 members Entering Unmasked Estep Score: -237928.625000 Penalty: 760.403748 Iteration 36Q: 3 clusters Score -237928.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 2789 members Entering Unmasked Estep Score: -237928.625000 Penalty: 760.403748 Iteration 37F: 3 clusters Score -237928.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 101344 members Mstep: Class 2 contains 12171 members Mstep: Class 3 contains 1017 members Mstep: Class 4 contains 2393 members Mstep: Class 5 contains 4364 members Mstep: Class 6 contains 57946 members Mstep: Class 7 contains 1467 members Mstep: Class 8 contains 148 members Mstep: Class 9 contains 7553 members Mstep: Class 10 contains 10929 members Mstep: Class 11 contains 3919 members Mstep: Class 12 contains 6184 members Mstep: Class 13 contains 2763 members Mstep: Class 14 contains 875 members Mstep: Class 15 contains 8030 members Mstep: Class 16 contains 3935 members Mstep: Class 17 contains 564 members Mstep: Class 18 contains 17050 members Mstep: Class 19 contains 13650 members Mstep: Class 20 contains 6023 members Mstep: Class 21 contains 288 members Mstep: Class 22 contains 20305 members Mstep: Class 23 contains 703 members Mstep: Class 24 contains 848 members Mstep: Class 25 contains 10671 members Mstep: Class 26 contains 1391 members Mstep: Class 27 contains 5267 members Mstep: Class 28 contains 7163 members Mstep: Class 29 contains 2789 members Entering Unmasked Estep Score: -17798000.000000 Penalty: 16691.921875 Splitting cluster 7 changes total score from -17797912.000000 to -17798000.000000 So it's getting split into cluster 29. Entering ConstructFrom: Trying to split cluster 8 (148 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Entering Unmasked Estep Score: -5995.483887 Penalty: 227.373169 Iteration 0F: 2 clusters Score -5995.484 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -5763.408203 Penalty: 454.746338 Iteration 0F: 3 clusters Score -5763.408 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -5820.866699 Penalty: 454.746338 Iteration 1F: 3 clusters Score -5820.867 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -5838.846191 Penalty: 454.746338 Iteration 2F: 3 clusters Score -5838.846 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -5863.563477 Penalty: 454.746338 Iteration 3Q: 3 clusters Score -5863.563 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -5883.031738 Penalty: 454.746338 Iteration 4Q: 3 clusters Score -5883.032 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -5890.076660 Penalty: 454.746338 Iteration 5Q: 3 clusters Score -5890.077 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -5895.296875 Penalty: 454.746338 Iteration 6Q: 3 clusters Score -5895.297 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -5901.106934 Penalty: 454.746338 Iteration 7Q: 3 clusters Score -5901.107 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -5906.179688 Penalty: 454.746338 Iteration 8Q: 3 clusters Score -5906.18 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -5907.558594 Penalty: 454.746338 Iteration 9Q: 3 clusters Score -5907.559 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -5907.558594 Penalty: 454.746338 Iteration 10F: 3 clusters Score -5907.559 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (7553 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7553 members Entering Unmasked Estep Score: -431922.375000 Penalty: 406.301331 Iteration 0F: 2 clusters Score -431922.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3761 members Mstep: Class 2 contains 3792 members Entering Unmasked Estep Score: -426880.281250 Penalty: 812.602661 Iteration 0F: 3 clusters Score -426880.3 nChanged 3494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3695 members Mstep: Class 2 contains 3858 members Entering Unmasked Estep Score: -429025.093750 Penalty: 812.602661 Iteration 1F: 3 clusters Score -429025.1 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3697 members Mstep: Class 2 contains 3856 members Entering Unmasked Estep Score: -429378.531250 Penalty: 812.602661 Iteration 2F: 3 clusters Score -429378.5 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3725 members Mstep: Class 2 contains 3828 members Entering Unmasked Estep Score: -429723.062500 Penalty: 812.602661 Iteration 3F: 3 clusters Score -429723.1 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3784 members Mstep: Class 2 contains 3769 members Entering Unmasked Estep Score: -430077.093750 Penalty: 812.602661 Iteration 4F: 3 clusters Score -430077.1 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3826 members Mstep: Class 2 contains 3727 members Entering Unmasked Estep Score: -430407.968750 Penalty: 812.602661 Iteration 5F: 3 clusters Score -430408 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3810 members Mstep: Class 2 contains 3743 members Entering Unmasked Estep Score: -430732.031250 Penalty: 812.602661 Iteration 6F: 3 clusters Score -430732 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3790 members Mstep: Class 2 contains 3763 members Entering Unmasked Estep Score: -430943.093750 Penalty: 812.602661 Iteration 7Q: 3 clusters Score -430943.1 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3770 members Mstep: Class 2 contains 3783 members Entering Unmasked Estep Score: -431074.156250 Penalty: 812.602661 Iteration 8Q: 3 clusters Score -431074.2 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3775 members Mstep: Class 2 contains 3778 members Entering Unmasked Estep Score: -431167.062500 Penalty: 812.602661 Iteration 9Q: 3 clusters Score -431167.1 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3797 members Mstep: Class 2 contains 3756 members Entering Unmasked Estep Score: -431243.468750 Penalty: 812.602661 Iteration 10Q: 3 clusters Score -431243.5 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3832 members Mstep: Class 2 contains 3721 members Entering Unmasked Estep Score: -431314.281250 Penalty: 812.602661 Iteration 11Q: 3 clusters Score -431314.3 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3877 members Mstep: Class 2 contains 3676 members Entering Unmasked Estep Score: -431380.687500 Penalty: 812.602661 Iteration 12Q: 3 clusters Score -431380.7 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3898 members Mstep: Class 2 contains 3655 members Entering Unmasked Estep Score: -431435.312500 Penalty: 812.602661 Iteration 13Q: 3 clusters Score -431435.3 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3906 members Mstep: Class 2 contains 3647 members Entering Unmasked Estep Score: -431476.625000 Penalty: 812.602661 Iteration 14Q: 3 clusters Score -431476.6 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3904 members Mstep: Class 2 contains 3649 members Entering Unmasked Estep Score: -431512.593750 Penalty: 812.602661 Iteration 15Q: 3 clusters Score -431512.6 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3904 members Mstep: Class 2 contains 3649 members Entering Unmasked Estep Score: -431537.781250 Penalty: 812.602661 Iteration 16Q: 3 clusters Score -431537.8 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3893 members Mstep: Class 2 contains 3660 members Entering Unmasked Estep Score: -431555.531250 Penalty: 812.602661 Iteration 17Q: 3 clusters Score -431555.5 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3889 members Mstep: Class 2 contains 3664 members Entering Unmasked Estep Score: -431567.156250 Penalty: 812.602661 Iteration 18Q: 3 clusters Score -431567.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3893 members Mstep: Class 2 contains 3660 members Entering Unmasked Estep Score: -431574.343750 Penalty: 812.602661 Iteration 19Q: 3 clusters Score -431574.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3895 members Mstep: Class 2 contains 3658 members Entering Unmasked Estep Score: -431581.781250 Penalty: 812.602661 Iteration 20F: 3 clusters Score -431581.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3888 members Mstep: Class 2 contains 3665 members Entering Unmasked Estep Score: -431588.656250 Penalty: 812.602661 Iteration 21Q: 3 clusters Score -431588.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3876 members Mstep: Class 2 contains 3677 members Entering Unmasked Estep Score: -431593.125000 Penalty: 812.602661 Iteration 22Q: 3 clusters Score -431593.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3869 members Mstep: Class 2 contains 3684 members Entering Unmasked Estep Score: -431594.843750 Penalty: 812.602661 Iteration 23Q: 3 clusters Score -431594.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3862 members Mstep: Class 2 contains 3691 members Entering Unmasked Estep Score: -431596.593750 Penalty: 812.602661 Iteration 24Q: 3 clusters Score -431596.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3857 members Mstep: Class 2 contains 3696 members Entering Unmasked Estep Score: -431598.625000 Penalty: 812.602661 Iteration 25Q: 3 clusters Score -431598.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3857 members Mstep: Class 2 contains 3696 members Entering Unmasked Estep Score: -431599.312500 Penalty: 812.602661 Iteration 26Q: 3 clusters Score -431599.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 3698 members Entering Unmasked Estep Score: -431599.593750 Penalty: 812.602661 Iteration 27Q: 3 clusters Score -431599.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3851 members Mstep: Class 2 contains 3702 members Entering Unmasked Estep Score: -431599.718750 Penalty: 812.602661 Iteration 28Q: 3 clusters Score -431599.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3851 members Mstep: Class 2 contains 3702 members Entering Unmasked Estep Score: -431599.750000 Penalty: 812.602661 Iteration 29Q: 3 clusters Score -431599.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3850 members Mstep: Class 2 contains 3703 members Entering Unmasked Estep Score: -431599.875000 Penalty: 812.602661 Iteration 30Q: 3 clusters Score -431599.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3847 members Mstep: Class 2 contains 3706 members Entering Unmasked Estep Score: -431599.312500 Penalty: 812.602661 Iteration 31Q: 3 clusters Score -431599.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3844 members Mstep: Class 2 contains 3709 members Entering Unmasked Estep Score: -431599.468750 Penalty: 812.602661 Iteration 32Q: 3 clusters Score -431599.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3840 members Mstep: Class 2 contains 3713 members Entering Unmasked Estep Score: -431600.437500 Penalty: 812.602661 Iteration 33Q: 3 clusters Score -431600.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3837 members Mstep: Class 2 contains 3716 members Entering Unmasked Estep Score: -431600.156250 Penalty: 812.602661 Iteration 34Q: 3 clusters Score -431600.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3836 members Mstep: Class 2 contains 3717 members Entering Unmasked Estep Score: -431600.687500 Penalty: 812.602661 Iteration 35Q: 3 clusters Score -431600.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3835 members Mstep: Class 2 contains 3718 members Entering Unmasked Estep Score: -431600.812500 Penalty: 812.602661 Iteration 36Q: 3 clusters Score -431600.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3834 members Mstep: Class 2 contains 3719 members Entering Unmasked Estep Score: -431601.250000 Penalty: 812.602661 Iteration 37Q: 3 clusters Score -431601.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3833 members Mstep: Class 2 contains 3720 members Entering Unmasked Estep Score: -431601.375000 Penalty: 812.602661 Iteration 38Q: 3 clusters Score -431601.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3833 members Mstep: Class 2 contains 3720 members Entering Unmasked Estep Score: -431601.375000 Penalty: 812.602661 Iteration 39F: 3 clusters Score -431601.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (10929 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10929 members Entering Unmasked Estep Score: -576516.000000 Penalty: 423.112488 Iteration 0F: 2 clusters Score -576516 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5386 members Mstep: Class 2 contains 5543 members Entering Unmasked Estep Score: -569293.437500 Penalty: 846.224976 Iteration 0F: 3 clusters Score -569293.4 nChanged 5081 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4317 members Mstep: Class 2 contains 6612 members Entering Unmasked Estep Score: -572317.250000 Penalty: 846.224976 Iteration 1F: 3 clusters Score -572317.2 nChanged 944 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3585 members Mstep: Class 2 contains 7344 members Entering Unmasked Estep Score: -572956.562500 Penalty: 846.224976 Iteration 2F: 3 clusters Score -572956.6 nChanged 974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2735 members Mstep: Class 2 contains 8194 members Entering Unmasked Estep Score: -573724.875000 Penalty: 846.224976 Iteration 3F: 3 clusters Score -573724.9 nChanged 847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 8975 members Entering Unmasked Estep Score: -574421.312500 Penalty: 846.224976 Iteration 4F: 3 clusters Score -574421.3 nChanged 685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 9644 members Entering Unmasked Estep Score: -575061.500000 Penalty: 846.224976 Iteration 5F: 3 clusters Score -575061.5 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 10165 members Entering Unmasked Estep Score: -575566.062500 Penalty: 846.224976 Iteration 6Q: 3 clusters Score -575566.1 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 10485 members Entering Unmasked Estep Score: -575867.500000 Penalty: 846.224976 Iteration 7Q: 3 clusters Score -575867.5 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 10624 members Entering Unmasked Estep Score: -576000.312500 Penalty: 846.224976 Iteration 8Q: 3 clusters Score -576000.3 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 10703 members Entering Unmasked Estep Score: -576071.062500 Penalty: 846.224976 Iteration 9Q: 3 clusters Score -576071.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 10744 members Entering Unmasked Estep Score: -576120.187500 Penalty: 846.224976 Iteration 10Q: 3 clusters Score -576120.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 10768 members Entering Unmasked Estep Score: -576161.625000 Penalty: 846.224976 Iteration 11Q: 3 clusters Score -576161.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 10775 members Entering Unmasked Estep Score: -576192.812500 Penalty: 846.224976 Iteration 12Q: 3 clusters Score -576192.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 10776 members Entering Unmasked Estep Score: -576205.562500 Penalty: 846.224976 Iteration 13Q: 3 clusters Score -576205.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 10774 members Entering Unmasked Estep Score: -576209.125000 Penalty: 846.224976 Iteration 14Q: 3 clusters Score -576209.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 10772 members Entering Unmasked Estep Score: -576211.687500 Penalty: 846.224976 Iteration 15Q: 3 clusters Score -576211.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 10771 members Entering Unmasked Estep Score: -576213.187500 Penalty: 846.224976 Iteration 16Q: 3 clusters Score -576213.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 10770 members Entering Unmasked Estep Score: -576213.625000 Penalty: 846.224976 Iteration 17Q: 3 clusters Score -576213.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 10770 members Entering Unmasked Estep Score: -576213.625000 Penalty: 846.224976 Iteration 18F: 3 clusters Score -576213.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (3919 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3919 members Entering Unmasked Estep Score: -193161.765625 Penalty: 376.448425 Iteration 0F: 2 clusters Score -193161.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2005 members Mstep: Class 2 contains 1914 members Entering Unmasked Estep Score: -190470.375000 Penalty: 752.896851 Iteration 0F: 3 clusters Score -190470.4 nChanged 1750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 1544 members Entering Unmasked Estep Score: -191513.406250 Penalty: 752.896851 Iteration 1F: 3 clusters Score -191513.4 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2567 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -191676.000000 Penalty: 752.896851 Iteration 2F: 3 clusters Score -191676 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2794 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -191853.921875 Penalty: 752.896851 Iteration 3F: 3 clusters Score -191853.9 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3050 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -192049.531250 Penalty: 752.896851 Iteration 4F: 3 clusters Score -192049.5 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3308 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -192268.671875 Penalty: 752.896851 Iteration 5F: 3 clusters Score -192268.7 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3551 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -192499.984375 Penalty: 752.896851 Iteration 6F: 3 clusters Score -192500 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3718 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -192667.125000 Penalty: 752.896851 Iteration 7Q: 3 clusters Score -192667.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3797 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -192744.156250 Penalty: 752.896851 Iteration 8Q: 3 clusters Score -192744.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3833 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -192790.562500 Penalty: 752.896851 Iteration 9Q: 3 clusters Score -192790.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3842 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -192809.468750 Penalty: 752.896851 Iteration 10Q: 3 clusters Score -192809.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3852 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -192831.296875 Penalty: 752.896851 Iteration 11Q: 3 clusters Score -192831.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3853 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -192841.921875 Penalty: 752.896851 Iteration 12Q: 3 clusters Score -192841.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3853 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -192842.765625 Penalty: 752.896851 Iteration 13Q: 3 clusters Score -192842.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3853 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -192844.468750 Penalty: 752.896851 Iteration 14Q: 3 clusters Score -192844.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3854 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -192844.484375 Penalty: 752.896851 Iteration 15Q: 3 clusters Score -192844.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3854 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -192844.484375 Penalty: 752.896851 Iteration 16F: 3 clusters Score -192844.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (6184 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6184 members Entering Unmasked Estep Score: -362513.562500 Penalty: 397.202301 Iteration 0F: 2 clusters Score -362513.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3110 members Mstep: Class 2 contains 3074 members Entering Unmasked Estep Score: -358335.375000 Penalty: 794.404602 Iteration 0F: 3 clusters Score -358335.4 nChanged 2849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3163 members Mstep: Class 2 contains 3021 members Entering Unmasked Estep Score: -360046.156250 Penalty: 794.404602 Iteration 1F: 3 clusters Score -360046.2 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3156 members Mstep: Class 2 contains 3028 members Entering Unmasked Estep Score: -360235.000000 Penalty: 794.404602 Iteration 2F: 3 clusters Score -360235 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3161 members Mstep: Class 2 contains 3023 members Entering Unmasked Estep Score: -360450.156250 Penalty: 794.404602 Iteration 3F: 3 clusters Score -360450.2 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3178 members Mstep: Class 2 contains 3006 members Entering Unmasked Estep Score: -360741.031250 Penalty: 794.404602 Iteration 4F: 3 clusters Score -360741 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3214 members Mstep: Class 2 contains 2970 members Entering Unmasked Estep Score: -361053.531250 Penalty: 794.404602 Iteration 5F: 3 clusters Score -361053.5 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3222 members Mstep: Class 2 contains 2962 members Entering Unmasked Estep Score: -361276.968750 Penalty: 794.404602 Iteration 6F: 3 clusters Score -361277 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3241 members Mstep: Class 2 contains 2943 members Entering Unmasked Estep Score: -361381.343750 Penalty: 794.404602 Iteration 7Q: 3 clusters Score -361381.3 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3239 members Mstep: Class 2 contains 2945 members Entering Unmasked Estep Score: -361419.781250 Penalty: 794.404602 Iteration 8Q: 3 clusters Score -361419.8 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3242 members Mstep: Class 2 contains 2942 members Entering Unmasked Estep Score: -361447.750000 Penalty: 794.404602 Iteration 9Q: 3 clusters Score -361447.8 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3240 members Mstep: Class 2 contains 2944 members Entering Unmasked Estep Score: -361467.937500 Penalty: 794.404602 Iteration 10Q: 3 clusters Score -361467.9 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3240 members Mstep: Class 2 contains 2944 members Entering Unmasked Estep Score: -361487.718750 Penalty: 794.404602 Iteration 11Q: 3 clusters Score -361487.7 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3259 members Mstep: Class 2 contains 2925 members Entering Unmasked Estep Score: -361504.125000 Penalty: 794.404602 Iteration 12Q: 3 clusters Score -361504.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3274 members Mstep: Class 2 contains 2910 members Entering Unmasked Estep Score: -361514.843750 Penalty: 794.404602 Iteration 13Q: 3 clusters Score -361514.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3288 members Mstep: Class 2 contains 2896 members Entering Unmasked Estep Score: -361527.093750 Penalty: 794.404602 Iteration 14Q: 3 clusters Score -361527.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3292 members Mstep: Class 2 contains 2892 members Entering Unmasked Estep Score: -361536.218750 Penalty: 794.404602 Iteration 15Q: 3 clusters Score -361536.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3292 members Mstep: Class 2 contains 2892 members Entering Unmasked Estep Score: -361545.187500 Penalty: 794.404602 Iteration 16Q: 3 clusters Score -361545.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3303 members Mstep: Class 2 contains 2881 members Entering Unmasked Estep Score: -361552.437500 Penalty: 794.404602 Iteration 17Q: 3 clusters Score -361552.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3314 members Mstep: Class 2 contains 2870 members Entering Unmasked Estep Score: -361557.781250 Penalty: 794.404602 Iteration 18Q: 3 clusters Score -361557.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3319 members Mstep: Class 2 contains 2865 members Entering Unmasked Estep Score: -361563.156250 Penalty: 794.404602 Iteration 19Q: 3 clusters Score -361563.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3326 members Mstep: Class 2 contains 2858 members Entering Unmasked Estep Score: -361568.562500 Penalty: 794.404602 Iteration 20F: 3 clusters Score -361568.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3324 members Mstep: Class 2 contains 2860 members Entering Unmasked Estep Score: -361574.906250 Penalty: 794.404602 Iteration 21Q: 3 clusters Score -361574.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3326 members Mstep: Class 2 contains 2858 members Entering Unmasked Estep Score: -361582.406250 Penalty: 794.404602 Iteration 22Q: 3 clusters Score -361582.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3345 members Mstep: Class 2 contains 2839 members Entering Unmasked Estep Score: -361591.468750 Penalty: 794.404602 Iteration 23Q: 3 clusters Score -361591.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3359 members Mstep: Class 2 contains 2825 members Entering Unmasked Estep Score: -361601.625000 Penalty: 794.404602 Iteration 24Q: 3 clusters Score -361601.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3379 members Mstep: Class 2 contains 2805 members Entering Unmasked Estep Score: -361617.062500 Penalty: 794.404602 Iteration 25Q: 3 clusters Score -361617.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3405 members Mstep: Class 2 contains 2779 members Entering Unmasked Estep Score: -361634.531250 Penalty: 794.404602 Iteration 26Q: 3 clusters Score -361634.5 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3441 members Mstep: Class 2 contains 2743 members Entering Unmasked Estep Score: -361656.843750 Penalty: 794.404602 Iteration 27Q: 3 clusters Score -361656.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3476 members Mstep: Class 2 contains 2708 members Entering Unmasked Estep Score: -361674.625000 Penalty: 794.404602 Iteration 28Q: 3 clusters Score -361674.6 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3523 members Mstep: Class 2 contains 2661 members Entering Unmasked Estep Score: -361698.406250 Penalty: 794.404602 Iteration 29Q: 3 clusters Score -361698.4 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3578 members Mstep: Class 2 contains 2606 members Entering Unmasked Estep Score: -361726.000000 Penalty: 794.404602 Iteration 30Q: 3 clusters Score -361726 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3632 members Mstep: Class 2 contains 2552 members Entering Unmasked Estep Score: -361751.968750 Penalty: 794.404602 Iteration 31Q: 3 clusters Score -361752 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3691 members Mstep: Class 2 contains 2493 members Entering Unmasked Estep Score: -361773.406250 Penalty: 794.404602 Iteration 32Q: 3 clusters Score -361773.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3738 members Mstep: Class 2 contains 2446 members Entering Unmasked Estep Score: -361792.968750 Penalty: 794.404602 Iteration 33Q: 3 clusters Score -361793 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3786 members Mstep: Class 2 contains 2398 members Entering Unmasked Estep Score: -361818.187500 Penalty: 794.404602 Iteration 34Q: 3 clusters Score -361818.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3826 members Mstep: Class 2 contains 2358 members Entering Unmasked Estep Score: -361836.093750 Penalty: 794.404602 Iteration 35Q: 3 clusters Score -361836.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3862 members Mstep: Class 2 contains 2322 members Entering Unmasked Estep Score: -361849.281250 Penalty: 794.404602 Iteration 36Q: 3 clusters Score -361849.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3902 members Mstep: Class 2 contains 2282 members Entering Unmasked Estep Score: -361860.812500 Penalty: 794.404602 Iteration 37Q: 3 clusters Score -361860.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3943 members Mstep: Class 2 contains 2241 members Entering Unmasked Estep Score: -361870.531250 Penalty: 794.404602 Iteration 38Q: 3 clusters Score -361870.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3977 members Mstep: Class 2 contains 2207 members Entering Unmasked Estep Score: -361877.562500 Penalty: 794.404602 Iteration 39Q: 3 clusters Score -361877.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4006 members Mstep: Class 2 contains 2178 members Entering Unmasked Estep Score: -361883.781250 Penalty: 794.404602 Iteration 40F: 3 clusters Score -361883.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4043 members Mstep: Class 2 contains 2141 members Entering Unmasked Estep Score: -361893.312500 Penalty: 794.404602 Iteration 41Q: 3 clusters Score -361893.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4077 members Mstep: Class 2 contains 2107 members Entering Unmasked Estep Score: -361901.062500 Penalty: 794.404602 Iteration 42Q: 3 clusters Score -361901.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4103 members Mstep: Class 2 contains 2081 members Entering Unmasked Estep Score: -361906.093750 Penalty: 794.404602 Iteration 43Q: 3 clusters Score -361906.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4131 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -361910.937500 Penalty: 794.404602 Iteration 44Q: 3 clusters Score -361910.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4157 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -361915.125000 Penalty: 794.404602 Iteration 45Q: 3 clusters Score -361915.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4186 members Mstep: Class 2 contains 1998 members Entering Unmasked Estep Score: -361920.093750 Penalty: 794.404602 Iteration 46Q: 3 clusters Score -361920.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4211 members Mstep: Class 2 contains 1973 members Entering Unmasked Estep Score: -361924.125000 Penalty: 794.404602 Iteration 47Q: 3 clusters Score -361924.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4231 members Mstep: Class 2 contains 1953 members Entering Unmasked Estep Score: -361927.187500 Penalty: 794.404602 Iteration 48Q: 3 clusters Score -361927.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4254 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -361930.750000 Penalty: 794.404602 Iteration 49Q: 3 clusters Score -361930.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4279 members Mstep: Class 2 contains 1905 members Entering Unmasked Estep Score: -361936.031250 Penalty: 794.404602 Iteration 50Q: 3 clusters Score -361936 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4312 members Mstep: Class 2 contains 1872 members Entering Unmasked Estep Score: -361943.187500 Penalty: 794.404602 Iteration 51Q: 3 clusters Score -361943.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4344 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -361949.343750 Penalty: 794.404602 Iteration 52Q: 3 clusters Score -361949.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4364 members Mstep: Class 2 contains 1820 members Entering Unmasked Estep Score: -361951.875000 Penalty: 794.404602 Iteration 53Q: 3 clusters Score -361951.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4383 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -361956.031250 Penalty: 794.404602 Iteration 54Q: 3 clusters Score -361956 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4410 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -361961.281250 Penalty: 794.404602 Iteration 55Q: 3 clusters Score -361961.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4439 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -361966.125000 Penalty: 794.404602 Iteration 56Q: 3 clusters Score -361966.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4466 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -361970.937500 Penalty: 794.404602 Iteration 57Q: 3 clusters Score -361970.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4494 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -361976.656250 Penalty: 794.404602 Iteration 58Q: 3 clusters Score -361976.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4524 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -361980.906250 Penalty: 794.404602 Iteration 59Q: 3 clusters Score -361980.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4547 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -361985.250000 Penalty: 794.404602 Iteration 60F: 3 clusters Score -361985.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4568 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -361988.968750 Penalty: 794.404602 Iteration 61Q: 3 clusters Score -361989 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4590 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -361991.312500 Penalty: 794.404602 Iteration 62Q: 3 clusters Score -361991.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4608 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -361998.062500 Penalty: 794.404602 Iteration 63Q: 3 clusters Score -361998.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4634 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -362003.281250 Penalty: 794.404602 Iteration 64Q: 3 clusters Score -362003.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4663 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -362010.781250 Penalty: 794.404602 Iteration 65Q: 3 clusters Score -362010.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4697 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -362017.343750 Penalty: 794.404602 Iteration 66Q: 3 clusters Score -362017.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4731 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -362025.468750 Penalty: 794.404602 Iteration 67Q: 3 clusters Score -362025.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4761 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -362031.531250 Penalty: 794.404602 Iteration 68Q: 3 clusters Score -362031.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4792 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -362039.093750 Penalty: 794.404602 Iteration 69Q: 3 clusters Score -362039.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4822 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -362046.812500 Penalty: 794.404602 Iteration 70Q: 3 clusters Score -362046.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4848 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -362051.562500 Penalty: 794.404602 Iteration 71Q: 3 clusters Score -362051.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4871 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -362056.031250 Penalty: 794.404602 Iteration 72Q: 3 clusters Score -362056 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4890 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -362059.750000 Penalty: 794.404602 Iteration 73Q: 3 clusters Score -362059.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4908 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -362063.031250 Penalty: 794.404602 Iteration 74Q: 3 clusters Score -362063 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4929 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -362068.125000 Penalty: 794.404602 Iteration 75Q: 3 clusters Score -362068.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4952 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -362073.093750 Penalty: 794.404602 Iteration 76Q: 3 clusters Score -362073.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4970 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -362077.593750 Penalty: 794.404602 Iteration 77Q: 3 clusters Score -362077.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4994 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -362083.250000 Penalty: 794.404602 Iteration 78Q: 3 clusters Score -362083.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5016 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -362087.687500 Penalty: 794.404602 Iteration 79Q: 3 clusters Score -362087.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5042 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -362094.937500 Penalty: 794.404602 Iteration 80F: 3 clusters Score -362094.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5065 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -362101.375000 Penalty: 794.404602 Iteration 81Q: 3 clusters Score -362101.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5087 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -362107.156250 Penalty: 794.404602 Iteration 82Q: 3 clusters Score -362107.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5109 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -362113.531250 Penalty: 794.404602 Iteration 83Q: 3 clusters Score -362113.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5133 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -362117.906250 Penalty: 794.404602 Iteration 84Q: 3 clusters Score -362117.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5151 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -362121.500000 Penalty: 794.404602 Iteration 85Q: 3 clusters Score -362121.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5165 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -362124.562500 Penalty: 794.404602 Iteration 86Q: 3 clusters Score -362124.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5181 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -362127.187500 Penalty: 794.404602 Iteration 87Q: 3 clusters Score -362127.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5193 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -362128.343750 Penalty: 794.404602 Iteration 88Q: 3 clusters Score -362128.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5205 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -362130.437500 Penalty: 794.404602 Iteration 89Q: 3 clusters Score -362130.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5217 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -362132.531250 Penalty: 794.404602 Iteration 90Q: 3 clusters Score -362132.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5226 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -362134.718750 Penalty: 794.404602 Iteration 91Q: 3 clusters Score -362134.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5237 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -362137.500000 Penalty: 794.404602 Iteration 92Q: 3 clusters Score -362137.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5247 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -362138.968750 Penalty: 794.404602 Iteration 93Q: 3 clusters Score -362139 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5259 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -362141.812500 Penalty: 794.404602 Iteration 94Q: 3 clusters Score -362141.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5270 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -362143.375000 Penalty: 794.404602 Iteration 95Q: 3 clusters Score -362143.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5287 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -362145.437500 Penalty: 794.404602 Iteration 96Q: 3 clusters Score -362145.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5303 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -362148.593750 Penalty: 794.404602 Iteration 97Q: 3 clusters Score -362148.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5314 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -362152.687500 Penalty: 794.404602 Iteration 98Q: 3 clusters Score -362152.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5324 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -362155.250000 Penalty: 794.404602 Iteration 99Q: 3 clusters Score -362155.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5336 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -362157.281250 Penalty: 794.404602 Iteration 100F: 3 clusters Score -362157.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5348 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -362160.000000 Penalty: 794.404602 Iteration 101Q: 3 clusters Score -362160 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5363 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -362162.906250 Penalty: 794.404602 Iteration 102Q: 3 clusters Score -362162.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5376 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -362165.312500 Penalty: 794.404602 Iteration 103Q: 3 clusters Score -362165.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5390 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -362167.875000 Penalty: 794.404602 Iteration 104Q: 3 clusters Score -362167.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5410 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -362175.250000 Penalty: 794.404602 Iteration 105Q: 3 clusters Score -362175.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5426 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -362180.000000 Penalty: 794.404602 Iteration 106Q: 3 clusters Score -362180 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5444 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -362184.218750 Penalty: 794.404602 Iteration 107Q: 3 clusters Score -362184.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5457 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -362187.968750 Penalty: 794.404602 Iteration 108Q: 3 clusters Score -362188 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5467 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -362189.375000 Penalty: 794.404602 Iteration 109Q: 3 clusters Score -362189.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5472 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -362189.937500 Penalty: 794.404602 Iteration 110Q: 3 clusters Score -362189.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5476 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -362189.750000 Penalty: 794.404602 Iteration 111Q: 3 clusters Score -362189.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5480 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -362190.656250 Penalty: 794.404602 Iteration 112Q: 3 clusters Score -362190.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5483 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -362191.343750 Penalty: 794.404602 Iteration 113Q: 3 clusters Score -362191.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5485 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -362191.406250 Penalty: 794.404602 Iteration 114Q: 3 clusters Score -362191.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5487 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -362192.281250 Penalty: 794.404602 Iteration 115Q: 3 clusters Score -362192.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5488 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -362192.406250 Penalty: 794.404602 Iteration 116Q: 3 clusters Score -362192.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5489 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -362192.093750 Penalty: 794.404602 Iteration 117Q: 3 clusters Score -362192.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5490 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -362192.250000 Penalty: 794.404602 Iteration 118Q: 3 clusters Score -362192.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5493 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -362193.062500 Penalty: 794.404602 Iteration 119Q: 3 clusters Score -362193.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5498 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -362193.468750 Penalty: 794.404602 Iteration 120F: 3 clusters Score -362193.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5501 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -362194.156250 Penalty: 794.404602 Iteration 121Q: 3 clusters Score -362194.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5504 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -362194.437500 Penalty: 794.404602 Iteration 122Q: 3 clusters Score -362194.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5510 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -362196.156250 Penalty: 794.404602 Iteration 123Q: 3 clusters Score -362196.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5519 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -362198.437500 Penalty: 794.404602 Iteration 124Q: 3 clusters Score -362198.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5525 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -362199.531250 Penalty: 794.404602 Iteration 125Q: 3 clusters Score -362199.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5532 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -362200.625000 Penalty: 794.404602 Iteration 126Q: 3 clusters Score -362200.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5534 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -362201.312500 Penalty: 794.404602 Iteration 127Q: 3 clusters Score -362201.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5536 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -362201.187500 Penalty: 794.404602 Iteration 128Q: 3 clusters Score -362201.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5536 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -362201.187500 Penalty: 794.404602 Iteration 129F: 3 clusters Score -362201.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (2763 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2763 members Entering Unmasked Estep Score: -165652.468750 Penalty: 360.545288 Iteration 0F: 2 clusters Score -165652.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -163683.156250 Penalty: 721.090576 Iteration 0F: 3 clusters Score -163683.2 nChanged 1236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -164379.218750 Penalty: 721.090576 Iteration 1F: 3 clusters Score -164379.2 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -164460.093750 Penalty: 721.090576 Iteration 2F: 3 clusters Score -164460.1 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 1726 members Entering Unmasked Estep Score: -164544.093750 Penalty: 721.090576 Iteration 3Q: 3 clusters Score -164544.1 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -164660.937500 Penalty: 721.090576 Iteration 4F: 3 clusters Score -164660.9 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -164790.250000 Penalty: 721.090576 Iteration 5F: 3 clusters Score -164790.2 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 2139 members Entering Unmasked Estep Score: -164901.203125 Penalty: 721.090576 Iteration 6F: 3 clusters Score -164901.2 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 2259 members Entering Unmasked Estep Score: -165012.328125 Penalty: 721.090576 Iteration 7Q: 3 clusters Score -165012.3 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 2357 members Entering Unmasked Estep Score: -165099.812500 Penalty: 721.090576 Iteration 8Q: 3 clusters Score -165099.8 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 2427 members Entering Unmasked Estep Score: -165165.500000 Penalty: 721.090576 Iteration 9Q: 3 clusters Score -165165.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 2477 members Entering Unmasked Estep Score: -165215.484375 Penalty: 721.090576 Iteration 10Q: 3 clusters Score -165215.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 2518 members Entering Unmasked Estep Score: -165255.781250 Penalty: 721.090576 Iteration 11Q: 3 clusters Score -165255.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 2550 members Entering Unmasked Estep Score: -165301.500000 Penalty: 721.090576 Iteration 12Q: 3 clusters Score -165301.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 2570 members Entering Unmasked Estep Score: -165329.562500 Penalty: 721.090576 Iteration 13Q: 3 clusters Score -165329.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 2580 members Entering Unmasked Estep Score: -165340.468750 Penalty: 721.090576 Iteration 14Q: 3 clusters Score -165340.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 2584 members Entering Unmasked Estep Score: -165344.625000 Penalty: 721.090576 Iteration 15Q: 3 clusters Score -165344.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 2591 members Entering Unmasked Estep Score: -165349.140625 Penalty: 721.090576 Iteration 16Q: 3 clusters Score -165349.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 2598 members Entering Unmasked Estep Score: -165353.000000 Penalty: 721.090576 Iteration 17Q: 3 clusters Score -165353 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 2603 members Entering Unmasked Estep Score: -165356.406250 Penalty: 721.090576 Iteration 18Q: 3 clusters Score -165356.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 2606 members Entering Unmasked Estep Score: -165359.828125 Penalty: 721.090576 Iteration 19Q: 3 clusters Score -165359.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 2610 members Entering Unmasked Estep Score: -165361.375000 Penalty: 721.090576 Iteration 20F: 3 clusters Score -165361.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 2611 members Entering Unmasked Estep Score: -165361.484375 Penalty: 721.090576 Iteration 21Q: 3 clusters Score -165361.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 2611 members Entering Unmasked Estep Score: -165361.484375 Penalty: 721.090576 Iteration 22F: 3 clusters Score -165361.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (875 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Entering Unmasked Estep Score: -41989.722656 Penalty: 308.227173 Iteration 0F: 2 clusters Score -41989.72 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -41283.324219 Penalty: 616.454346 Iteration 0F: 3 clusters Score -41283.32 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -41575.656250 Penalty: 616.454346 Iteration 1F: 3 clusters Score -41575.66 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -41662.847656 Penalty: 616.454346 Iteration 2F: 3 clusters Score -41662.85 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -41710.144531 Penalty: 616.454346 Iteration 3F: 3 clusters Score -41710.14 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -41749.125000 Penalty: 616.454346 Iteration 4Q: 3 clusters Score -41749.12 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -41771.605469 Penalty: 616.454346 Iteration 5Q: 3 clusters Score -41771.61 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -41784.460938 Penalty: 616.454346 Iteration 6Q: 3 clusters Score -41784.46 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -41816.671875 Penalty: 616.454346 Iteration 7Q: 3 clusters Score -41816.67 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -41838.703125 Penalty: 616.454346 Iteration 8Q: 3 clusters Score -41838.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -41861.375000 Penalty: 616.454346 Iteration 9Q: 3 clusters Score -41861.38 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -41876.507812 Penalty: 616.454346 Iteration 10Q: 3 clusters Score -41876.51 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -41893.367188 Penalty: 616.454346 Iteration 11Q: 3 clusters Score -41893.37 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -41910.132812 Penalty: 616.454346 Iteration 12Q: 3 clusters Score -41910.13 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -41917.929688 Penalty: 616.454346 Iteration 13Q: 3 clusters Score -41917.93 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -41918.777344 Penalty: 616.454346 Iteration 14Q: 3 clusters Score -41918.78 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -41918.972656 Penalty: 616.454346 Iteration 15Q: 3 clusters Score -41918.97 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -41919.437500 Penalty: 616.454346 Iteration 16Q: 3 clusters Score -41919.44 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -41921.109375 Penalty: 616.454346 Iteration 17Q: 3 clusters Score -41921.11 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -41923.070312 Penalty: 616.454346 Iteration 18Q: 3 clusters Score -41923.07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -41923.164062 Penalty: 616.454346 Iteration 19Q: 3 clusters Score -41923.16 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -41923.164062 Penalty: 616.454346 Iteration 20F: 3 clusters Score -41923.16 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (8030 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8030 members Entering Unmasked Estep Score: -422508.062500 Penalty: 409.087769 Iteration 0F: 2 clusters Score -422508.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4017 members Mstep: Class 2 contains 4013 members Entering Unmasked Estep Score: -417150.875000 Penalty: 818.175537 Iteration 0F: 3 clusters Score -417150.9 nChanged 3707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3672 members Mstep: Class 2 contains 4358 members Entering Unmasked Estep Score: -419681.656250 Penalty: 818.175537 Iteration 1F: 3 clusters Score -419681.7 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3550 members Mstep: Class 2 contains 4480 members Entering Unmasked Estep Score: -419965.500000 Penalty: 818.175537 Iteration 2F: 3 clusters Score -419965.5 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3473 members Mstep: Class 2 contains 4557 members Entering Unmasked Estep Score: -420164.656250 Penalty: 818.175537 Iteration 3F: 3 clusters Score -420164.7 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3447 members Mstep: Class 2 contains 4583 members Entering Unmasked Estep Score: -420278.062500 Penalty: 818.175537 Iteration 4Q: 3 clusters Score -420278.1 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3427 members Mstep: Class 2 contains 4603 members Entering Unmasked Estep Score: -420372.250000 Penalty: 818.175537 Iteration 5Q: 3 clusters Score -420372.2 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3424 members Mstep: Class 2 contains 4606 members Entering Unmasked Estep Score: -420438.687500 Penalty: 818.175537 Iteration 6Q: 3 clusters Score -420438.7 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3410 members Mstep: Class 2 contains 4620 members Entering Unmasked Estep Score: -420495.000000 Penalty: 818.175537 Iteration 7Q: 3 clusters Score -420495 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3401 members Mstep: Class 2 contains 4629 members Entering Unmasked Estep Score: -420543.531250 Penalty: 818.175537 Iteration 8Q: 3 clusters Score -420543.5 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3367 members Mstep: Class 2 contains 4663 members Entering Unmasked Estep Score: -420581.593750 Penalty: 818.175537 Iteration 9Q: 3 clusters Score -420581.6 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3335 members Mstep: Class 2 contains 4695 members Entering Unmasked Estep Score: -420612.000000 Penalty: 818.175537 Iteration 10Q: 3 clusters Score -420612 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3311 members Mstep: Class 2 contains 4719 members Entering Unmasked Estep Score: -420645.250000 Penalty: 818.175537 Iteration 11Q: 3 clusters Score -420645.2 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3286 members Mstep: Class 2 contains 4744 members Entering Unmasked Estep Score: -420674.812500 Penalty: 818.175537 Iteration 12Q: 3 clusters Score -420674.8 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3246 members Mstep: Class 2 contains 4784 members Entering Unmasked Estep Score: -420699.437500 Penalty: 818.175537 Iteration 13Q: 3 clusters Score -420699.4 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3207 members Mstep: Class 2 contains 4823 members Entering Unmasked Estep Score: -420721.437500 Penalty: 818.175537 Iteration 14Q: 3 clusters Score -420721.4 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3171 members Mstep: Class 2 contains 4859 members Entering Unmasked Estep Score: -420742.031250 Penalty: 818.175537 Iteration 15Q: 3 clusters Score -420742 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3130 members Mstep: Class 2 contains 4900 members Entering Unmasked Estep Score: -420765.750000 Penalty: 818.175537 Iteration 16Q: 3 clusters Score -420765.8 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3054 members Mstep: Class 2 contains 4976 members Entering Unmasked Estep Score: -420795.812500 Penalty: 818.175537 Iteration 17Q: 3 clusters Score -420795.8 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2968 members Mstep: Class 2 contains 5062 members Entering Unmasked Estep Score: -420821.375000 Penalty: 818.175537 Iteration 18Q: 3 clusters Score -420821.4 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2849 members Mstep: Class 2 contains 5181 members Entering Unmasked Estep Score: -420864.000000 Penalty: 818.175537 Iteration 19Q: 3 clusters Score -420864 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2688 members Mstep: Class 2 contains 5342 members Entering Unmasked Estep Score: -420919.437500 Penalty: 818.175537 Iteration 20F: 3 clusters Score -420919.4 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2501 members Mstep: Class 2 contains 5529 members Entering Unmasked Estep Score: -420987.218750 Penalty: 818.175537 Iteration 21Q: 3 clusters Score -420987.2 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2300 members Mstep: Class 2 contains 5730 members Entering Unmasked Estep Score: -421066.312500 Penalty: 818.175537 Iteration 22Q: 3 clusters Score -421066.3 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2104 members Mstep: Class 2 contains 5926 members Entering Unmasked Estep Score: -421148.906250 Penalty: 818.175537 Iteration 23Q: 3 clusters Score -421148.9 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 6130 members Entering Unmasked Estep Score: -421235.593750 Penalty: 818.175537 Iteration 24Q: 3 clusters Score -421235.6 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 6356 members Entering Unmasked Estep Score: -421335.125000 Penalty: 818.175537 Iteration 25Q: 3 clusters Score -421335.1 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 6580 members Entering Unmasked Estep Score: -421441.750000 Penalty: 818.175537 Iteration 26Q: 3 clusters Score -421441.8 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 6812 members Entering Unmasked Estep Score: -421559.406250 Penalty: 818.175537 Iteration 27Q: 3 clusters Score -421559.4 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 7027 members Entering Unmasked Estep Score: -421671.125000 Penalty: 818.175537 Iteration 28Q: 3 clusters Score -421671.1 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 7233 members Entering Unmasked Estep Score: -421789.406250 Penalty: 818.175537 Iteration 29Q: 3 clusters Score -421789.4 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 7406 members Entering Unmasked Estep Score: -421889.968750 Penalty: 818.175537 Iteration 30Q: 3 clusters Score -421890 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 7523 members Entering Unmasked Estep Score: -421963.343750 Penalty: 818.175537 Iteration 31Q: 3 clusters Score -421963.3 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 7617 members Entering Unmasked Estep Score: -422020.406250 Penalty: 818.175537 Iteration 32Q: 3 clusters Score -422020.4 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 7691 members Entering Unmasked Estep Score: -422063.093750 Penalty: 818.175537 Iteration 33Q: 3 clusters Score -422063.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 7740 members Entering Unmasked Estep Score: -422093.656250 Penalty: 818.175537 Iteration 34Q: 3 clusters Score -422093.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 7774 members Entering Unmasked Estep Score: -422123.625000 Penalty: 818.175537 Iteration 35Q: 3 clusters Score -422123.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 7797 members Entering Unmasked Estep Score: -422142.843750 Penalty: 818.175537 Iteration 36Q: 3 clusters Score -422142.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 7816 members Entering Unmasked Estep Score: -422157.468750 Penalty: 818.175537 Iteration 37Q: 3 clusters Score -422157.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 7828 members Entering Unmasked Estep Score: -422165.500000 Penalty: 818.175537 Iteration 38Q: 3 clusters Score -422165.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 7834 members Entering Unmasked Estep Score: -422171.968750 Penalty: 818.175537 Iteration 39Q: 3 clusters Score -422172 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 7839 members Entering Unmasked Estep Score: -422175.906250 Penalty: 818.175537 Iteration 40F: 3 clusters Score -422175.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 7844 members Entering Unmasked Estep Score: -422177.781250 Penalty: 818.175537 Iteration 41Q: 3 clusters Score -422177.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 7846 members Entering Unmasked Estep Score: -422181.250000 Penalty: 818.175537 Iteration 42Q: 3 clusters Score -422181.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 7850 members Entering Unmasked Estep Score: -422186.343750 Penalty: 818.175537 Iteration 43Q: 3 clusters Score -422186.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 7854 members Entering Unmasked Estep Score: -422191.187500 Penalty: 818.175537 Iteration 44Q: 3 clusters Score -422191.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 7857 members Entering Unmasked Estep Score: -422192.343750 Penalty: 818.175537 Iteration 45Q: 3 clusters Score -422192.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 7857 members Entering Unmasked Estep Score: -422192.343750 Penalty: 818.175537 Iteration 46F: 3 clusters Score -422192.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (3935 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3935 members Entering Unmasked Estep Score: -182180.765625 Penalty: 376.633820 Iteration 0F: 2 clusters Score -182180.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1983 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -179527.359375 Penalty: 753.267639 Iteration 0F: 3 clusters Score -179527.4 nChanged 1737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2134 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -180693.375000 Penalty: 753.267639 Iteration 1F: 3 clusters Score -180693.4 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -180859.562500 Penalty: 753.267639 Iteration 2F: 3 clusters Score -180859.6 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2217 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -180993.562500 Penalty: 753.267639 Iteration 3F: 3 clusters Score -180993.6 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2267 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -181113.421875 Penalty: 753.267639 Iteration 4F: 3 clusters Score -181113.4 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2328 members Mstep: Class 2 contains 1607 members Entering Unmasked Estep Score: -181210.390625 Penalty: 753.267639 Iteration 5Q: 3 clusters Score -181210.4 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2395 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -181283.765625 Penalty: 753.267639 Iteration 6Q: 3 clusters Score -181283.8 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2474 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -181363.234375 Penalty: 753.267639 Iteration 7Q: 3 clusters Score -181363.2 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2546 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -181437.718750 Penalty: 753.267639 Iteration 8Q: 3 clusters Score -181437.7 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2628 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -181516.984375 Penalty: 753.267639 Iteration 9Q: 3 clusters Score -181517 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2696 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -181586.406250 Penalty: 753.267639 Iteration 10Q: 3 clusters Score -181586.4 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2768 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -181642.500000 Penalty: 753.267639 Iteration 11Q: 3 clusters Score -181642.5 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2830 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -181679.906250 Penalty: 753.267639 Iteration 12Q: 3 clusters Score -181679.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2879 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -181717.515625 Penalty: 753.267639 Iteration 13Q: 3 clusters Score -181717.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2927 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -181755.093750 Penalty: 753.267639 Iteration 14Q: 3 clusters Score -181755.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -181777.953125 Penalty: 753.267639 Iteration 15Q: 3 clusters Score -181778 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2994 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -181790.859375 Penalty: 753.267639 Iteration 16Q: 3 clusters Score -181790.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3023 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -181800.500000 Penalty: 753.267639 Iteration 17Q: 3 clusters Score -181800.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3042 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -181804.843750 Penalty: 753.267639 Iteration 18Q: 3 clusters Score -181804.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3063 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -181812.312500 Penalty: 753.267639 Iteration 19Q: 3 clusters Score -181812.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3086 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -181821.265625 Penalty: 753.267639 Iteration 20F: 3 clusters Score -181821.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3107 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -181829.125000 Penalty: 753.267639 Iteration 21Q: 3 clusters Score -181829.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3120 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -181833.156250 Penalty: 753.267639 Iteration 22Q: 3 clusters Score -181833.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3129 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -181835.500000 Penalty: 753.267639 Iteration 23Q: 3 clusters Score -181835.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3139 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -181838.593750 Penalty: 753.267639 Iteration 24Q: 3 clusters Score -181838.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3151 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -181844.031250 Penalty: 753.267639 Iteration 25Q: 3 clusters Score -181844 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3165 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -181847.812500 Penalty: 753.267639 Iteration 26Q: 3 clusters Score -181847.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3174 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -181849.718750 Penalty: 753.267639 Iteration 27Q: 3 clusters Score -181849.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3177 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -181850.281250 Penalty: 753.267639 Iteration 28Q: 3 clusters Score -181850.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3187 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -181852.281250 Penalty: 753.267639 Iteration 29Q: 3 clusters Score -181852.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3195 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -181853.687500 Penalty: 753.267639 Iteration 30Q: 3 clusters Score -181853.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3200 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -181855.078125 Penalty: 753.267639 Iteration 31Q: 3 clusters Score -181855.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3208 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -181856.125000 Penalty: 753.267639 Iteration 32Q: 3 clusters Score -181856.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3216 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -181857.953125 Penalty: 753.267639 Iteration 33Q: 3 clusters Score -181858 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3221 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -181859.625000 Penalty: 753.267639 Iteration 34Q: 3 clusters Score -181859.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3229 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -181861.234375 Penalty: 753.267639 Iteration 35Q: 3 clusters Score -181861.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3234 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -181862.093750 Penalty: 753.267639 Iteration 36Q: 3 clusters Score -181862.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3238 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -181862.453125 Penalty: 753.267639 Iteration 37Q: 3 clusters Score -181862.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3242 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -181862.734375 Penalty: 753.267639 Iteration 38Q: 3 clusters Score -181862.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3244 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -181862.890625 Penalty: 753.267639 Iteration 39Q: 3 clusters Score -181862.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3246 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -181863.406250 Penalty: 753.267639 Iteration 40F: 3 clusters Score -181863.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3246 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -181863.421875 Penalty: 753.267639 Iteration 41Q: 3 clusters Score -181863.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3249 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -181863.703125 Penalty: 753.267639 Iteration 42Q: 3 clusters Score -181863.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3252 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -181865.046875 Penalty: 753.267639 Iteration 43Q: 3 clusters Score -181865 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3257 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -181865.093750 Penalty: 753.267639 Iteration 44Q: 3 clusters Score -181865.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3261 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -181866.140625 Penalty: 753.267639 Iteration 45Q: 3 clusters Score -181866.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3266 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -181867.046875 Penalty: 753.267639 Iteration 46Q: 3 clusters Score -181867 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3273 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -181869.140625 Penalty: 753.267639 Iteration 47Q: 3 clusters Score -181869.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3278 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -181870.234375 Penalty: 753.267639 Iteration 48Q: 3 clusters Score -181870.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3279 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -181870.328125 Penalty: 753.267639 Iteration 49Q: 3 clusters Score -181870.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3282 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -181871.140625 Penalty: 753.267639 Iteration 50Q: 3 clusters Score -181871.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3290 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -181872.125000 Penalty: 753.267639 Iteration 51Q: 3 clusters Score -181872.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3296 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -181873.296875 Penalty: 753.267639 Iteration 52Q: 3 clusters Score -181873.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3299 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -181874.531250 Penalty: 753.267639 Iteration 53Q: 3 clusters Score -181874.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3301 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -181874.890625 Penalty: 753.267639 Iteration 54Q: 3 clusters Score -181874.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3303 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -181875.078125 Penalty: 753.267639 Iteration 55Q: 3 clusters Score -181875.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3305 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -181875.625000 Penalty: 753.267639 Iteration 56Q: 3 clusters Score -181875.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3308 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -181876.093750 Penalty: 753.267639 Iteration 57Q: 3 clusters Score -181876.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3313 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -181876.781250 Penalty: 753.267639 Iteration 58Q: 3 clusters Score -181876.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3317 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -181878.031250 Penalty: 753.267639 Iteration 59Q: 3 clusters Score -181878 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3326 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -181883.578125 Penalty: 753.267639 Iteration 60F: 3 clusters Score -181883.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3337 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -181889.359375 Penalty: 753.267639 Iteration 61Q: 3 clusters Score -181889.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3347 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -181892.890625 Penalty: 753.267639 Iteration 62Q: 3 clusters Score -181892.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3356 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -181895.140625 Penalty: 753.267639 Iteration 63Q: 3 clusters Score -181895.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3363 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -181895.390625 Penalty: 753.267639 Iteration 64Q: 3 clusters Score -181895.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3368 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -181896.328125 Penalty: 753.267639 Iteration 65Q: 3 clusters Score -181896.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3371 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -181896.750000 Penalty: 753.267639 Iteration 66Q: 3 clusters Score -181896.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3377 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -181899.015625 Penalty: 753.267639 Iteration 67Q: 3 clusters Score -181899 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3383 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -181900.281250 Penalty: 753.267639 Iteration 68Q: 3 clusters Score -181900.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3389 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -181902.031250 Penalty: 753.267639 Iteration 69Q: 3 clusters Score -181902 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3394 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -181902.984375 Penalty: 753.267639 Iteration 70Q: 3 clusters Score -181903 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3398 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -181903.546875 Penalty: 753.267639 Iteration 71Q: 3 clusters Score -181903.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3402 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -181904.062500 Penalty: 753.267639 Iteration 72Q: 3 clusters Score -181904.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3405 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -181905.750000 Penalty: 753.267639 Iteration 73Q: 3 clusters Score -181905.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3407 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -181906.984375 Penalty: 753.267639 Iteration 74Q: 3 clusters Score -181907 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3414 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -181908.687500 Penalty: 753.267639 Iteration 75Q: 3 clusters Score -181908.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3416 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -181909.062500 Penalty: 753.267639 Iteration 76Q: 3 clusters Score -181909.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3417 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -181909.109375 Penalty: 753.267639 Iteration 77Q: 3 clusters Score -181909.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3417 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -181909.109375 Penalty: 753.267639 Iteration 78F: 3 clusters Score -181909.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (564 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Entering Unmasked Estep Score: -22872.509766 Penalty: 288.244965 Iteration 0F: 2 clusters Score -22872.51 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -22384.521484 Penalty: 576.489929 Iteration 0F: 3 clusters Score -22384.52 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -22612.652344 Penalty: 576.489929 Iteration 1F: 3 clusters Score -22612.65 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -22676.488281 Penalty: 576.489929 Iteration 2F: 3 clusters Score -22676.49 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -22712.164062 Penalty: 576.489929 Iteration 3F: 3 clusters Score -22712.16 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -22732.253906 Penalty: 576.489929 Iteration 4Q: 3 clusters Score -22732.25 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -22740.115234 Penalty: 576.489929 Iteration 5Q: 3 clusters Score -22740.12 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -22742.906250 Penalty: 576.489929 Iteration 6Q: 3 clusters Score -22742.91 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -22744.207031 Penalty: 576.489929 Iteration 7Q: 3 clusters Score -22744.21 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -22746.060547 Penalty: 576.489929 Iteration 8Q: 3 clusters Score -22746.06 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -22746.226562 Penalty: 576.489929 Iteration 9Q: 3 clusters Score -22746.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -22746.226562 Penalty: 576.489929 Iteration 10F: 3 clusters Score -22746.23 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (17050 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17050 members Entering Unmasked Estep Score: -1006444.875000 Penalty: 443.347687 Iteration 0F: 2 clusters Score -1006445 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8490 members Mstep: Class 2 contains 8560 members Entering Unmasked Estep Score: -995048.750000 Penalty: 886.695374 Iteration 0F: 3 clusters Score -995048.8 nChanged 8091 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8161 members Mstep: Class 2 contains 8889 members Entering Unmasked Estep Score: -999959.625000 Penalty: 886.695374 Iteration 1F: 3 clusters Score -999959.6 nChanged 991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8182 members Mstep: Class 2 contains 8868 members Entering Unmasked Estep Score: -1000422.812500 Penalty: 886.695374 Iteration 2F: 3 clusters Score -1000423 nChanged 1104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8292 members Mstep: Class 2 contains 8758 members Entering Unmasked Estep Score: -1001044.250000 Penalty: 886.695374 Iteration 3F: 3 clusters Score -1001044 nChanged 1195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8365 members Mstep: Class 2 contains 8685 members Entering Unmasked Estep Score: -1001852.875000 Penalty: 886.695374 Iteration 4F: 3 clusters Score -1001853 nChanged 1130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8395 members Mstep: Class 2 contains 8655 members Entering Unmasked Estep Score: -1002628.687500 Penalty: 886.695374 Iteration 5F: 3 clusters Score -1002629 nChanged 909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8386 members Mstep: Class 2 contains 8664 members Entering Unmasked Estep Score: -1003181.500000 Penalty: 886.695374 Iteration 6F: 3 clusters Score -1003182 nChanged 731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8333 members Mstep: Class 2 contains 8717 members Entering Unmasked Estep Score: -1003555.625000 Penalty: 886.695374 Iteration 7Q: 3 clusters Score -1003556 nChanged 642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8255 members Mstep: Class 2 contains 8795 members Entering Unmasked Estep Score: -1003843.187500 Penalty: 886.695374 Iteration 8Q: 3 clusters Score -1003843 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8213 members Mstep: Class 2 contains 8837 members Entering Unmasked Estep Score: -1004036.937500 Penalty: 886.695374 Iteration 9Q: 3 clusters Score -1004037 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8188 members Mstep: Class 2 contains 8862 members Entering Unmasked Estep Score: -1004183.562500 Penalty: 886.695374 Iteration 10Q: 3 clusters Score -1004184 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8206 members Mstep: Class 2 contains 8844 members Entering Unmasked Estep Score: -1004301.875000 Penalty: 886.695374 Iteration 11Q: 3 clusters Score -1004302 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8256 members Mstep: Class 2 contains 8794 members Entering Unmasked Estep Score: -1004401.875000 Penalty: 886.695374 Iteration 12Q: 3 clusters Score -1004402 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8304 members Mstep: Class 2 contains 8746 members Entering Unmasked Estep Score: -1004462.437500 Penalty: 886.695374 Iteration 13Q: 3 clusters Score -1004462 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8344 members Mstep: Class 2 contains 8706 members Entering Unmasked Estep Score: -1004513.375000 Penalty: 886.695374 Iteration 14Q: 3 clusters Score -1004513 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8360 members Mstep: Class 2 contains 8690 members Entering Unmasked Estep Score: -1004542.437500 Penalty: 886.695374 Iteration 15Q: 3 clusters Score -1004542 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8373 members Mstep: Class 2 contains 8677 members Entering Unmasked Estep Score: -1004572.062500 Penalty: 886.695374 Iteration 16Q: 3 clusters Score -1004572 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8372 members Mstep: Class 2 contains 8678 members Entering Unmasked Estep Score: -1004595.062500 Penalty: 886.695374 Iteration 17Q: 3 clusters Score -1004595 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8375 members Mstep: Class 2 contains 8675 members Entering Unmasked Estep Score: -1004603.312500 Penalty: 886.695374 Iteration 18Q: 3 clusters Score -1004603 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8393 members Mstep: Class 2 contains 8657 members Entering Unmasked Estep Score: -1004619.500000 Penalty: 886.695374 Iteration 19Q: 3 clusters Score -1004620 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8396 members Mstep: Class 2 contains 8654 members Entering Unmasked Estep Score: -1004628.000000 Penalty: 886.695374 Iteration 20F: 3 clusters Score -1004628 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8403 members Mstep: Class 2 contains 8647 members Entering Unmasked Estep Score: -1004636.250000 Penalty: 886.695374 Iteration 21Q: 3 clusters Score -1004636 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8417 members Mstep: Class 2 contains 8633 members Entering Unmasked Estep Score: -1004644.250000 Penalty: 886.695374 Iteration 22Q: 3 clusters Score -1004644 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8430 members Mstep: Class 2 contains 8620 members Entering Unmasked Estep Score: -1004648.562500 Penalty: 886.695374 Iteration 23Q: 3 clusters Score -1004649 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8434 members Mstep: Class 2 contains 8616 members Entering Unmasked Estep Score: -1004648.187500 Penalty: 886.695374 Iteration 24Q: 3 clusters Score -1004648 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8436 members Mstep: Class 2 contains 8614 members Entering Unmasked Estep Score: -1004651.125000 Penalty: 886.695374 Iteration 25Q: 3 clusters Score -1004651 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8437 members Mstep: Class 2 contains 8613 members Entering Unmasked Estep Score: -1004652.187500 Penalty: 886.695374 Iteration 26Q: 3 clusters Score -1004652 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8444 members Mstep: Class 2 contains 8606 members Entering Unmasked Estep Score: -1004654.437500 Penalty: 886.695374 Iteration 27Q: 3 clusters Score -1004654 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8456 members Mstep: Class 2 contains 8594 members Entering Unmasked Estep Score: -1004657.687500 Penalty: 886.695374 Iteration 28Q: 3 clusters Score -1004658 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8467 members Mstep: Class 2 contains 8583 members Entering Unmasked Estep Score: -1004658.375000 Penalty: 886.695374 Iteration 29Q: 3 clusters Score -1004658 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8473 members Mstep: Class 2 contains 8577 members Entering Unmasked Estep Score: -1004656.500000 Penalty: 886.695374 Iteration 30Q: 3 clusters Score -1004656 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8475 members Mstep: Class 2 contains 8575 members Entering Unmasked Estep Score: -1004659.187500 Penalty: 886.695374 Iteration 31Q: 3 clusters Score -1004659 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8472 members Mstep: Class 2 contains 8578 members Entering Unmasked Estep Score: -1004660.375000 Penalty: 886.695374 Iteration 32Q: 3 clusters Score -1004660 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8464 members Mstep: Class 2 contains 8586 members Entering Unmasked Estep Score: -1004658.437500 Penalty: 886.695374 Iteration 33Q: 3 clusters Score -1004658 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8463 members Mstep: Class 2 contains 8587 members Entering Unmasked Estep Score: -1004659.625000 Penalty: 886.695374 Iteration 34Q: 3 clusters Score -1004660 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8464 members Mstep: Class 2 contains 8586 members Entering Unmasked Estep Score: -1004659.250000 Penalty: 886.695374 Iteration 35Q: 3 clusters Score -1004659 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8468 members Mstep: Class 2 contains 8582 members Entering Unmasked Estep Score: -1004660.062500 Penalty: 886.695374 Iteration 36Q: 3 clusters Score -1004660 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8475 members Mstep: Class 2 contains 8575 members Entering Unmasked Estep Score: -1004661.875000 Penalty: 886.695374 Iteration 37Q: 3 clusters Score -1004662 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8484 members Mstep: Class 2 contains 8566 members Entering Unmasked Estep Score: -1004659.875000 Penalty: 886.695374 Iteration 38Q: 3 clusters Score -1004660 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8495 members Mstep: Class 2 contains 8555 members Entering Unmasked Estep Score: -1004663.375000 Penalty: 886.695374 Iteration 39Q: 3 clusters Score -1004663 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8509 members Mstep: Class 2 contains 8541 members Entering Unmasked Estep Score: -1004665.375000 Penalty: 886.695374 Iteration 40F: 3 clusters Score -1004665 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8528 members Mstep: Class 2 contains 8522 members Entering Unmasked Estep Score: -1004670.500000 Penalty: 886.695374 Iteration 41Q: 3 clusters Score -1004670 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8550 members Mstep: Class 2 contains 8500 members Entering Unmasked Estep Score: -1004671.125000 Penalty: 886.695374 Iteration 42Q: 3 clusters Score -1004671 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8571 members Mstep: Class 2 contains 8479 members Entering Unmasked Estep Score: -1004670.250000 Penalty: 886.695374 Iteration 43Q: 3 clusters Score -1004670 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8586 members Mstep: Class 2 contains 8464 members Entering Unmasked Estep Score: -1004670.750000 Penalty: 886.695374 Iteration 44Q: 3 clusters Score -1004671 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8598 members Mstep: Class 2 contains 8452 members Entering Unmasked Estep Score: -1004671.375000 Penalty: 886.695374 Iteration 45Q: 3 clusters Score -1004671 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8611 members Mstep: Class 2 contains 8439 members Entering Unmasked Estep Score: -1004672.187500 Penalty: 886.695374 Iteration 46Q: 3 clusters Score -1004672 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8626 members Mstep: Class 2 contains 8424 members Entering Unmasked Estep Score: -1004673.625000 Penalty: 886.695374 Iteration 47Q: 3 clusters Score -1004674 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8637 members Mstep: Class 2 contains 8413 members Entering Unmasked Estep Score: -1004674.312500 Penalty: 886.695374 Iteration 48Q: 3 clusters Score -1004674 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8649 members Mstep: Class 2 contains 8401 members Entering Unmasked Estep Score: -1004673.500000 Penalty: 886.695374 Iteration 49Q: 3 clusters Score -1004674 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8671 members Mstep: Class 2 contains 8379 members Entering Unmasked Estep Score: -1004672.187500 Penalty: 886.695374 Iteration 50Q: 3 clusters Score -1004672 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8697 members Mstep: 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nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15395 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -1006310.187500 Penalty: 886.695374 Iteration 150Q: 3 clusters Score -1006310 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15419 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -1006309.937500 Penalty: 886.695374 Iteration 151Q: 3 clusters Score -1006310 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15444 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -1006311.687500 Penalty: 886.695374 Iteration 152Q: 3 clusters Score -1006312 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15472 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -1006317.187500 Penalty: 886.695374 Iteration 153Q: 3 clusters Score -1006317 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15497 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -1006319.375000 Penalty: 886.695374 Iteration 154Q: 3 clusters Score -1006319 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15507 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -1006321.312500 Penalty: 886.695374 Iteration 155Q: 3 clusters Score -1006321 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15519 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -1006322.687500 Penalty: 886.695374 Iteration 156Q: 3 clusters Score -1006323 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15528 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -1006323.125000 Penalty: 886.695374 Iteration 157Q: 3 clusters Score -1006323 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15534 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -1006324.000000 Penalty: 886.695374 Iteration 158Q: 3 clusters Score -1006324 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15542 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -1006326.562500 Penalty: 886.695374 Iteration 159Q: 3 clusters Score -1006327 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15546 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -1006325.437500 Penalty: 886.695374 Iteration 160F: 3 clusters Score -1006325 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15550 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -1006325.562500 Penalty: 886.695374 Iteration 161Q: 3 clusters Score -1006326 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15554 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -1006326.375000 Penalty: 886.695374 Iteration 162Q: 3 clusters Score -1006326 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15558 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -1006326.312500 Penalty: 886.695374 Iteration 163Q: 3 clusters Score -1006326 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15561 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -1006326.375000 Penalty: 886.695374 Iteration 164Q: 3 clusters Score -1006326 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15562 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -1006326.500000 Penalty: 886.695374 Iteration 165Q: 3 clusters Score -1006326 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15563 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -1006327.250000 Penalty: 886.695374 Iteration 166Q: 3 clusters Score -1006327 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15564 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -1006325.875000 Penalty: 886.695374 Iteration 167Q: 3 clusters Score -1006326 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15571 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -1006326.812500 Penalty: 886.695374 Iteration 168Q: 3 clusters Score -1006327 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15583 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -1006328.062500 Penalty: 886.695374 Iteration 169Q: 3 clusters Score -1006328 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15587 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -1006328.562500 Penalty: 886.695374 Iteration 170Q: 3 clusters Score -1006329 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15590 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -1006329.250000 Penalty: 886.695374 Iteration 171Q: 3 clusters Score -1006329 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15593 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -1006329.062500 Penalty: 886.695374 Iteration 172Q: 3 clusters Score -1006329 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15594 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -1006329.187500 Penalty: 886.695374 Iteration 173Q: 3 clusters Score -1006329 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15594 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -1006329.187500 Penalty: 886.695374 Iteration 174F: 3 clusters Score -1006329 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (13650 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13650 members Entering Unmasked Estep Score: -787645.937500 Penalty: 433.228027 Iteration 0F: 2 clusters Score -787645.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6835 members Mstep: Class 2 contains 6815 members Entering Unmasked Estep Score: -778496.000000 Penalty: 866.456055 Iteration 0F: 3 clusters Score -778496 nChanged 6444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7413 members Mstep: Class 2 contains 6237 members Entering Unmasked Estep Score: -782925.875000 Penalty: 866.456055 Iteration 1F: 3 clusters Score -782925.9 nChanged 1080 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7759 members Mstep: Class 2 contains 5891 members Entering Unmasked Estep Score: -783662.687500 Penalty: 866.456055 Iteration 2F: 3 clusters Score -783662.7 nChanged 1025 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8074 members Mstep: Class 2 contains 5576 members Entering Unmasked Estep Score: -784301.875000 Penalty: 866.456055 Iteration 3F: 3 clusters Score -784301.9 nChanged 867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8327 members Mstep: Class 2 contains 5323 members Entering Unmasked Estep Score: -784744.937500 Penalty: 866.456055 Iteration 4F: 3 clusters Score -784744.9 nChanged 658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8535 members Mstep: Class 2 contains 5115 members Entering Unmasked Estep Score: -785034.750000 Penalty: 866.456055 Iteration 5Q: 3 clusters Score -785034.8 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8752 members Mstep: Class 2 contains 4898 members Entering Unmasked Estep Score: -785223.750000 Penalty: 866.456055 Iteration 6Q: 3 clusters Score -785223.8 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8946 members Mstep: Class 2 contains 4704 members Entering Unmasked Estep Score: -785337.812500 Penalty: 866.456055 Iteration 7Q: 3 clusters Score -785337.8 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9139 members Mstep: Class 2 contains 4511 members Entering Unmasked Estep Score: -785423.562500 Penalty: 866.456055 Iteration 8Q: 3 clusters Score -785423.6 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9322 members Mstep: Class 2 contains 4328 members Entering Unmasked Estep Score: -785511.375000 Penalty: 866.456055 Iteration 9Q: 3 clusters Score -785511.4 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9527 members Mstep: Class 2 contains 4123 members Entering Unmasked Estep Score: -785609.250000 Penalty: 866.456055 Iteration 10Q: 3 clusters Score -785609.2 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9729 members Mstep: Class 2 contains 3921 members Entering Unmasked Estep Score: -785711.000000 Penalty: 866.456055 Iteration 11Q: 3 clusters Score -785711 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9964 members Mstep: Class 2 contains 3686 members Entering Unmasked Estep Score: -785856.000000 Penalty: 866.456055 Iteration 12Q: 3 clusters Score -785856 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10207 members Mstep: Class 2 contains 3443 members Entering Unmasked Estep Score: -786034.500000 Penalty: 866.456055 Iteration 13Q: 3 clusters Score -786034.5 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10462 members Mstep: Class 2 contains 3188 members Entering Unmasked Estep Score: -786234.312500 Penalty: 866.456055 Iteration 14Q: 3 clusters Score -786234.3 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10704 members Mstep: Class 2 contains 2946 members Entering Unmasked Estep Score: -786414.500000 Penalty: 866.456055 Iteration 15Q: 3 clusters Score -786414.5 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10937 members Mstep: Class 2 contains 2713 members Entering Unmasked Estep Score: -786562.750000 Penalty: 866.456055 Iteration 16Q: 3 clusters Score -786562.8 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11169 members Mstep: Class 2 contains 2481 members Entering Unmasked Estep Score: -786684.062500 Penalty: 866.456055 Iteration 17Q: 3 clusters Score -786684.1 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11389 members Mstep: Class 2 contains 2261 members Entering Unmasked Estep Score: -786782.125000 Penalty: 866.456055 Iteration 18Q: 3 clusters Score -786782.1 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11589 members Mstep: Class 2 contains 2061 members Entering Unmasked Estep Score: -786866.937500 Penalty: 866.456055 Iteration 19Q: 3 clusters Score -786866.9 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11773 members Mstep: Class 2 contains 1877 members Entering Unmasked Estep Score: -786930.687500 Penalty: 866.456055 Iteration 20F: 3 clusters Score -786930.7 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11938 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -786987.812500 Penalty: 866.456055 Iteration 21Q: 3 clusters Score -786987.8 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12077 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -787035.562500 Penalty: 866.456055 Iteration 22Q: 3 clusters Score -787035.6 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12184 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -787074.437500 Penalty: 866.456055 Iteration 23Q: 3 clusters Score -787074.4 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12271 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -787115.375000 Penalty: 866.456055 Iteration 24Q: 3 clusters Score -787115.4 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12363 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -787159.187500 Penalty: 866.456055 Iteration 25Q: 3 clusters Score -787159.2 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12444 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -787203.750000 Penalty: 866.456055 Iteration 26Q: 3 clusters Score -787203.8 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12525 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -787268.125000 Penalty: 866.456055 Iteration 27Q: 3 clusters Score -787268.1 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12600 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -787338.937500 Penalty: 866.456055 Iteration 28Q: 3 clusters Score -787338.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12656 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -787373.687500 Penalty: 866.456055 Iteration 29Q: 3 clusters Score -787373.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12700 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -787393.187500 Penalty: 866.456055 Iteration 30Q: 3 clusters Score -787393.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12727 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -787402.000000 Penalty: 866.456055 Iteration 31Q: 3 clusters Score -787402 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12760 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -787409.625000 Penalty: 866.456055 Iteration 32Q: 3 clusters Score -787409.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12786 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -787420.562500 Penalty: 866.456055 Iteration 33Q: 3 clusters Score -787420.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12807 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -787423.375000 Penalty: 866.456055 Iteration 34Q: 3 clusters Score -787423.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12820 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -787426.500000 Penalty: 866.456055 Iteration 35Q: 3 clusters Score -787426.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12831 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -787426.687500 Penalty: 866.456055 Iteration 36Q: 3 clusters Score -787426.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12839 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -787429.500000 Penalty: 866.456055 Iteration 37Q: 3 clusters Score -787429.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12845 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -787429.125000 Penalty: 866.456055 Iteration 38Q: 3 clusters Score -787429.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12851 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -787429.812500 Penalty: 866.456055 Iteration 39Q: 3 clusters Score -787429.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12854 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -787431.437500 Penalty: 866.456055 Iteration 40F: 3 clusters Score -787431.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12856 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -787432.562500 Penalty: 866.456055 Iteration 41Q: 3 clusters Score -787432.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12857 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -787431.375000 Penalty: 866.456055 Iteration 42Q: 3 clusters Score -787431.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12856 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -787432.062500 Penalty: 866.456055 Iteration 43Q: 3 clusters Score -787432.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12856 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -787432.062500 Penalty: 866.456055 Iteration 44F: 3 clusters Score -787432.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (6023 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6023 members Entering Unmasked Estep Score: -327283.281250 Penalty: 396.001984 Iteration 0F: 2 clusters Score -327283.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3037 members Mstep: Class 2 contains 2986 members Entering Unmasked Estep Score: -323317.906250 Penalty: 792.003967 Iteration 0F: 3 clusters Score -323317.9 nChanged 2691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3184 members Mstep: Class 2 contains 2839 members Entering Unmasked Estep Score: -324820.437500 Penalty: 792.003967 Iteration 1F: 3 clusters Score -324820.4 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3243 members Mstep: Class 2 contains 2780 members Entering Unmasked Estep Score: -324977.906250 Penalty: 792.003967 Iteration 2F: 3 clusters Score -324977.9 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3280 members Mstep: Class 2 contains 2743 members Entering Unmasked Estep Score: -325103.312500 Penalty: 792.003967 Iteration 3F: 3 clusters Score -325103.3 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3330 members Mstep: Class 2 contains 2693 members Entering Unmasked Estep Score: -325229.593750 Penalty: 792.003967 Iteration 4Q: 3 clusters Score -325229.6 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3411 members Mstep: Class 2 contains 2612 members Entering Unmasked Estep Score: -325354.875000 Penalty: 792.003967 Iteration 5Q: 3 clusters Score -325354.9 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3484 members Mstep: Class 2 contains 2539 members Entering Unmasked Estep Score: -325490.562500 Penalty: 792.003967 Iteration 6Q: 3 clusters Score -325490.6 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3563 members Mstep: Class 2 contains 2460 members Entering Unmasked Estep Score: -325631.718750 Penalty: 792.003967 Iteration 7Q: 3 clusters Score -325631.7 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3617 members Mstep: Class 2 contains 2406 members Entering Unmasked Estep Score: -325783.875000 Penalty: 792.003967 Iteration 8Q: 3 clusters Score -325783.9 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3655 members Mstep: Class 2 contains 2368 members Entering Unmasked Estep Score: -325924.343750 Penalty: 792.003967 Iteration 9Q: 3 clusters Score -325924.3 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3685 members Mstep: Class 2 contains 2338 members Entering Unmasked Estep Score: -326029.906250 Penalty: 792.003967 Iteration 10Q: 3 clusters Score -326029.9 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3715 members Mstep: Class 2 contains 2308 members Entering Unmasked Estep Score: -326091.500000 Penalty: 792.003967 Iteration 11Q: 3 clusters Score -326091.5 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3749 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -326124.062500 Penalty: 792.003967 Iteration 12Q: 3 clusters Score -326124.1 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3779 members Mstep: Class 2 contains 2244 members Entering Unmasked Estep Score: -326140.250000 Penalty: 792.003967 Iteration 13Q: 3 clusters Score -326140.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3814 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -326149.656250 Penalty: 792.003967 Iteration 14Q: 3 clusters Score -326149.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3842 members Mstep: Class 2 contains 2181 members Entering Unmasked Estep Score: -326157.437500 Penalty: 792.003967 Iteration 15Q: 3 clusters Score -326157.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3870 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -326162.750000 Penalty: 792.003967 Iteration 16Q: 3 clusters Score -326162.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3896 members Mstep: Class 2 contains 2127 members Entering Unmasked Estep Score: -326167.656250 Penalty: 792.003967 Iteration 17Q: 3 clusters Score -326167.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3924 members Mstep: Class 2 contains 2099 members Entering Unmasked Estep Score: -326171.843750 Penalty: 792.003967 Iteration 18Q: 3 clusters Score -326171.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3959 members Mstep: Class 2 contains 2064 members Entering Unmasked Estep Score: -326177.437500 Penalty: 792.003967 Iteration 19Q: 3 clusters Score -326177.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3982 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -326181.062500 Penalty: 792.003967 Iteration 20F: 3 clusters Score -326181.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4000 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -326184.968750 Penalty: 792.003967 Iteration 21Q: 3 clusters Score -326185 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4022 members Mstep: Class 2 contains 2001 members Entering Unmasked Estep Score: -326187.718750 Penalty: 792.003967 Iteration 22Q: 3 clusters Score -326187.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4036 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -326189.250000 Penalty: 792.003967 Iteration 23Q: 3 clusters Score -326189.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4054 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -326192.500000 Penalty: 792.003967 Iteration 24Q: 3 clusters Score -326192.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4072 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -326195.187500 Penalty: 792.003967 Iteration 25Q: 3 clusters Score -326195.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4088 members Mstep: Class 2 contains 1935 members Entering Unmasked Estep Score: -326196.718750 Penalty: 792.003967 Iteration 26Q: 3 clusters Score -326196.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4109 members Mstep: Class 2 contains 1914 members Entering Unmasked Estep Score: -326201.031250 Penalty: 792.003967 Iteration 27Q: 3 clusters Score -326201 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4134 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -326206.250000 Penalty: 792.003967 Iteration 28Q: 3 clusters Score -326206.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4161 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -326210.625000 Penalty: 792.003967 Iteration 29Q: 3 clusters Score -326210.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4177 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -326212.156250 Penalty: 792.003967 Iteration 30Q: 3 clusters Score -326212.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4187 members Mstep: Class 2 contains 1836 members Entering Unmasked Estep Score: -326212.125000 Penalty: 792.003967 Iteration 31Q: 3 clusters Score -326212.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4194 members Mstep: Class 2 contains 1829 members Entering Unmasked Estep Score: -326213.437500 Penalty: 792.003967 Iteration 32Q: 3 clusters Score -326213.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4198 members Mstep: Class 2 contains 1825 members Entering Unmasked Estep Score: -326214.062500 Penalty: 792.003967 Iteration 33Q: 3 clusters Score -326214.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4203 members Mstep: Class 2 contains 1820 members Entering Unmasked Estep Score: -326214.312500 Penalty: 792.003967 Iteration 34Q: 3 clusters Score -326214.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4211 members Mstep: Class 2 contains 1812 members Entering Unmasked Estep Score: -326215.593750 Penalty: 792.003967 Iteration 35Q: 3 clusters Score -326215.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4222 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -326216.500000 Penalty: 792.003967 Iteration 36Q: 3 clusters Score -326216.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4240 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -326219.375000 Penalty: 792.003967 Iteration 37Q: 3 clusters Score -326219.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4258 members Mstep: Class 2 contains 1765 members Entering Unmasked Estep Score: -326222.656250 Penalty: 792.003967 Iteration 38Q: 3 clusters Score -326222.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4280 members Mstep: Class 2 contains 1743 members Entering Unmasked Estep Score: -326227.500000 Penalty: 792.003967 Iteration 39Q: 3 clusters Score -326227.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4310 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -326233.437500 Penalty: 792.003967 Iteration 40F: 3 clusters Score -326233.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4343 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -326240.843750 Penalty: 792.003967 Iteration 41Q: 3 clusters Score -326240.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4387 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -326250.500000 Penalty: 792.003967 Iteration 42Q: 3 clusters Score -326250.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4432 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -326259.687500 Penalty: 792.003967 Iteration 43Q: 3 clusters Score -326259.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4480 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -326271.875000 Penalty: 792.003967 Iteration 44Q: 3 clusters Score -326271.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4535 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -326290.250000 Penalty: 792.003967 Iteration 45Q: 3 clusters Score -326290.2 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4604 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -326313.312500 Penalty: 792.003967 Iteration 46Q: 3 clusters Score -326313.3 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4682 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -326344.718750 Penalty: 792.003967 Iteration 47Q: 3 clusters Score -326344.7 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4766 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -326379.500000 Penalty: 792.003967 Iteration 48Q: 3 clusters Score -326379.5 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4841 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -326409.593750 Penalty: 792.003967 Iteration 49Q: 3 clusters Score -326409.6 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4923 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -326442.593750 Penalty: 792.003967 Iteration 50Q: 3 clusters Score -326442.6 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4995 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -326470.531250 Penalty: 792.003967 Iteration 51Q: 3 clusters Score -326470.5 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5076 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -326501.625000 Penalty: 792.003967 Iteration 52Q: 3 clusters Score -326501.6 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5159 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -326541.906250 Penalty: 792.003967 Iteration 53Q: 3 clusters Score -326541.9 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5235 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -326578.531250 Penalty: 792.003967 Iteration 54Q: 3 clusters Score -326578.5 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5305 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -326613.687500 Penalty: 792.003967 Iteration 55Q: 3 clusters Score -326613.7 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5367 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -326648.125000 Penalty: 792.003967 Iteration 56Q: 3 clusters Score -326648.1 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5440 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -326694.406250 Penalty: 792.003967 Iteration 57Q: 3 clusters Score -326694.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5510 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -326734.218750 Penalty: 792.003967 Iteration 58Q: 3 clusters Score -326734.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5566 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -326764.343750 Penalty: 792.003967 Iteration 59Q: 3 clusters Score -326764.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5617 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -326796.406250 Penalty: 792.003967 Iteration 60F: 3 clusters Score -326796.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5663 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -326833.812500 Penalty: 792.003967 Iteration 61Q: 3 clusters Score -326833.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5703 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -326855.281250 Penalty: 792.003967 Iteration 62Q: 3 clusters Score -326855.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5729 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -326869.281250 Penalty: 792.003967 Iteration 63Q: 3 clusters Score -326869.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5751 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -326886.031250 Penalty: 792.003967 Iteration 64Q: 3 clusters Score -326886 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5770 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -326899.906250 Penalty: 792.003967 Iteration 65Q: 3 clusters Score -326899.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5783 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -326906.687500 Penalty: 792.003967 Iteration 66Q: 3 clusters Score -326906.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5791 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -326911.250000 Penalty: 792.003967 Iteration 67Q: 3 clusters Score -326911.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5799 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -326914.593750 Penalty: 792.003967 Iteration 68Q: 3 clusters Score -326914.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5806 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -326918.375000 Penalty: 792.003967 Iteration 69Q: 3 clusters Score -326918.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5816 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -326924.906250 Penalty: 792.003967 Iteration 70Q: 3 clusters Score -326924.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5821 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -326927.875000 Penalty: 792.003967 Iteration 71Q: 3 clusters Score -326927.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5824 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -326931.593750 Penalty: 792.003967 Iteration 72Q: 3 clusters Score -326931.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5831 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -326939.937500 Penalty: 792.003967 Iteration 73Q: 3 clusters Score -326939.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5834 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -326942.156250 Penalty: 792.003967 Iteration 74Q: 3 clusters Score -326942.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5835 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -326943.593750 Penalty: 792.003967 Iteration 75Q: 3 clusters Score -326943.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5837 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -326945.937500 Penalty: 792.003967 Iteration 76Q: 3 clusters Score -326945.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5838 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -326946.343750 Penalty: 792.003967 Iteration 77Q: 3 clusters Score -326946.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5838 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -326946.343750 Penalty: 792.003967 Iteration 78F: 3 clusters Score -326946.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (288 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Entering Unmasked Estep Score: -7882.953613 Penalty: 257.664703 Iteration 0F: 2 clusters Score -7882.954 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -7578.590820 Penalty: 515.329407 Iteration 0F: 3 clusters Score -7578.591 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -7831.988770 Penalty: 515.329407 Iteration 1F: 3 clusters Score -7831.989 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -7924.740234 Penalty: 515.329407 Iteration 2F: 3 clusters Score -7924.74 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -7954.464355 Penalty: 515.329407 Iteration 3Q: 3 clusters Score -7954.464 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -7961.428223 Penalty: 515.329407 Iteration 4Q: 3 clusters Score -7961.428 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -7985.157715 Penalty: 515.329407 Iteration 5Q: 3 clusters Score -7985.158 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -8066.389160 Penalty: 515.329407 Iteration 6Q: 3 clusters Score -8066.389 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -8114.864746 Penalty: 515.329407 Iteration 7Q: 3 clusters Score -8114.865 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -8132.945801 Penalty: 515.329407 Iteration 8Q: 3 clusters Score -8132.946 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -8149.856445 Penalty: 515.329407 Iteration 9Q: 3 clusters Score -8149.856 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -8178.735352 Penalty: 515.329407 Iteration 10Q: 3 clusters Score -8178.735 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -8192.841797 Penalty: 515.329407 Iteration 11Q: 3 clusters Score -8192.842 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -8204.429688 Penalty: 515.329407 Iteration 12Q: 3 clusters Score -8204.43 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -8207.304688 Penalty: 515.329407 Iteration 13Q: 3 clusters Score -8207.305 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -8207.304688 Penalty: 515.329407 Iteration 14F: 3 clusters Score -8207.305 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 101344 members Mstep: Class 2 contains 12171 members Mstep: Class 3 contains 1017 members Mstep: Class 4 contains 2393 members Mstep: Class 5 contains 4364 members Mstep: Class 6 contains 57946 members Mstep: Class 7 contains 1467 members Mstep: Class 8 contains 148 members Mstep: Class 9 contains 7553 members Mstep: Class 10 contains 10929 members Mstep: Class 11 contains 3919 members Mstep: Class 12 contains 6184 members Mstep: Class 13 contains 2763 members Mstep: Class 14 contains 875 members Mstep: Class 15 contains 8030 members Mstep: Class 16 contains 3935 members Mstep: Class 17 contains 564 members Mstep: Class 18 contains 17050 members Mstep: Class 19 contains 13650 members Mstep: Class 20 contains 6023 members Mstep: Class 21 contains 118 members Mstep: Class 22 contains 20305 members Mstep: Class 23 contains 703 members Mstep: Class 24 contains 848 members Mstep: Class 25 contains 10671 members Mstep: Class 26 contains 1391 members Mstep: Class 27 contains 5267 members Mstep: Class 28 contains 7163 members Mstep: Class 29 contains 2789 members Mstep: Class 30 contains 170 members Entering Unmasked Estep Score: -17798018.000000 Penalty: 17267.505859 Splitting cluster 21 changes total score from -17797912.000000 to -17798018.000000 So it's getting split into cluster 30. Entering ConstructFrom: Trying to split cluster 22 (20305 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20305 members Entering Unmasked Estep Score: -1219159.750000 Penalty: 451.297302 Iteration 0F: 2 clusters Score -1219160 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10049 members Mstep: Class 2 contains 10256 members Entering Unmasked Estep Score: -1205637.250000 Penalty: 902.594604 Iteration 0F: 3 clusters Score -1205637 nChanged 9627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7814 members Mstep: Class 2 contains 12491 members Entering Unmasked Estep Score: -1212618.500000 Penalty: 902.594604 Iteration 1F: 3 clusters Score -1212618 nChanged 1857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6651 members Mstep: Class 2 contains 13654 members Entering Unmasked Estep Score: -1214018.125000 Penalty: 902.594604 Iteration 2F: 3 clusters Score -1214018 nChanged 1705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5600 members Mstep: Class 2 contains 14705 members Entering Unmasked Estep Score: -1215276.250000 Penalty: 902.594604 Iteration 3F: 3 clusters Score -1215276 nChanged 1313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4765 members Mstep: Class 2 contains 15540 members Entering Unmasked Estep Score: -1216367.500000 Penalty: 902.594604 Iteration 4F: 3 clusters Score -1216368 nChanged 943 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4164 members Mstep: Class 2 contains 16141 members Entering Unmasked Estep Score: -1217191.125000 Penalty: 902.594604 Iteration 5Q: 3 clusters Score -1217191 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3766 members Mstep: Class 2 contains 16539 members Entering Unmasked Estep Score: -1217741.750000 Penalty: 902.594604 Iteration 6Q: 3 clusters Score -1217742 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3463 members Mstep: Class 2 contains 16842 members Entering Unmasked Estep Score: -1218052.875000 Penalty: 902.594604 Iteration 7Q: 3 clusters Score -1218053 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3229 members Mstep: Class 2 contains 17076 members Entering Unmasked Estep Score: -1218224.250000 Penalty: 902.594604 Iteration 8Q: 3 clusters Score -1218224 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3055 members Mstep: Class 2 contains 17250 members Entering Unmasked Estep Score: -1218309.375000 Penalty: 902.594604 Iteration 9Q: 3 clusters Score -1218309 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2891 members Mstep: Class 2 contains 17414 members Entering Unmasked Estep Score: -1218366.125000 Penalty: 902.594604 Iteration 10Q: 3 clusters Score -1218366 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2757 members Mstep: Class 2 contains 17548 members Entering Unmasked Estep Score: -1218404.750000 Penalty: 902.594604 Iteration 11Q: 3 clusters Score -1218405 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2621 members Mstep: Class 2 contains 17684 members Entering Unmasked Estep Score: -1218443.875000 Penalty: 902.594604 Iteration 12Q: 3 clusters Score -1218444 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2491 members Mstep: Class 2 contains 17814 members Entering Unmasked Estep Score: -1218480.875000 Penalty: 902.594604 Iteration 13Q: 3 clusters Score -1218481 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2383 members Mstep: Class 2 contains 17922 members Entering Unmasked Estep Score: -1218501.375000 Penalty: 902.594604 Iteration 14Q: 3 clusters Score -1218501 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2289 members Mstep: Class 2 contains 18016 members Entering Unmasked Estep Score: -1218523.000000 Penalty: 902.594604 Iteration 15Q: 3 clusters Score -1218523 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 18091 members Entering Unmasked Estep Score: -1218536.000000 Penalty: 902.594604 Iteration 16Q: 3 clusters Score -1218536 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2155 members Mstep: Class 2 contains 18150 members Entering Unmasked Estep Score: -1218545.375000 Penalty: 902.594604 Iteration 17Q: 3 clusters Score -1218545 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2105 members Mstep: Class 2 contains 18200 members Entering Unmasked Estep Score: -1218549.125000 Penalty: 902.594604 Iteration 18Q: 3 clusters Score -1218549 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2057 members Mstep: Class 2 contains 18248 members Entering Unmasked Estep Score: -1218558.250000 Penalty: 902.594604 Iteration 19Q: 3 clusters Score -1218558 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2012 members Mstep: Class 2 contains 18293 members Entering Unmasked Estep Score: -1218564.625000 Penalty: 902.594604 Iteration 20F: 3 clusters Score -1218565 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 18336 members Entering Unmasked Estep Score: -1218573.500000 Penalty: 902.594604 Iteration 21Q: 3 clusters Score -1218574 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1924 members Mstep: Class 2 contains 18381 members Entering Unmasked Estep Score: -1218577.250000 Penalty: 902.594604 Iteration 22Q: 3 clusters Score -1218577 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 18431 members Entering Unmasked Estep Score: -1218587.750000 Penalty: 902.594604 Iteration 23Q: 3 clusters Score -1218588 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Mstep: Class 2 contains 18480 members Entering Unmasked Estep Score: -1218594.250000 Penalty: 902.594604 Iteration 24Q: 3 clusters Score -1218594 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1782 members Mstep: Class 2 contains 18523 members Entering Unmasked Estep Score: -1218603.250000 Penalty: 902.594604 Iteration 25Q: 3 clusters Score -1218603 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 18564 members Entering Unmasked Estep Score: -1218612.125000 Penalty: 902.594604 Iteration 26Q: 3 clusters Score -1218612 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 18596 members Entering Unmasked Estep Score: -1218614.250000 Penalty: 902.594604 Iteration 27Q: 3 clusters Score -1218614 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 18625 members Entering Unmasked Estep Score: -1218621.125000 Penalty: 902.594604 Iteration 28Q: 3 clusters Score -1218621 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 18650 members Entering Unmasked Estep Score: -1218622.750000 Penalty: 902.594604 Iteration 29Q: 3 clusters Score -1218623 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 18680 members Entering Unmasked Estep Score: -1218625.125000 Penalty: 902.594604 Iteration 30Q: 3 clusters Score -1218625 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 18709 members Entering Unmasked Estep Score: -1218626.750000 Penalty: 902.594604 Iteration 31Q: 3 clusters Score -1218627 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 18739 members Entering Unmasked Estep Score: -1218632.750000 Penalty: 902.594604 Iteration 32Q: 3 clusters Score -1218633 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 18770 members Entering Unmasked Estep Score: -1218636.000000 Penalty: 902.594604 Iteration 33Q: 3 clusters Score -1218636 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 18798 members Entering Unmasked Estep Score: -1218647.875000 Penalty: 902.594604 Iteration 34Q: 3 clusters Score -1218648 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 18835 members Entering Unmasked Estep Score: -1218653.250000 Penalty: 902.594604 Iteration 35Q: 3 clusters Score -1218653 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 18866 members Entering Unmasked Estep Score: -1218656.000000 Penalty: 902.594604 Iteration 36Q: 3 clusters Score -1218656 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 18887 members Entering Unmasked Estep Score: -1218658.875000 Penalty: 902.594604 Iteration 37Q: 3 clusters Score -1218659 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 18904 members Entering Unmasked Estep Score: -1218661.125000 Penalty: 902.594604 Iteration 38Q: 3 clusters Score -1218661 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 18926 members Entering Unmasked Estep Score: -1218660.750000 Penalty: 902.594604 Iteration 39Q: 3 clusters Score -1218661 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 18944 members Entering Unmasked Estep Score: -1218666.375000 Penalty: 902.594604 Iteration 40F: 3 clusters Score -1218666 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 18965 members Entering Unmasked Estep Score: -1218669.375000 Penalty: 902.594604 Iteration 41Q: 3 clusters Score -1218669 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 18987 members Entering Unmasked Estep Score: -1218673.625000 Penalty: 902.594604 Iteration 42Q: 3 clusters Score -1218674 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 19009 members Entering Unmasked Estep Score: -1218677.500000 Penalty: 902.594604 Iteration 43Q: 3 clusters Score -1218678 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 19030 members Entering Unmasked Estep Score: -1218686.500000 Penalty: 902.594604 Iteration 44Q: 3 clusters Score -1218686 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 19050 members Entering Unmasked Estep Score: -1218689.125000 Penalty: 902.594604 Iteration 45Q: 3 clusters Score -1218689 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 19063 members Entering Unmasked Estep Score: -1218693.125000 Penalty: 902.594604 Iteration 46Q: 3 clusters Score -1218693 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 19077 members Entering Unmasked Estep Score: -1218695.500000 Penalty: 902.594604 Iteration 47Q: 3 clusters Score -1218696 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 19096 members Entering Unmasked Estep Score: -1218699.750000 Penalty: 902.594604 Iteration 48Q: 3 clusters Score -1218700 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 19120 members Entering Unmasked Estep Score: -1218704.625000 Penalty: 902.594604 Iteration 49Q: 3 clusters Score -1218705 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 19155 members Entering Unmasked Estep Score: -1218710.250000 Penalty: 902.594604 Iteration 50Q: 3 clusters Score -1218710 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 19182 members Entering Unmasked Estep Score: -1218718.000000 Penalty: 902.594604 Iteration 51Q: 3 clusters Score -1218718 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 19205 members Entering Unmasked Estep Score: -1218727.500000 Penalty: 902.594604 Iteration 52Q: 3 clusters Score -1218728 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 19231 members Entering Unmasked Estep Score: -1218733.250000 Penalty: 902.594604 Iteration 53Q: 3 clusters Score -1218733 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 19253 members Entering Unmasked Estep Score: -1218734.875000 Penalty: 902.594604 Iteration 54Q: 3 clusters Score -1218735 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 19278 members Entering Unmasked Estep Score: -1218740.875000 Penalty: 902.594604 Iteration 55Q: 3 clusters Score -1218741 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 19286 members Entering Unmasked Estep Score: -1218743.875000 Penalty: 902.594604 Iteration 56Q: 3 clusters Score -1218744 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 19300 members Entering Unmasked Estep Score: -1218745.625000 Penalty: 902.594604 Iteration 57Q: 3 clusters Score -1218746 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 19316 members Entering Unmasked Estep Score: -1218747.375000 Penalty: 902.594604 Iteration 58Q: 3 clusters Score -1218747 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 19327 members Entering Unmasked Estep Score: -1218750.000000 Penalty: 902.594604 Iteration 59Q: 3 clusters Score -1218750 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 19338 members Entering Unmasked Estep Score: -1218749.375000 Penalty: 902.594604 Iteration 60F: 3 clusters Score -1218749 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 19348 members Entering Unmasked Estep Score: -1218750.875000 Penalty: 902.594604 Iteration 61Q: 3 clusters Score -1218751 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 19354 members Entering Unmasked Estep Score: -1218752.125000 Penalty: 902.594604 Iteration 62Q: 3 clusters Score -1218752 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 19357 members Entering Unmasked Estep Score: -1218752.500000 Penalty: 902.594604 Iteration 63Q: 3 clusters Score -1218752 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 19363 members Entering Unmasked Estep Score: -1218753.500000 Penalty: 902.594604 Iteration 64Q: 3 clusters Score -1218754 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 19376 members Entering Unmasked Estep Score: -1218753.500000 Penalty: 902.594604 Iteration 65Q: 3 clusters Score -1218754 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 19387 members Entering Unmasked Estep Score: -1218755.625000 Penalty: 902.594604 Iteration 66Q: 3 clusters Score -1218756 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 19398 members Entering Unmasked Estep Score: -1218759.500000 Penalty: 902.594604 Iteration 67Q: 3 clusters Score -1218760 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 19412 members Entering Unmasked Estep Score: -1218759.625000 Penalty: 902.594604 Iteration 68Q: 3 clusters Score -1218760 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 19423 members Entering Unmasked Estep Score: -1218765.875000 Penalty: 902.594604 Iteration 69Q: 3 clusters Score -1218766 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 19435 members Entering Unmasked Estep Score: -1218766.625000 Penalty: 902.594604 Iteration 70Q: 3 clusters Score -1218767 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 19456 members Entering Unmasked Estep Score: -1218772.750000 Penalty: 902.594604 Iteration 71Q: 3 clusters Score -1218773 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 19474 members Entering Unmasked Estep Score: -1218782.000000 Penalty: 902.594604 Iteration 72Q: 3 clusters Score -1218782 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 19502 members Entering Unmasked Estep Score: -1218794.000000 Penalty: 902.594604 Iteration 73Q: 3 clusters Score -1218794 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 19523 members Entering Unmasked Estep Score: -1218799.000000 Penalty: 902.594604 Iteration 74Q: 3 clusters Score -1218799 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 19537 members Entering Unmasked Estep Score: -1218801.500000 Penalty: 902.594604 Iteration 75Q: 3 clusters Score -1218802 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 19550 members Entering Unmasked Estep Score: -1218803.000000 Penalty: 902.594604 Iteration 76Q: 3 clusters Score -1218803 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 19559 members Entering Unmasked Estep Score: -1218806.375000 Penalty: 902.594604 Iteration 77Q: 3 clusters Score -1218806 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 19566 members Entering Unmasked Estep Score: -1218806.125000 Penalty: 902.594604 Iteration 78Q: 3 clusters Score -1218806 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 19574 members Entering Unmasked Estep Score: -1218809.125000 Penalty: 902.594604 Iteration 79Q: 3 clusters Score -1218809 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 19580 members Entering Unmasked Estep Score: -1218807.750000 Penalty: 902.594604 Iteration 80F: 3 clusters Score -1218808 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 19584 members Entering Unmasked Estep Score: -1218809.875000 Penalty: 902.594604 Iteration 81Q: 3 clusters Score -1218810 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 19587 members Entering Unmasked Estep Score: -1218809.000000 Penalty: 902.594604 Iteration 82Q: 3 clusters Score -1218809 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 19591 members Entering Unmasked Estep Score: -1218811.375000 Penalty: 902.594604 Iteration 83Q: 3 clusters Score -1218811 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 19595 members Entering Unmasked Estep Score: -1218811.750000 Penalty: 902.594604 Iteration 84Q: 3 clusters Score -1218812 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 19602 members Entering Unmasked Estep Score: -1218810.125000 Penalty: 902.594604 Iteration 85Q: 3 clusters Score -1218810 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 19605 members Entering Unmasked Estep Score: -1218812.250000 Penalty: 902.594604 Iteration 86Q: 3 clusters Score -1218812 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 19607 members Entering Unmasked Estep Score: -1218811.375000 Penalty: 902.594604 Iteration 87Q: 3 clusters Score -1218811 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 19613 members Entering Unmasked Estep Score: -1218812.125000 Penalty: 902.594604 Iteration 88Q: 3 clusters Score -1218812 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 19618 members Entering Unmasked Estep Score: -1218811.000000 Penalty: 902.594604 Iteration 89Q: 3 clusters Score -1218811 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 19621 members Entering Unmasked Estep Score: -1218812.250000 Penalty: 902.594604 Iteration 90Q: 3 clusters Score -1218812 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 19623 members Entering Unmasked Estep Score: -1218813.625000 Penalty: 902.594604 Iteration 91Q: 3 clusters Score -1218814 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 19625 members Entering Unmasked Estep Score: -1218815.375000 Penalty: 902.594604 Iteration 92Q: 3 clusters Score -1218815 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 19625 members Entering Unmasked Estep Score: -1218815.375000 Penalty: 902.594604 Iteration 93F: 3 clusters Score -1218815 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (703 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Entering Unmasked Estep Score: -26229.546875 Penalty: 298.268738 Iteration 0F: 2 clusters Score -26229.55 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -25657.544922 Penalty: 596.537476 Iteration 0F: 3 clusters Score -25657.54 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -25962.554688 Penalty: 596.537476 Iteration 1F: 3 clusters Score -25962.55 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -26046.355469 Penalty: 596.537476 Iteration 2F: 3 clusters Score -26046.36 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -26076.738281 Penalty: 596.537476 Iteration 3F: 3 clusters Score -26076.74 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -26096.958984 Penalty: 596.537476 Iteration 4Q: 3 clusters Score -26096.96 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -26109.173828 Penalty: 596.537476 Iteration 5Q: 3 clusters Score -26109.17 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -26122.523438 Penalty: 596.537476 Iteration 6Q: 3 clusters Score -26122.52 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -26126.152344 Penalty: 596.537476 Iteration 7Q: 3 clusters Score -26126.15 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -26127.572266 Penalty: 596.537476 Iteration 8Q: 3 clusters Score -26127.57 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -26130.039062 Penalty: 596.537476 Iteration 9Q: 3 clusters Score -26130.04 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -26130.164062 Penalty: 596.537476 Iteration 10Q: 3 clusters Score -26130.16 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -26130.164062 Penalty: 596.537476 Iteration 11F: 3 clusters Score -26130.16 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (848 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Entering Unmasked Estep Score: -47556.542969 Penalty: 306.801086 Iteration 0F: 2 clusters Score -47556.54 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -46836.742188 Penalty: 613.602173 Iteration 0F: 3 clusters Score -46836.74 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -47028.242188 Penalty: 613.602173 Iteration 1F: 3 clusters Score -47028.24 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -47110.671875 Penalty: 613.602173 Iteration 2F: 3 clusters Score -47110.67 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -47197.144531 Penalty: 613.602173 Iteration 3F: 3 clusters Score -47197.14 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -47259.546875 Penalty: 613.602173 Iteration 4F: 3 clusters Score -47259.55 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -47311.957031 Penalty: 613.602173 Iteration 5F: 3 clusters Score -47311.96 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -47342.757812 Penalty: 613.602173 Iteration 6F: 3 clusters Score -47342.76 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -47360.847656 Penalty: 613.602173 Iteration 7Q: 3 clusters Score -47360.85 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -47368.359375 Penalty: 613.602173 Iteration 8Q: 3 clusters Score -47368.36 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -47376.828125 Penalty: 613.602173 Iteration 9Q: 3 clusters Score -47376.83 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -47383.542969 Penalty: 613.602173 Iteration 10Q: 3 clusters Score -47383.54 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -47391.523438 Penalty: 613.602173 Iteration 11Q: 3 clusters Score -47391.52 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -47394.679688 Penalty: 613.602173 Iteration 12Q: 3 clusters Score -47394.68 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -47395.796875 Penalty: 613.602173 Iteration 13Q: 3 clusters Score -47395.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -47396.187500 Penalty: 613.602173 Iteration 14Q: 3 clusters Score -47396.19 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -47396.539062 Penalty: 613.602173 Iteration 15Q: 3 clusters Score -47396.54 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -47396.851562 Penalty: 613.602173 Iteration 16Q: 3 clusters Score -47396.85 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -47397.191406 Penalty: 613.602173 Iteration 17Q: 3 clusters Score -47397.19 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -47397.351562 Penalty: 613.602173 Iteration 18Q: 3 clusters Score -47397.35 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -47397.351562 Penalty: 613.602173 Iteration 19F: 3 clusters Score -47397.35 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (10671 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10671 members Entering Unmasked Estep Score: -651915.500000 Penalty: 422.025452 Iteration 0F: 2 clusters Score -651915.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5377 members Mstep: Class 2 contains 5294 members Entering Unmasked Estep Score: -644755.312500 Penalty: 844.050903 Iteration 0F: 3 clusters Score -644755.3 nChanged 5026 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5845 members Mstep: Class 2 contains 4826 members Entering Unmasked Estep Score: -647614.125000 Penalty: 844.050903 Iteration 1F: 3 clusters Score -647614.1 nChanged 676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6183 members Mstep: Class 2 contains 4488 members Entering Unmasked Estep Score: -647932.125000 Penalty: 844.050903 Iteration 2F: 3 clusters Score -647932.1 nChanged 655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6610 members Mstep: Class 2 contains 4061 members Entering Unmasked Estep Score: -648310.062500 Penalty: 844.050903 Iteration 3F: 3 clusters Score -648310.1 nChanged 747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7153 members Mstep: Class 2 contains 3518 members Entering Unmasked Estep Score: -648829.187500 Penalty: 844.050903 Iteration 4F: 3 clusters Score -648829.2 nChanged 760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7731 members Mstep: Class 2 contains 2940 members Entering Unmasked Estep Score: -649453.937500 Penalty: 844.050903 Iteration 5F: 3 clusters Score -649453.9 nChanged 713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8282 members Mstep: Class 2 contains 2389 members Entering Unmasked Estep Score: -650047.625000 Penalty: 844.050903 Iteration 6F: 3 clusters Score -650047.6 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8688 members Mstep: Class 2 contains 1983 members Entering Unmasked Estep Score: -650490.687500 Penalty: 844.050903 Iteration 7Q: 3 clusters Score -650490.7 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8940 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -650758.937500 Penalty: 844.050903 Iteration 8Q: 3 clusters Score -650758.9 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9125 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -650927.750000 Penalty: 844.050903 Iteration 9Q: 3 clusters Score -650927.8 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9302 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -651065.875000 Penalty: 844.050903 Iteration 10Q: 3 clusters Score -651065.9 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9431 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -651166.000000 Penalty: 844.050903 Iteration 11Q: 3 clusters Score -651166 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9542 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -651251.000000 Penalty: 844.050903 Iteration 12Q: 3 clusters Score -651251 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9635 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -651317.562500 Penalty: 844.050903 Iteration 13Q: 3 clusters Score -651317.6 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9703 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -651361.812500 Penalty: 844.050903 Iteration 14Q: 3 clusters Score -651361.8 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9765 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -651399.875000 Penalty: 844.050903 Iteration 15Q: 3 clusters Score -651399.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9824 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -651444.062500 Penalty: 844.050903 Iteration 16Q: 3 clusters Score -651444.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9881 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -651479.312500 Penalty: 844.050903 Iteration 17Q: 3 clusters Score -651479.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9917 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -651496.562500 Penalty: 844.050903 Iteration 18Q: 3 clusters Score -651496.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9954 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -651516.375000 Penalty: 844.050903 Iteration 19Q: 3 clusters Score -651516.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9987 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -651530.750000 Penalty: 844.050903 Iteration 20F: 3 clusters Score -651530.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10013 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -651538.875000 Penalty: 844.050903 Iteration 21Q: 3 clusters Score -651538.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10039 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -651549.375000 Penalty: 844.050903 Iteration 22Q: 3 clusters Score -651549.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10058 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -651554.812500 Penalty: 844.050903 Iteration 23Q: 3 clusters Score -651554.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10080 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -651561.187500 Penalty: 844.050903 Iteration 24Q: 3 clusters Score -651561.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10092 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -651563.875000 Penalty: 844.050903 Iteration 25Q: 3 clusters Score -651563.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10101 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -651566.375000 Penalty: 844.050903 Iteration 26Q: 3 clusters Score -651566.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10111 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -651572.375000 Penalty: 844.050903 Iteration 27Q: 3 clusters Score -651572.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10117 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -651574.937500 Penalty: 844.050903 Iteration 28Q: 3 clusters Score -651574.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10124 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -651576.187500 Penalty: 844.050903 Iteration 29Q: 3 clusters Score -651576.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10133 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -651579.625000 Penalty: 844.050903 Iteration 30Q: 3 clusters Score -651579.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10144 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -651583.187500 Penalty: 844.050903 Iteration 31Q: 3 clusters Score -651583.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10152 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -651585.625000 Penalty: 844.050903 Iteration 32Q: 3 clusters Score -651585.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10159 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -651587.375000 Penalty: 844.050903 Iteration 33Q: 3 clusters Score -651587.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10163 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -651589.125000 Penalty: 844.050903 Iteration 34Q: 3 clusters Score -651589.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10167 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -651589.687500 Penalty: 844.050903 Iteration 35Q: 3 clusters Score -651589.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10168 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -651589.062500 Penalty: 844.050903 Iteration 36Q: 3 clusters Score -651589.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10168 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -651589.062500 Penalty: 844.050903 Iteration 37F: 3 clusters Score -651589.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (1391 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Entering Unmasked Estep Score: -76136.460938 Penalty: 329.318909 Iteration 0F: 2 clusters Score -76136.46 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -75069.968750 Penalty: 658.637817 Iteration 0F: 3 clusters Score -75069.97 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -75418.945312 Penalty: 658.637817 Iteration 1F: 3 clusters Score -75418.95 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -75493.976562 Penalty: 658.637817 Iteration 2F: 3 clusters Score -75493.98 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -75545.804688 Penalty: 658.637817 Iteration 3F: 3 clusters Score -75545.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -75583.296875 Penalty: 658.637817 Iteration 4Q: 3 clusters Score -75583.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -75613.398438 Penalty: 658.637817 Iteration 5Q: 3 clusters Score -75613.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -75633.328125 Penalty: 658.637817 Iteration 6Q: 3 clusters Score -75633.33 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -75646.164062 Penalty: 658.637817 Iteration 7Q: 3 clusters Score -75646.16 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -75657.679688 Penalty: 658.637817 Iteration 8Q: 3 clusters Score -75657.68 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -75670.335938 Penalty: 658.637817 Iteration 9Q: 3 clusters Score -75670.34 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -75680.179688 Penalty: 658.637817 Iteration 10Q: 3 clusters Score -75680.18 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -75688.164062 Penalty: 658.637817 Iteration 11Q: 3 clusters Score -75688.16 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -75694.625000 Penalty: 658.637817 Iteration 12Q: 3 clusters Score -75694.62 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -75701.171875 Penalty: 658.637817 Iteration 13Q: 3 clusters Score -75701.17 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -75707.328125 Penalty: 658.637817 Iteration 14Q: 3 clusters Score -75707.33 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -75710.648438 Penalty: 658.637817 Iteration 15Q: 3 clusters Score -75710.65 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -75714.679688 Penalty: 658.637817 Iteration 16Q: 3 clusters Score -75714.68 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -75718.906250 Penalty: 658.637817 Iteration 17Q: 3 clusters Score -75718.91 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -75722.703125 Penalty: 658.637817 Iteration 18Q: 3 clusters Score -75722.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -75727.726562 Penalty: 658.637817 Iteration 19Q: 3 clusters Score -75727.73 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -75730.796875 Penalty: 658.637817 Iteration 20F: 3 clusters Score -75730.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -75734.593750 Penalty: 658.637817 Iteration 21Q: 3 clusters Score -75734.59 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -75737.898438 Penalty: 658.637817 Iteration 22Q: 3 clusters Score -75737.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -75739.859375 Penalty: 658.637817 Iteration 23Q: 3 clusters Score -75739.86 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -75740.476562 Penalty: 658.637817 Iteration 24Q: 3 clusters Score -75740.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -75740.867188 Penalty: 658.637817 Iteration 25Q: 3 clusters Score -75740.87 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -75740.906250 Penalty: 658.637817 Iteration 26Q: 3 clusters Score -75740.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -75741.281250 Penalty: 658.637817 Iteration 27Q: 3 clusters Score -75741.28 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -75741.500000 Penalty: 658.637817 Iteration 28Q: 3 clusters Score -75741.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -75741.789062 Penalty: 658.637817 Iteration 29Q: 3 clusters Score -75741.79 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -75741.968750 Penalty: 658.637817 Iteration 30Q: 3 clusters Score -75741.97 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -75741.968750 Penalty: 658.637817 Iteration 31F: 3 clusters Score -75741.97 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (5267 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5267 members Entering Unmasked Estep Score: -291541.187500 Penalty: 389.899323 Iteration 0F: 2 clusters Score -291541.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2610 members Mstep: Class 2 contains 2657 members Entering Unmasked Estep Score: -287953.750000 Penalty: 779.798645 Iteration 0F: 3 clusters Score -287953.8 nChanged 2427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2607 members Mstep: Class 2 contains 2660 members Entering Unmasked Estep Score: -289335.906250 Penalty: 779.798645 Iteration 1F: 3 clusters Score -289335.9 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2665 members Mstep: Class 2 contains 2602 members Entering Unmasked Estep Score: -289648.968750 Penalty: 779.798645 Iteration 2F: 3 clusters Score -289649 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2748 members Mstep: Class 2 contains 2519 members Entering Unmasked Estep Score: -289973.125000 Penalty: 779.798645 Iteration 3F: 3 clusters Score -289973.1 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2812 members Mstep: Class 2 contains 2455 members Entering Unmasked Estep Score: -290216.656250 Penalty: 779.798645 Iteration 4F: 3 clusters Score -290216.7 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2848 members Mstep: Class 2 contains 2419 members Entering Unmasked Estep Score: -290408.156250 Penalty: 779.798645 Iteration 5F: 3 clusters Score -290408.2 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2872 members Mstep: Class 2 contains 2395 members Entering Unmasked Estep Score: -290571.156250 Penalty: 779.798645 Iteration 6Q: 3 clusters Score -290571.2 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2875 members Mstep: Class 2 contains 2392 members Entering Unmasked Estep Score: -290717.343750 Penalty: 779.798645 Iteration 7Q: 3 clusters Score -290717.3 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2885 members Mstep: Class 2 contains 2382 members Entering Unmasked Estep Score: -290819.031250 Penalty: 779.798645 Iteration 8Q: 3 clusters Score -290819 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2879 members Mstep: Class 2 contains 2388 members Entering Unmasked Estep Score: -290889.000000 Penalty: 779.798645 Iteration 9Q: 3 clusters Score -290889 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2874 members Mstep: Class 2 contains 2393 members Entering Unmasked Estep Score: -290929.281250 Penalty: 779.798645 Iteration 10Q: 3 clusters Score -290929.3 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2876 members Mstep: Class 2 contains 2391 members Entering Unmasked Estep Score: -290956.375000 Penalty: 779.798645 Iteration 11Q: 3 clusters Score -290956.4 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2889 members Mstep: Class 2 contains 2378 members Entering Unmasked Estep Score: -290977.718750 Penalty: 779.798645 Iteration 12Q: 3 clusters Score -290977.7 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2902 members Mstep: Class 2 contains 2365 members Entering Unmasked Estep Score: -290993.656250 Penalty: 779.798645 Iteration 13Q: 3 clusters Score -290993.7 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2907 members Mstep: Class 2 contains 2360 members Entering Unmasked Estep Score: -291010.093750 Penalty: 779.798645 Iteration 14Q: 3 clusters Score -291010.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2917 members Mstep: Class 2 contains 2350 members Entering Unmasked Estep Score: -291021.562500 Penalty: 779.798645 Iteration 15Q: 3 clusters Score -291021.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2926 members Mstep: Class 2 contains 2341 members Entering Unmasked Estep Score: -291029.437500 Penalty: 779.798645 Iteration 16Q: 3 clusters Score -291029.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2942 members Mstep: Class 2 contains 2325 members Entering Unmasked Estep Score: -291037.468750 Penalty: 779.798645 Iteration 17Q: 3 clusters Score -291037.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2960 members Mstep: Class 2 contains 2307 members Entering Unmasked Estep Score: -291047.906250 Penalty: 779.798645 Iteration 18Q: 3 clusters Score -291047.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2983 members Mstep: Class 2 contains 2284 members Entering Unmasked Estep Score: -291056.750000 Penalty: 779.798645 Iteration 19Q: 3 clusters Score -291056.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2999 members Mstep: Class 2 contains 2268 members Entering Unmasked Estep Score: -291061.875000 Penalty: 779.798645 Iteration 20F: 3 clusters Score -291061.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3022 members Mstep: Class 2 contains 2245 members Entering Unmasked Estep Score: -291068.812500 Penalty: 779.798645 Iteration 21Q: 3 clusters Score -291068.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3037 members Mstep: Class 2 contains 2230 members Entering Unmasked Estep Score: -291072.187500 Penalty: 779.798645 Iteration 22Q: 3 clusters Score -291072.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3050 members Mstep: Class 2 contains 2217 members Entering Unmasked Estep Score: -291074.156250 Penalty: 779.798645 Iteration 23Q: 3 clusters Score -291074.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3072 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -291077.906250 Penalty: 779.798645 Iteration 24Q: 3 clusters Score -291077.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3090 members Mstep: Class 2 contains 2177 members Entering Unmasked Estep Score: -291080.343750 Penalty: 779.798645 Iteration 25Q: 3 clusters Score -291080.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3100 members Mstep: Class 2 contains 2167 members Entering Unmasked Estep Score: -291081.906250 Penalty: 779.798645 Iteration 26Q: 3 clusters Score -291081.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3103 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -291082.593750 Penalty: 779.798645 Iteration 27Q: 3 clusters Score -291082.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3108 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -291082.781250 Penalty: 779.798645 Iteration 28Q: 3 clusters Score -291082.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3116 members Mstep: Class 2 contains 2151 members Entering Unmasked Estep Score: -291082.875000 Penalty: 779.798645 Iteration 29Q: 3 clusters Score -291082.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3128 members Mstep: Class 2 contains 2139 members Entering Unmasked Estep Score: -291084.937500 Penalty: 779.798645 Iteration 30Q: 3 clusters Score -291084.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3138 members Mstep: Class 2 contains 2129 members Entering Unmasked Estep Score: -291085.937500 Penalty: 779.798645 Iteration 31Q: 3 clusters Score -291085.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3145 members Mstep: Class 2 contains 2122 members Entering Unmasked Estep Score: -291086.562500 Penalty: 779.798645 Iteration 32Q: 3 clusters Score -291086.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3152 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -291086.593750 Penalty: 779.798645 Iteration 33Q: 3 clusters Score -291086.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3157 members Mstep: Class 2 contains 2110 members Entering Unmasked Estep Score: -291087.625000 Penalty: 779.798645 Iteration 34Q: 3 clusters Score -291087.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3162 members Mstep: Class 2 contains 2105 members Entering Unmasked Estep Score: -291088.031250 Penalty: 779.798645 Iteration 35Q: 3 clusters Score -291088 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3166 members Mstep: Class 2 contains 2101 members Entering Unmasked Estep Score: -291088.312500 Penalty: 779.798645 Iteration 36Q: 3 clusters Score -291088.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3172 members Mstep: Class 2 contains 2095 members Entering Unmasked Estep Score: -291089.125000 Penalty: 779.798645 Iteration 37Q: 3 clusters Score -291089.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3183 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -291091.031250 Penalty: 779.798645 Iteration 38Q: 3 clusters Score -291091 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3197 members Mstep: Class 2 contains 2070 members Entering Unmasked Estep Score: -291092.812500 Penalty: 779.798645 Iteration 39Q: 3 clusters Score -291092.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3205 members Mstep: Class 2 contains 2062 members Entering Unmasked Estep Score: -291093.968750 Penalty: 779.798645 Iteration 40F: 3 clusters Score -291094 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3214 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -291094.687500 Penalty: 779.798645 Iteration 41Q: 3 clusters Score -291094.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3223 members Mstep: Class 2 contains 2044 members Entering Unmasked Estep Score: -291095.468750 Penalty: 779.798645 Iteration 42Q: 3 clusters Score -291095.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3226 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -291095.656250 Penalty: 779.798645 Iteration 43Q: 3 clusters Score -291095.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3232 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -291096.843750 Penalty: 779.798645 Iteration 44Q: 3 clusters Score -291096.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3241 members Mstep: Class 2 contains 2026 members Entering Unmasked Estep Score: -291097.625000 Penalty: 779.798645 Iteration 45Q: 3 clusters Score -291097.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3247 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -291098.312500 Penalty: 779.798645 Iteration 46Q: 3 clusters Score -291098.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3253 members Mstep: Class 2 contains 2014 members Entering Unmasked Estep Score: -291098.812500 Penalty: 779.798645 Iteration 47Q: 3 clusters Score -291098.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3258 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -291099.218750 Penalty: 779.798645 Iteration 48Q: 3 clusters Score -291099.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3264 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -291100.281250 Penalty: 779.798645 Iteration 49Q: 3 clusters Score -291100.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3270 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -291101.156250 Penalty: 779.798645 Iteration 50Q: 3 clusters Score -291101.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3281 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -291103.531250 Penalty: 779.798645 Iteration 51Q: 3 clusters Score -291103.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3295 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -291106.843750 Penalty: 779.798645 Iteration 52Q: 3 clusters Score -291106.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3312 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -291109.968750 Penalty: 779.798645 Iteration 53Q: 3 clusters Score -291110 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3335 members Mstep: Class 2 contains 1932 members Entering Unmasked Estep Score: -291114.656250 Penalty: 779.798645 Iteration 54Q: 3 clusters Score -291114.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3354 members Mstep: Class 2 contains 1913 members Entering Unmasked Estep Score: -291117.656250 Penalty: 779.798645 Iteration 55Q: 3 clusters Score -291117.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3380 members Mstep: Class 2 contains 1887 members Entering Unmasked Estep Score: -291124.093750 Penalty: 779.798645 Iteration 56Q: 3 clusters Score -291124.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3408 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -291131.125000 Penalty: 779.798645 Iteration 57Q: 3 clusters Score -291131.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3444 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -291141.375000 Penalty: 779.798645 Iteration 58Q: 3 clusters Score -291141.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3481 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -291153.437500 Penalty: 779.798645 Iteration 59Q: 3 clusters Score -291153.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3521 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -291164.593750 Penalty: 779.798645 Iteration 60F: 3 clusters Score -291164.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3551 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -291174.093750 Penalty: 779.798645 Iteration 61Q: 3 clusters Score -291174.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3583 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -291182.187500 Penalty: 779.798645 Iteration 62Q: 3 clusters Score -291182.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3609 members Mstep: Class 2 contains 1658 members Entering Unmasked Estep Score: -291188.718750 Penalty: 779.798645 Iteration 63Q: 3 clusters Score -291188.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3635 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -291195.968750 Penalty: 779.798645 Iteration 64Q: 3 clusters Score -291196 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3668 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -291206.218750 Penalty: 779.798645 Iteration 65Q: 3 clusters Score -291206.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3702 members Mstep: Class 2 contains 1565 members Entering Unmasked Estep Score: -291217.687500 Penalty: 779.798645 Iteration 66Q: 3 clusters Score -291217.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3739 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -291230.312500 Penalty: 779.798645 Iteration 67Q: 3 clusters Score -291230.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3767 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -291238.218750 Penalty: 779.798645 Iteration 68Q: 3 clusters Score -291238.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3779 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -291241.781250 Penalty: 779.798645 Iteration 69Q: 3 clusters Score -291241.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3798 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -291246.562500 Penalty: 779.798645 Iteration 70Q: 3 clusters Score -291246.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3811 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -291250.687500 Penalty: 779.798645 Iteration 71Q: 3 clusters Score -291250.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3819 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -291252.500000 Penalty: 779.798645 Iteration 72Q: 3 clusters Score -291252.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3832 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -291254.312500 Penalty: 779.798645 Iteration 73Q: 3 clusters Score -291254.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3842 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -291256.031250 Penalty: 779.798645 Iteration 74Q: 3 clusters Score -291256 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3849 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -291256.812500 Penalty: 779.798645 Iteration 75Q: 3 clusters Score -291256.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3854 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -291258.281250 Penalty: 779.798645 Iteration 76Q: 3 clusters Score -291258.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3860 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -291258.875000 Penalty: 779.798645 Iteration 77Q: 3 clusters Score -291258.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3866 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -291259.718750 Penalty: 779.798645 Iteration 78Q: 3 clusters Score -291259.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3873 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -291261.062500 Penalty: 779.798645 Iteration 79Q: 3 clusters Score -291261.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3879 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -291262.312500 Penalty: 779.798645 Iteration 80F: 3 clusters Score -291262.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3886 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -291263.937500 Penalty: 779.798645 Iteration 81Q: 3 clusters Score -291263.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3894 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -291264.875000 Penalty: 779.798645 Iteration 82Q: 3 clusters Score -291264.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3896 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -291265.593750 Penalty: 779.798645 Iteration 83Q: 3 clusters Score -291265.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3897 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -291265.781250 Penalty: 779.798645 Iteration 84Q: 3 clusters Score -291265.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3898 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -291265.593750 Penalty: 779.798645 Iteration 85Q: 3 clusters Score -291265.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3900 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -291266.812500 Penalty: 779.798645 Iteration 86Q: 3 clusters Score -291266.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3905 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -291267.406250 Penalty: 779.798645 Iteration 87Q: 3 clusters Score -291267.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3907 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -291268.156250 Penalty: 779.798645 Iteration 88Q: 3 clusters Score -291268.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3909 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -291267.968750 Penalty: 779.798645 Iteration 89Q: 3 clusters Score -291268 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3907 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -291268.156250 Penalty: 779.798645 Iteration 90Q: 3 clusters Score -291268.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3909 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -291268.531250 Penalty: 779.798645 Iteration 91Q: 3 clusters Score -291268.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3908 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -291268.000000 Penalty: 779.798645 Iteration 92Q: 3 clusters Score -291268 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3909 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -291268.281250 Penalty: 779.798645 Iteration 93Q: 3 clusters Score -291268.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3910 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -291268.281250 Penalty: 779.798645 Iteration 94Q: 3 clusters Score -291268.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3910 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -291268.281250 Penalty: 779.798645 Iteration 95F: 3 clusters Score -291268.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (7163 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7163 members Entering Unmasked Estep Score: -422936.031250 Penalty: 403.889130 Iteration 0F: 2 clusters Score -422936 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3573 members Mstep: Class 2 contains 3590 members Entering Unmasked Estep Score: -418137.812500 Penalty: 807.778259 Iteration 0F: 3 clusters Score -418137.8 nChanged 3305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3402 members Mstep: Class 2 contains 3761 members Entering Unmasked Estep Score: -420056.562500 Penalty: 807.778259 Iteration 1F: 3 clusters Score -420056.6 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3244 members Mstep: Class 2 contains 3919 members Entering Unmasked Estep Score: -420234.500000 Penalty: 807.778259 Iteration 2F: 3 clusters Score -420234.5 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3009 members Mstep: Class 2 contains 4154 members Entering Unmasked Estep Score: -420409.156250 Penalty: 807.778259 Iteration 3F: 3 clusters Score -420409.2 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2721 members Mstep: Class 2 contains 4442 members Entering Unmasked Estep Score: -420601.906250 Penalty: 807.778259 Iteration 4F: 3 clusters Score -420601.9 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2392 members Mstep: Class 2 contains 4771 members Entering Unmasked Estep Score: -420819.500000 Penalty: 807.778259 Iteration 5F: 3 clusters Score -420819.5 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2034 members Mstep: Class 2 contains 5129 members Entering Unmasked Estep Score: -421062.968750 Penalty: 807.778259 Iteration 6F: 3 clusters Score -421063 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 5509 members Entering Unmasked Estep Score: -421359.000000 Penalty: 807.778259 Iteration 7F: 3 clusters Score -421359 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 5872 members Entering Unmasked Estep Score: -421666.968750 Penalty: 807.778259 Iteration 8F: 3 clusters Score -421667 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 6186 members Entering Unmasked Estep Score: -421918.562500 Penalty: 807.778259 Iteration 9Q: 3 clusters Score -421918.6 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 6439 members Entering Unmasked Estep Score: -422133.625000 Penalty: 807.778259 Iteration 10Q: 3 clusters Score -422133.6 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 6652 members Entering Unmasked Estep Score: -422317.843750 Penalty: 807.778259 Iteration 11Q: 3 clusters Score -422317.8 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 6795 members Entering Unmasked Estep Score: -422427.937500 Penalty: 807.778259 Iteration 12Q: 3 clusters Score -422427.9 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 6883 members Entering Unmasked Estep Score: -422500.968750 Penalty: 807.778259 Iteration 13Q: 3 clusters Score -422501 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 6938 members Entering Unmasked Estep Score: -422546.093750 Penalty: 807.778259 Iteration 14Q: 3 clusters Score -422546.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 6962 members Entering Unmasked Estep Score: -422571.750000 Penalty: 807.778259 Iteration 15Q: 3 clusters Score -422571.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 6972 members Entering Unmasked Estep Score: -422585.781250 Penalty: 807.778259 Iteration 16Q: 3 clusters Score -422585.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 6983 members Entering Unmasked Estep Score: -422604.875000 Penalty: 807.778259 Iteration 17Q: 3 clusters Score -422604.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 6991 members Entering Unmasked Estep Score: -422624.906250 Penalty: 807.778259 Iteration 18Q: 3 clusters Score -422624.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 6985 members Entering Unmasked Estep Score: -422643.875000 Penalty: 807.778259 Iteration 19Q: 3 clusters Score -422643.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 6989 members Entering Unmasked Estep Score: -422664.625000 Penalty: 807.778259 Iteration 20F: 3 clusters Score -422664.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 6987 members Entering Unmasked Estep Score: -422676.437500 Penalty: 807.778259 Iteration 21Q: 3 clusters Score -422676.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 6981 members Entering Unmasked Estep Score: -422686.937500 Penalty: 807.778259 Iteration 22Q: 3 clusters Score -422686.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 6978 members Entering Unmasked Estep Score: -422695.187500 Penalty: 807.778259 Iteration 23Q: 3 clusters Score -422695.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 6972 members Entering Unmasked Estep Score: -422697.781250 Penalty: 807.778259 Iteration 24Q: 3 clusters Score -422697.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 6968 members Entering Unmasked Estep Score: -422698.593750 Penalty: 807.778259 Iteration 25Q: 3 clusters Score -422698.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 6963 members Entering Unmasked Estep Score: -422699.312500 Penalty: 807.778259 Iteration 26Q: 3 clusters Score -422699.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 6962 members Entering Unmasked Estep Score: -422699.062500 Penalty: 807.778259 Iteration 27Q: 3 clusters Score -422699.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 6962 members Entering Unmasked Estep Score: -422699.062500 Penalty: 807.778259 Iteration 28F: 3 clusters Score -422699.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 101344 members Mstep: Class 2 contains 12171 members Mstep: Class 3 contains 1017 members Mstep: Class 4 contains 2393 members Mstep: Class 5 contains 4364 members Mstep: Class 6 contains 57946 members Mstep: Class 7 contains 1467 members Mstep: Class 8 contains 148 members Mstep: Class 9 contains 7553 members Mstep: Class 10 contains 10929 members Mstep: Class 11 contains 3919 members Mstep: Class 12 contains 6184 members Mstep: Class 13 contains 2763 members Mstep: Class 14 contains 875 members Mstep: Class 15 contains 8030 members Mstep: Class 16 contains 3935 members Mstep: Class 17 contains 564 members Mstep: Class 18 contains 17050 members Mstep: Class 19 contains 13650 members Mstep: Class 20 contains 6023 members Mstep: Class 21 contains 118 members Mstep: Class 22 contains 20305 members Mstep: Class 23 contains 703 members Mstep: Class 24 contains 848 members Mstep: Class 25 contains 10671 members Mstep: Class 26 contains 1391 members Mstep: Class 27 contains 5267 members Mstep: Class 28 contains 7163 members Entering Unmasked Estep ConsiderDeletion Score: -17798200.000000 Penalty: 17267.505859 Iteration 119Q: 31 clusters Score -1.77982e+07 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 101330 members Mstep: Class 2 contains 12194 members Mstep: Class 3 contains 1018 members Mstep: Class 4 contains 2394 members Mstep: Class 5 contains 4367 members Mstep: Class 6 contains 57942 members Mstep: Class 7 contains 1495 members Mstep: Class 8 contains 148 members Mstep: Class 9 contains 7535 members Mstep: Class 10 contains 10936 members Mstep: Class 11 contains 3945 members Mstep: Class 12 contains 6204 members Mstep: Class 13 contains 2766 members Mstep: Class 14 contains 885 members Mstep: Class 15 contains 8046 members Mstep: Class 16 contains 3933 members Mstep: Class 17 contains 563 members Mstep: Class 18 contains 17007 members Mstep: Class 19 contains 13638 members Mstep: Class 20 contains 6031 members Mstep: Class 21 contains 117 members Mstep: Class 22 contains 20302 members Mstep: Class 23 contains 704 members Mstep: Class 24 contains 849 members Mstep: Class 25 contains 10751 members Mstep: Class 26 contains 1391 members Mstep: Class 27 contains 5268 members Mstep: Class 28 contains 7161 members Mstep: Class 29 contains 2660 members Mstep: Class 30 contains 170 members Entering Unmasked Estep ConsiderDeletion Score: -17798378.000000 Penalty: 17267.505859 Iteration 120F: 31 clusters Score -1.779838e+07 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 101319 members Mstep: Class 2 contains 12209 members Mstep: Class 3 contains 1011 members Mstep: Class 4 contains 2394 members Mstep: Class 5 contains 4369 members Mstep: Class 6 contains 57939 members Mstep: Class 7 contains 1515 members Mstep: Class 8 contains 148 members Mstep: Class 9 contains 7494 members Mstep: Class 10 contains 10936 members Mstep: Class 11 contains 3921 members Mstep: Class 12 contains 6229 members Mstep: Class 13 contains 2769 members Mstep: Class 14 contains 886 members Mstep: Class 15 contains 8061 members Mstep: Class 16 contains 3934 members Mstep: Class 17 contains 563 members Mstep: Class 18 contains 16965 members Mstep: Class 19 contains 13627 members Mstep: Class 20 contains 6040 members Mstep: Class 21 contains 128 members Mstep: Class 22 contains 20295 members Mstep: Class 23 contains 701 members Mstep: Class 24 contains 851 members Mstep: Class 25 contains 10698 members Mstep: Class 26 contains 1391 members Mstep: Class 27 contains 5260 members Mstep: Class 28 contains 7158 members Mstep: Class 29 contains 2777 members Mstep: Class 30 contains 172 members Entering Unmasked Estep ConsiderDeletion Score: -17798728.000000 Penalty: 17267.505859 Iteration 121Q: 31 clusters Score -1.779873e+07 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 101304 members Mstep: Class 2 contains 12227 members Mstep: Class 3 contains 1010 members Mstep: Class 4 contains 2388 members Mstep: Class 5 contains 4369 members Mstep: Class 6 contains 57937 members Mstep: Class 7 contains 1543 members Mstep: Class 8 contains 146 members Mstep: Class 9 contains 7450 members Mstep: Class 10 contains 10947 members Mstep: Class 11 contains 3904 members Mstep: Class 12 contains 6250 members Mstep: Class 13 contains 2772 members Mstep: Class 14 contains 889 members Mstep: Class 15 contains 8082 members Mstep: Class 16 contains 3936 members Mstep: Class 17 contains 560 members Mstep: Class 18 contains 16925 members Mstep: Class 19 contains 13612 members Mstep: Class 20 contains 6047 members Mstep: Class 21 contains 138 members Mstep: Class 22 contains 20290 members Mstep: Class 23 contains 702 members Mstep: Class 24 contains 854 members Mstep: Class 25 contains 10645 members Mstep: Class 26 contains 1391 members Mstep: Class 27 contains 5259 members Mstep: Class 28 contains 7154 members Mstep: Class 29 contains 2865 members Mstep: Class 30 contains 172 members Entering Unmasked Estep ConsiderDeletion Score: -17798808.000000 Penalty: 17267.505859 Iteration 122Q: 31 clusters Score -1.779881e+07 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 101288 members Mstep: Class 2 contains 12251 members Mstep: Class 3 contains 1010 members Mstep: Class 4 contains 2385 members Mstep: Class 5 contains 4370 members Mstep: Class 6 contains 57934 members Mstep: Class 7 contains 1555 members Mstep: Class 8 contains 145 members Mstep: Class 9 contains 7428 members Mstep: Class 10 contains 10959 members Mstep: Class 11 contains 3896 members Mstep: Class 12 contains 6269 members Mstep: Class 13 contains 2773 members Mstep: Class 14 contains 892 members Mstep: Class 15 contains 8107 members Mstep: Class 16 contains 3933 members Mstep: Class 17 contains 559 members Mstep: Class 18 contains 16886 members Mstep: Class 19 contains 13598 members Mstep: Class 20 contains 6059 members Mstep: Class 21 contains 139 members Mstep: Class 22 contains 20277 members Mstep: Class 23 contains 702 members Mstep: Class 24 contains 857 members Mstep: Class 25 contains 10599 members Mstep: Class 26 contains 1391 members Mstep: Class 27 contains 5260 members Mstep: Class 28 contains 7149 members Mstep: Class 29 contains 2925 members Mstep: Class 30 contains 172 members Entering Unmasked Estep ConsiderDeletion Score: -17798838.000000 Penalty: 17267.505859 Iteration 123Q: 31 clusters Score -1.779884e+07 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 101269 members Mstep: Class 2 contains 12269 members Mstep: Class 3 contains 1011 members Mstep: Class 4 contains 2385 members Mstep: Class 5 contains 4371 members Mstep: Class 6 contains 57925 members Mstep: Class 7 contains 1574 members Mstep: Class 8 contains 146 members Mstep: Class 9 contains 7405 members Mstep: Class 10 contains 10966 members Mstep: Class 11 contains 3888 members Mstep: Class 12 contains 6296 members Mstep: Class 13 contains 2771 members Mstep: Class 14 contains 895 members Mstep: Class 15 contains 8117 members Mstep: Class 16 contains 3929 members Mstep: Class 17 contains 559 members Mstep: Class 18 contains 16860 members Mstep: Class 19 contains 13588 members Mstep: Class 20 contains 6067 members Mstep: Class 21 contains 139 members Mstep: Class 22 contains 20265 members Mstep: Class 23 contains 703 members Mstep: Class 24 contains 858 members Mstep: Class 25 contains 10556 members Mstep: Class 26 contains 1391 members Mstep: Class 27 contains 5259 members Mstep: Class 28 contains 7151 members Mstep: Class 29 contains 2983 members Mstep: Class 30 contains 172 members Entering Unmasked Estep ConsiderDeletion Score: -17798844.000000 Penalty: 17267.505859 Iteration 124Q: 31 clusters Score -1.779884e+07 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 101262 members Mstep: Class 2 contains 12292 members Mstep: Class 3 contains 1009 members Mstep: Class 4 contains 2391 members Mstep: Class 5 contains 4371 members Mstep: Class 6 contains 57915 members Mstep: Class 7 contains 1586 members Mstep: Class 8 contains 147 members Mstep: Class 9 contains 7388 members Mstep: Class 10 contains 10978 members Mstep: Class 11 contains 3885 members Mstep: Class 12 contains 6328 members Mstep: Class 13 contains 2771 members Mstep: Class 14 contains 896 members Mstep: Class 15 contains 8126 members Mstep: Class 16 contains 3931 members Mstep: Class 17 contains 557 members Mstep: Class 18 contains 16805 members Mstep: Class 19 contains 13576 members Mstep: Class 20 contains 6078 members Mstep: Class 21 contains 139 members Mstep: Class 22 contains 20250 members Mstep: Class 23 contains 703 members Mstep: Class 24 contains 860 members Mstep: Class 25 contains 10532 members Mstep: Class 26 contains 1391 members Mstep: Class 27 contains 5255 members Mstep: Class 28 contains 7147 members Mstep: Class 29 contains 3027 members Mstep: Class 30 contains 172 members Entering Unmasked Estep ConsiderDeletion Score: -17798828.000000 Penalty: 17267.505859 Iteration 125Q: 31 clusters Score -1.779883e+07 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 101249 members Mstep: Class 2 contains 12310 members Mstep: Class 3 contains 1008 members Mstep: Class 4 contains 2396 members Mstep: Class 5 contains 4371 members Mstep: Class 6 contains 57904 members Mstep: Class 7 contains 1599 members Mstep: Class 8 contains 148 members Mstep: Class 9 contains 7373 members Mstep: Class 10 contains 10983 members Mstep: Class 11 contains 3881 members Mstep: Class 12 contains 6359 members Mstep: Class 13 contains 2771 members Mstep: Class 14 contains 899 members Mstep: Class 15 contains 8136 members Mstep: Class 16 contains 3932 members Mstep: Class 17 contains 557 members Mstep: Class 18 contains 16770 members Mstep: Class 19 contains 13563 members Mstep: Class 20 contains 6082 members Mstep: Class 21 contains 139 members Mstep: Class 22 contains 20240 members Mstep: Class 23 contains 703 members Mstep: Class 24 contains 860 members Mstep: Class 25 contains 10501 members Mstep: Class 26 contains 1391 members Mstep: Class 27 contains 5255 members Mstep: Class 28 contains 7144 members Mstep: Class 29 contains 3072 members Mstep: Class 30 contains 172 members Entering Unmasked Estep ConsiderDeletion Score: -17798814.000000 Penalty: 17267.505859 Iteration 126Q: 31 clusters Score -1.779881e+07 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 101236 members Mstep: Class 2 contains 12321 members Mstep: Class 3 contains 1006 members Mstep: Class 4 contains 2398 members Mstep: Class 5 contains 4371 members Mstep: Class 6 contains 57897 members Mstep: Class 7 contains 1611 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 7359 members Mstep: Class 10 contains 11001 members Mstep: Class 11 contains 3880 members Mstep: Class 12 contains 6381 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 898 members Mstep: Class 15 contains 8144 members Mstep: Class 16 contains 3933 members Mstep: Class 17 contains 557 members Mstep: Class 18 contains 16738 members Mstep: Class 19 contains 13558 members Mstep: Class 20 contains 6087 members Mstep: Class 21 contains 139 members Mstep: Class 22 contains 20226 members Mstep: Class 23 contains 703 members Mstep: Class 24 contains 863 members Mstep: Class 25 contains 10482 members Mstep: Class 26 contains 1392 members Mstep: Class 27 contains 5255 members Mstep: Class 28 contains 7137 members Mstep: Class 29 contains 3104 members Mstep: Class 30 contains 172 members Entering Unmasked Estep ConsiderDeletion Score: -17798850.000000 Penalty: 17267.505859 Iteration 127Q: 31 clusters Score -1.779885e+07 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 101224 members Mstep: Class 2 contains 12340 members Mstep: Class 3 contains 1006 members Mstep: Class 4 contains 2400 members Mstep: Class 5 contains 4373 members Mstep: Class 6 contains 57888 members Mstep: Class 7 contains 1621 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 7354 members Mstep: Class 10 contains 11011 members Mstep: Class 11 contains 3872 members Mstep: Class 12 contains 6404 members Mstep: Class 13 contains 2769 members Mstep: Class 14 contains 899 members Mstep: Class 15 contains 8153 members Mstep: Class 16 contains 3934 members Mstep: Class 17 contains 554 members Mstep: Class 18 contains 16701 members Mstep: Class 19 contains 13548 members Mstep: Class 20 contains 6097 members Mstep: Class 21 contains 139 members Mstep: Class 22 contains 20214 members Mstep: Class 23 contains 703 members Mstep: Class 24 contains 865 members Mstep: Class 25 contains 10466 members Mstep: Class 26 contains 1394 members Mstep: Class 27 contains 5253 members Mstep: Class 28 contains 7130 members Mstep: Class 29 contains 3135 members Mstep: Class 30 contains 172 members Entering Unmasked Estep ConsiderDeletion Score: -17798790.000000 Penalty: 17267.505859 Iteration 128Q: 31 clusters Score -1.779879e+07 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 101214 members Mstep: Class 2 contains 12364 members Mstep: Class 3 contains 1006 members Mstep: Class 4 contains 2401 members Mstep: Class 5 contains 4372 members Mstep: Class 6 contains 57882 members Mstep: Class 7 contains 1626 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 7350 members Mstep: Class 10 contains 11025 members Mstep: Class 11 contains 3873 members Mstep: Class 12 contains 6428 members Mstep: Class 13 contains 2767 members Mstep: Class 14 contains 899 members Mstep: Class 15 contains 8163 members Mstep: Class 16 contains 3934 members Mstep: Class 17 contains 549 members Mstep: Class 18 contains 16654 members Mstep: Class 19 contains 13537 members Mstep: Class 20 contains 6108 members Mstep: Class 21 contains 139 members Mstep: Class 22 contains 20201 members Mstep: Class 23 contains 703 members Mstep: Class 24 contains 865 members Mstep: Class 25 contains 10457 members Mstep: Class 26 contains 1394 members Mstep: Class 27 contains 5257 members Mstep: Class 28 contains 7123 members Mstep: Class 29 contains 3156 members Mstep: Class 30 contains 172 members Entering Unmasked Estep ConsiderDeletion Score: -17798774.000000 Penalty: 17267.505859 Iteration 129Q: 31 clusters Score -1.779877e+07 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 101197 members Mstep: Class 2 contains 12396 members Mstep: Class 3 contains 1005 members Mstep: Class 4 contains 2403 members Mstep: Class 5 contains 4374 members Mstep: Class 6 contains 57875 members Mstep: Class 7 contains 1631 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 7350 members Mstep: Class 10 contains 11031 members Mstep: Class 11 contains 3869 members Mstep: Class 12 contains 6449 members Mstep: Class 13 contains 2765 members Mstep: Class 14 contains 899 members Mstep: Class 15 contains 8178 members Mstep: Class 16 contains 3933 members Mstep: Class 17 contains 547 members Mstep: Class 18 contains 16610 members Mstep: Class 19 contains 13529 members Mstep: Class 20 contains 6116 members Mstep: Class 21 contains 139 members Mstep: Class 22 contains 20190 members Mstep: Class 23 contains 703 members Mstep: Class 24 contains 866 members Mstep: Class 25 contains 10440 members Mstep: Class 26 contains 1396 members Mstep: Class 27 contains 5259 members Mstep: Class 28 contains 7113 members Mstep: Class 29 contains 3184 members Mstep: Class 30 contains 172 members Entering Unmasked Estep ConsiderDeletion Score: -17798806.000000 Penalty: 17267.505859 Iteration 130Q: 31 clusters Score -1.779881e+07 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 101195 members Mstep: Class 2 contains 12419 members Mstep: Class 3 contains 1005 members Mstep: Class 4 contains 2407 members Mstep: Class 5 contains 4374 members Mstep: Class 6 contains 57870 members Mstep: Class 7 contains 1637 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 7338 members Mstep: Class 10 contains 11044 members Mstep: Class 11 contains 3870 members Mstep: Class 12 contains 6479 members Mstep: Class 13 contains 2763 members Mstep: Class 14 contains 898 members Mstep: Class 15 contains 8182 members Mstep: Class 16 contains 3935 members Mstep: Class 17 contains 542 members Mstep: Class 18 contains 16560 members Mstep: Class 19 contains 13512 members Mstep: Class 20 contains 6124 members Mstep: Class 21 contains 139 members Mstep: Class 22 contains 20182 members Mstep: Class 23 contains 703 members Mstep: Class 24 contains 866 members Mstep: Class 25 contains 10432 members Mstep: Class 26 contains 1399 members Mstep: Class 27 contains 5255 members Mstep: Class 28 contains 7109 members Mstep: Class 29 contains 3208 members Mstep: Class 30 contains 172 members Entering Unmasked Estep ConsiderDeletion Score: -17798814.000000 Penalty: 17267.505859 Iteration 131Q: 31 clusters Score -1.779881e+07 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 101181 members Mstep: Class 2 contains 12439 members Mstep: Class 3 contains 1005 members Mstep: Class 4 contains 2407 members Mstep: Class 5 contains 4373 members Mstep: Class 6 contains 57860 members Mstep: Class 7 contains 1642 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 7332 members Mstep: Class 10 contains 11066 members Mstep: Class 11 contains 3866 members Mstep: Class 12 contains 6504 members Mstep: Class 13 contains 2764 members Mstep: Class 14 contains 899 members Mstep: Class 15 contains 8186 members Mstep: Class 16 contains 3935 members Mstep: Class 17 contains 541 members Mstep: Class 18 contains 16518 members Mstep: Class 19 contains 13502 members Mstep: Class 20 contains 6124 members Mstep: Class 21 contains 139 members Mstep: Class 22 contains 20175 members Mstep: Class 23 contains 703 members Mstep: Class 24 contains 866 members Mstep: Class 25 contains 10425 members Mstep: Class 26 contains 1400 members Mstep: Class 27 contains 5254 members Mstep: Class 28 contains 7106 members Mstep: Class 29 contains 3234 members Mstep: Class 30 contains 172 members Entering Unmasked Estep ConsiderDeletion Score: -17798852.000000 Penalty: 17267.505859 Iteration 132Q: 31 clusters Score -1.779885e+07 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 101175 members Mstep: Class 2 contains 12471 members Mstep: Class 3 contains 1005 members Mstep: Class 4 contains 2411 members Mstep: Class 5 contains 4374 members Mstep: Class 6 contains 57858 members Mstep: Class 7 contains 1656 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 7306 members Mstep: Class 10 contains 11087 members Mstep: Class 11 contains 3862 members Mstep: Class 12 contains 6522 members Mstep: Class 13 contains 2763 members Mstep: Class 14 contains 899 members Mstep: Class 15 contains 8191 members Mstep: Class 16 contains 3935 members Mstep: Class 17 contains 537 members Mstep: Class 18 contains 16467 members Mstep: Class 19 contains 13493 members Mstep: Class 20 contains 6126 members Mstep: Class 21 contains 139 members Mstep: Class 22 contains 20164 members Mstep: Class 23 contains 703 members Mstep: Class 24 contains 866 members Mstep: Class 25 contains 10415 members Mstep: Class 26 contains 1403 members Mstep: Class 27 contains 5253 members Mstep: Class 28 contains 7107 members Mstep: Class 29 contains 3258 members Mstep: Class 30 contains 172 members Entering Unmasked Estep ConsiderDeletion Score: -17798894.000000 Penalty: 17267.505859 Iteration 133Q: 31 clusters Score -1.779889e+07 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 101168 members Mstep: Class 2 contains 12491 members Mstep: Class 3 contains 1005 members Mstep: Class 4 contains 2413 members Mstep: Class 5 contains 4375 members Mstep: Class 6 contains 57856 members Mstep: Class 7 contains 1666 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 7294 members Mstep: Class 10 contains 11107 members Mstep: Class 11 contains 3852 members Mstep: Class 12 contains 6538 members Mstep: Class 13 contains 2761 members Mstep: Class 14 contains 899 members Mstep: Class 15 contains 8197 members Mstep: Class 16 contains 3936 members Mstep: Class 17 contains 535 members Mstep: Class 18 contains 16433 members Mstep: Class 19 contains 13480 members Mstep: Class 20 contains 6130 members Mstep: Class 21 contains 139 members Mstep: Class 22 contains 20153 members Mstep: Class 23 contains 703 members Mstep: Class 24 contains 866 members Mstep: Class 25 contains 10399 members Mstep: Class 26 contains 1406 members Mstep: Class 27 contains 5254 members Mstep: Class 28 contains 7106 members Mstep: Class 29 contains 3284 members Mstep: Class 30 contains 172 members Entering Unmasked Estep ConsiderDeletion Score: -17798930.000000 Penalty: 17267.505859 Iteration 134Q: 31 clusters Score -1.779893e+07 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 101165 members Mstep: Class 2 contains 12508 members Mstep: Class 3 contains 1005 members Mstep: Class 4 contains 2409 members Mstep: Class 5 contains 4375 members Mstep: Class 6 contains 57858 members Mstep: Class 7 contains 1672 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 7285 members Mstep: Class 10 contains 11125 members Mstep: Class 11 contains 3851 members Mstep: Class 12 contains 6557 members Mstep: Class 13 contains 2759 members Mstep: Class 14 contains 899 members Mstep: Class 15 contains 8204 members Mstep: Class 16 contains 3934 members Mstep: Class 17 contains 534 members Mstep: Class 18 contains 16400 members Mstep: Class 19 contains 13463 members Mstep: Class 20 contains 6134 members Mstep: Class 21 contains 139 members Mstep: Class 22 contains 20146 members Mstep: Class 23 contains 703 members Mstep: Class 24 contains 866 members Mstep: Class 25 contains 10387 members Mstep: Class 26 contains 1409 members Mstep: Class 27 contains 5255 members Mstep: Class 28 contains 7103 members Mstep: Class 29 contains 3301 members Mstep: Class 30 contains 172 members Entering Unmasked Estep ConsiderDeletion Score: -17798948.000000 Penalty: 17267.505859 Iteration 135Q: 31 clusters Score -1.779895e+07 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 101166 members Mstep: Class 2 contains 12525 members Mstep: Class 3 contains 1006 members Mstep: Class 4 contains 2407 members Mstep: Class 5 contains 4375 members Mstep: Class 6 contains 57857 members Mstep: Class 7 contains 1677 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 7273 members Mstep: Class 10 contains 11150 members Mstep: Class 11 contains 3845 members Mstep: Class 12 contains 6573 members Mstep: Class 13 contains 2756 members Mstep: Class 14 contains 898 members Mstep: Class 15 contains 8211 members Mstep: Class 16 contains 3935 members Mstep: Class 17 contains 533 members Mstep: Class 18 contains 16363 members Mstep: Class 19 contains 13448 members Mstep: Class 20 contains 6136 members Mstep: Class 21 contains 139 members Mstep: Class 22 contains 20136 members Mstep: Class 23 contains 703 members Mstep: Class 24 contains 866 members Mstep: Class 25 contains 10375 members Mstep: Class 26 contains 1413 members Mstep: Class 27 contains 5256 members Mstep: Class 28 contains 7103 members Mstep: Class 29 contains 3321 members Mstep: Class 30 contains 172 members Entering Unmasked Estep ConsiderDeletion Score: -17798992.000000 Penalty: 17267.505859 Iteration 136Q: 31 clusters Score -1.779899e+07 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 101165 members Mstep: Class 2 contains 12535 members Mstep: Class 3 contains 1007 members Mstep: Class 4 contains 2409 members Mstep: Class 5 contains 4375 members Mstep: Class 6 contains 57855 members Mstep: Class 7 contains 1681 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 7262 members Mstep: Class 10 contains 11159 members Mstep: Class 11 contains 3842 members Mstep: Class 12 contains 6598 members Mstep: Class 13 contains 2754 members Mstep: Class 14 contains 898 members Mstep: Class 15 contains 8215 members Mstep: Class 16 contains 3936 members Mstep: Class 17 contains 533 members Mstep: Class 18 contains 16327 members Mstep: Class 19 contains 13441 members Mstep: Class 20 contains 6137 members Mstep: Class 21 contains 139 members Mstep: Class 22 contains 20129 members Mstep: Class 23 contains 703 members Mstep: Class 24 contains 866 members Mstep: Class 25 contains 10367 members Mstep: Class 26 contains 1415 members Mstep: Class 27 contains 5256 members Mstep: Class 28 contains 7102 members Mstep: Class 29 contains 3340 members Mstep: Class 30 contains 172 members Entering Unmasked Estep ConsiderDeletion Score: -17798976.000000 Penalty: 17267.505859 Iteration 137Q: 31 clusters Score -1.779898e+07 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 101170 members Mstep: Class 2 contains 12539 members Mstep: Class 3 contains 1009 members Mstep: Class 4 contains 2411 members Mstep: Class 5 contains 4374 members Mstep: Class 6 contains 57850 members Mstep: Class 7 contains 1686 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 7257 members Mstep: Class 10 contains 11186 members Mstep: Class 11 contains 3840 members Mstep: Class 12 contains 6619 members Mstep: Class 13 contains 2754 members Mstep: Class 14 contains 898 members Mstep: Class 15 contains 8220 members Mstep: Class 16 contains 3937 members Mstep: Class 17 contains 533 members Mstep: Class 18 contains 16285 members Mstep: Class 19 contains 13427 members Mstep: Class 20 contains 6135 members Mstep: Class 21 contains 139 members Mstep: Class 22 contains 20122 members Mstep: Class 23 contains 703 members Mstep: Class 24 contains 866 members Mstep: Class 25 contains 10358 members Mstep: Class 26 contains 1418 members Mstep: Class 27 contains 5255 members Mstep: Class 28 contains 7101 members Mstep: Class 29 contains 3354 members Mstep: Class 30 contains 172 members Entering Unmasked Estep ConsiderDeletion Score: -17798984.000000 Penalty: 17267.505859 Iteration 138Q: 31 clusters Score -1.779898e+07 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 101177 members Mstep: Class 2 contains 12547 members Mstep: Class 3 contains 1009 members Mstep: Class 4 contains 2410 members Mstep: Class 5 contains 4374 members Mstep: Class 6 contains 57847 members Mstep: Class 7 contains 1691 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 7247 members Mstep: Class 10 contains 11198 members Mstep: Class 11 contains 3839 members Mstep: Class 12 contains 6646 members Mstep: Class 13 contains 2754 members Mstep: Class 14 contains 897 members Mstep: Class 15 contains 8231 members Mstep: Class 16 contains 3938 members Mstep: Class 17 contains 533 members Mstep: Class 18 contains 16242 members Mstep: Class 19 contains 13413 members Mstep: Class 20 contains 6134 members Mstep: Class 21 contains 139 members Mstep: Class 22 contains 20116 members Mstep: Class 23 contains 703 members Mstep: Class 24 contains 866 members Mstep: Class 25 contains 10350 members Mstep: Class 26 contains 1420 members Mstep: Class 27 contains 5254 members Mstep: Class 28 contains 7100 members Mstep: Class 29 contains 3371 members Mstep: Class 30 contains 172 members Entering Unmasked Estep ConsiderDeletion Score: -17798986.000000 Penalty: 17267.505859 Iteration 139Q: 31 clusters Score -1.779899e+07 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 101177 members Mstep: Class 2 contains 12562 members Mstep: Class 3 contains 1010 members Mstep: Class 4 contains 2411 members Mstep: Class 5 contains 4372 members Mstep: Class 6 contains 57848 members Mstep: Class 7 contains 1698 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 7240 members Mstep: Class 10 contains 11206 members Mstep: Class 11 contains 3840 members Mstep: Class 12 contains 6662 members Mstep: Class 13 contains 2754 members Mstep: Class 14 contains 896 members Mstep: Class 15 contains 8241 members Mstep: Class 16 contains 3938 members Mstep: Class 17 contains 533 members Mstep: Class 18 contains 16206 members Mstep: Class 19 contains 13403 members Mstep: Class 20 contains 6132 members Mstep: Class 21 contains 139 members Mstep: Class 22 contains 20113 members Mstep: Class 23 contains 703 members Mstep: Class 24 contains 866 members Mstep: Class 25 contains 10337 members Mstep: Class 26 contains 1421 members Mstep: Class 27 contains 5251 members Mstep: Class 28 contains 7097 members Mstep: Class 29 contains 3390 members Mstep: Class 30 contains 172 members Entering Unmasked Estep ConsiderDeletion Score: -17799040.000000 Penalty: 17267.505859 Iteration 140F: 31 clusters Score -1.779904e+07 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 101174 members Mstep: Class 2 contains 12582 members Mstep: Class 3 contains 1010 members Mstep: Class 4 contains 2409 members Mstep: Class 5 contains 4372 members Mstep: Class 6 contains 57849 members Mstep: Class 7 contains 1704 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 7229 members Mstep: Class 10 contains 11216 members Mstep: Class 11 contains 3840 members Mstep: Class 12 contains 6679 members Mstep: Class 13 contains 2750 members Mstep: Class 14 contains 895 members Mstep: Class 15 contains 8250 members Mstep: Class 16 contains 3938 members Mstep: Class 17 contains 532 members Mstep: Class 18 contains 16165 members Mstep: Class 19 contains 13393 members Mstep: Class 20 contains 6134 members Mstep: Class 21 contains 144 members Mstep: Class 22 contains 20111 members Mstep: Class 23 contains 703 members Mstep: Class 24 contains 866 members Mstep: Class 25 contains 10333 members Mstep: Class 26 contains 1424 members Mstep: Class 27 contains 5251 members Mstep: Class 28 contains 7097 members Mstep: Class 29 contains 3401 members Mstep: Class 30 contains 172 members Entering Unmasked Estep ConsiderDeletion Score: -17799048.000000 Penalty: 17267.505859 Iteration 141Q: 31 clusters Score -1.779905e+07 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 101171 members Mstep: Class 2 contains 12606 members Mstep: Class 3 contains 1010 members Mstep: Class 4 contains 2414 members Mstep: Class 5 contains 4373 members Mstep: Class 6 contains 57850 members Mstep: Class 7 contains 1705 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 7219 members Mstep: Class 10 contains 11220 members Mstep: Class 11 contains 3841 members Mstep: Class 12 contains 6695 members Mstep: Class 13 contains 2750 members Mstep: Class 14 contains 894 members Mstep: Class 15 contains 8254 members Mstep: Class 16 contains 3937 members Mstep: Class 17 contains 530 members Mstep: Class 18 contains 16128 members Mstep: Class 19 contains 13386 members Mstep: Class 20 contains 6135 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 20107 members Mstep: Class 23 contains 704 members Mstep: Class 24 contains 866 members Mstep: Class 25 contains 10332 members Mstep: Class 26 contains 1425 members Mstep: Class 27 contains 5252 members Mstep: Class 28 contains 7096 members Mstep: Class 29 contains 3408 members Mstep: Class 30 contains 174 members Entering Unmasked Estep ConsiderDeletion Score: -17799056.000000 Penalty: 17267.505859 Iteration 142Q: 31 clusters Score -1.779906e+07 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 101172 members Mstep: Class 2 contains 12625 members Mstep: Class 3 contains 1010 members Mstep: Class 4 contains 2414 members Mstep: Class 5 contains 4373 members Mstep: Class 6 contains 57847 members Mstep: Class 7 contains 1708 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 7219 members Mstep: Class 10 contains 11226 members Mstep: Class 11 contains 3842 members Mstep: Class 12 contains 6718 members Mstep: Class 13 contains 2751 members Mstep: Class 14 contains 893 members Mstep: Class 15 contains 8257 members Mstep: Class 16 contains 3937 members Mstep: Class 17 contains 529 members Mstep: Class 18 contains 16087 members Mstep: Class 19 contains 13379 members Mstep: Class 20 contains 6139 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 20099 members Mstep: Class 23 contains 704 members Mstep: Class 24 contains 866 members Mstep: Class 25 contains 10323 members Mstep: Class 26 contains 1424 members Mstep: Class 27 contains 5253 members Mstep: Class 28 contains 7094 members Mstep: Class 29 contains 3419 members Mstep: Class 30 contains 174 members Entering Unmasked Estep ConsiderDeletion Score: -17799086.000000 Penalty: 17267.505859 Iteration 143Q: 31 clusters Score -1.779909e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 101175 members Mstep: Class 2 contains 12637 members Mstep: Class 3 contains 1009 members Mstep: Class 4 contains 2416 members Mstep: Class 5 contains 4371 members Mstep: Class 6 contains 57843 members Mstep: Class 7 contains 1712 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 7219 members Mstep: Class 10 contains 11237 members Mstep: Class 11 contains 3841 members Mstep: Class 12 contains 6735 members Mstep: Class 13 contains 2751 members Mstep: Class 14 contains 891 members Mstep: Class 15 contains 8257 members Mstep: Class 16 contains 3938 members Mstep: Class 17 contains 529 members Mstep: Class 18 contains 16053 members Mstep: Class 19 contains 13374 members Mstep: Class 20 contains 6139 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 20094 members Mstep: Class 23 contains 704 members Mstep: Class 24 contains 866 members Mstep: Class 25 contains 10317 members Mstep: Class 26 contains 1426 members Mstep: Class 27 contains 5254 members Mstep: Class 28 contains 7090 members Mstep: Class 29 contains 3430 members Mstep: Class 30 contains 174 members Entering Unmasked Estep ConsiderDeletion Score: -17799088.000000 Penalty: 17267.505859 Iteration 144Q: 31 clusters Score -1.779909e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 101182 members Mstep: Class 2 contains 12638 members Mstep: Class 3 contains 1009 members Mstep: Class 4 contains 2416 members Mstep: Class 5 contains 4370 members Mstep: Class 6 contains 57842 members Mstep: Class 7 contains 1714 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 7220 members Mstep: Class 10 contains 11243 members Mstep: Class 11 contains 3840 members Mstep: Class 12 contains 6751 members Mstep: Class 13 contains 2751 members Mstep: Class 14 contains 889 members Mstep: Class 15 contains 8256 members Mstep: Class 16 contains 3939 members Mstep: Class 17 contains 528 members Mstep: Class 18 contains 16031 members Mstep: Class 19 contains 13370 members Mstep: Class 20 contains 6140 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 20090 members Mstep: Class 23 contains 704 members Mstep: Class 24 contains 866 members Mstep: Class 25 contains 10313 members Mstep: Class 26 contains 1428 members Mstep: Class 27 contains 5255 members Mstep: Class 28 contains 7088 members Mstep: Class 29 contains 3435 members Mstep: Class 30 contains 174 members Entering Unmasked Estep ConsiderDeletion Score: -17799092.000000 Penalty: 17267.505859 Iteration 145Q: 31 clusters Score -1.779909e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 101187 members Mstep: Class 2 contains 12643 members Mstep: Class 3 contains 1009 members Mstep: Class 4 contains 2416 members Mstep: Class 5 contains 4370 members Mstep: Class 6 contains 57839 members Mstep: Class 7 contains 1718 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 7220 members Mstep: Class 10 contains 11249 members Mstep: Class 11 contains 3840 members Mstep: Class 12 contains 6767 members Mstep: Class 13 contains 2751 members Mstep: Class 14 contains 889 members Mstep: Class 15 contains 8257 members Mstep: Class 16 contains 3939 members Mstep: Class 17 contains 528 members Mstep: Class 18 contains 16003 members Mstep: Class 19 contains 13366 members Mstep: Class 20 contains 6140 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 20087 members Mstep: Class 23 contains 704 members Mstep: Class 24 contains 866 members Mstep: Class 25 contains 10309 members Mstep: Class 26 contains 1429 members Mstep: Class 27 contains 5255 members Mstep: Class 28 contains 7086 members Mstep: Class 29 contains 3441 members Mstep: Class 30 contains 174 members Entering Unmasked Estep ConsiderDeletion Score: -17799120.000000 Penalty: 17267.505859 Iteration 146Q: 31 clusters Score -1.779912e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 101189 members Mstep: Class 2 contains 12649 members Mstep: Class 3 contains 1009 members Mstep: Class 4 contains 2414 members Mstep: Class 5 contains 4371 members Mstep: Class 6 contains 57837 members Mstep: Class 7 contains 1721 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 7216 members Mstep: Class 10 contains 11255 members Mstep: Class 11 contains 3841 members Mstep: Class 12 contains 6784 members Mstep: Class 13 contains 2751 members Mstep: Class 14 contains 889 members Mstep: Class 15 contains 8262 members Mstep: Class 16 contains 3936 members Mstep: Class 17 contains 528 members Mstep: Class 18 contains 15975 members Mstep: Class 19 contains 13362 members Mstep: Class 20 contains 6142 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 20083 members Mstep: Class 23 contains 704 members Mstep: Class 24 contains 866 members Mstep: Class 25 contains 10308 members Mstep: Class 26 contains 1430 members Mstep: Class 27 contains 5255 members Mstep: Class 28 contains 7084 members Mstep: Class 29 contains 3447 members Mstep: Class 30 contains 174 members Entering Unmasked Estep ConsiderDeletion Score: -17799100.000000 Penalty: 17267.505859 Iteration 147Q: 31 clusters Score -1.77991e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 101191 members Mstep: Class 2 contains 12651 members Mstep: Class 3 contains 1009 members Mstep: Class 4 contains 2414 members Mstep: Class 5 contains 4370 members Mstep: Class 6 contains 57835 members Mstep: Class 7 contains 1724 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 7213 members Mstep: Class 10 contains 11263 members Mstep: Class 11 contains 3841 members Mstep: Class 12 contains 6798 members Mstep: Class 13 contains 2752 members Mstep: Class 14 contains 888 members Mstep: Class 15 contains 8265 members Mstep: Class 16 contains 3937 members Mstep: Class 17 contains 528 members Mstep: Class 18 contains 15950 members Mstep: Class 19 contains 13362 members Mstep: Class 20 contains 6143 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 20077 members Mstep: Class 23 contains 704 members Mstep: Class 24 contains 867 members Mstep: Class 25 contains 10309 members Mstep: Class 26 contains 1430 members Mstep: Class 27 contains 5255 members Mstep: Class 28 contains 7083 members Mstep: Class 29 contains 3449 members Mstep: Class 30 contains 174 members Entering Unmasked Estep ConsiderDeletion Score: -17799108.000000 Penalty: 17267.505859 Iteration 148Q: 31 clusters Score -1.779911e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 101192 members Mstep: Class 2 contains 12653 members Mstep: Class 3 contains 1009 members Mstep: Class 4 contains 2414 members Mstep: Class 5 contains 4369 members Mstep: Class 6 contains 57833 members Mstep: Class 7 contains 1726 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 7216 members Mstep: Class 10 contains 11276 members Mstep: Class 11 contains 3839 members Mstep: Class 12 contains 6819 members Mstep: Class 13 contains 2752 members Mstep: Class 14 contains 888 members Mstep: Class 15 contains 8265 members Mstep: Class 16 contains 3939 members Mstep: Class 17 contains 528 members Mstep: Class 18 contains 15927 members Mstep: Class 19 contains 13354 members Mstep: Class 20 contains 6143 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 20071 members Mstep: Class 23 contains 704 members Mstep: Class 24 contains 868 members Mstep: Class 25 contains 10307 members Mstep: Class 26 contains 1430 members Mstep: Class 27 contains 5255 members Mstep: Class 28 contains 7080 members Mstep: Class 29 contains 3451 members Mstep: Class 30 contains 174 members Entering Unmasked Estep ConsiderDeletion Score: -17799140.000000 Penalty: 17267.505859 Iteration 149Q: 31 clusters Score -1.779914e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 101194 members Mstep: Class 2 contains 12659 members Mstep: Class 3 contains 1010 members Mstep: Class 4 contains 2415 members Mstep: Class 5 contains 4369 members Mstep: Class 6 contains 57831 members Mstep: Class 7 contains 1726 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 7218 members Mstep: Class 10 contains 11286 members Mstep: Class 11 contains 3837 members Mstep: Class 12 contains 6842 members Mstep: Class 13 contains 2752 members Mstep: Class 14 contains 888 members Mstep: Class 15 contains 8260 members Mstep: Class 16 contains 3939 members Mstep: Class 17 contains 528 members Mstep: Class 18 contains 15905 members Mstep: Class 19 contains 13345 members Mstep: Class 20 contains 6143 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 20065 members Mstep: Class 23 contains 704 members Mstep: Class 24 contains 870 members Mstep: Class 25 contains 10304 members Mstep: Class 26 contains 1430 members Mstep: Class 27 contains 5256 members Mstep: Class 28 contains 7077 members Mstep: Class 29 contains 3455 members Mstep: Class 30 contains 174 members Entering Unmasked Estep ConsiderDeletion Score: -17799148.000000 Penalty: 17267.505859 Iteration 150Q: 31 clusters Score -1.779915e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 101198 members Mstep: Class 2 contains 12663 members Mstep: Class 3 contains 1010 members Mstep: Class 4 contains 2417 members Mstep: Class 5 contains 4369 members Mstep: Class 6 contains 57830 members Mstep: Class 7 contains 1727 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 7217 members Mstep: Class 10 contains 11289 members Mstep: Class 11 contains 3837 members Mstep: Class 12 contains 6863 members Mstep: Class 13 contains 2752 members Mstep: Class 14 contains 888 members Mstep: Class 15 contains 8260 members Mstep: Class 16 contains 3939 members Mstep: Class 17 contains 527 members Mstep: Class 18 contains 15880 members Mstep: Class 19 contains 13340 members Mstep: Class 20 contains 6142 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 20061 members Mstep: Class 23 contains 704 members Mstep: Class 24 contains 872 members Mstep: Class 25 contains 10299 members Mstep: Class 26 contains 1430 members Mstep: Class 27 contains 5257 members Mstep: Class 28 contains 7077 members Mstep: Class 29 contains 3460 members Mstep: Class 30 contains 174 members Entering Unmasked Estep ConsiderDeletion Score: -17799150.000000 Penalty: 17267.505859 Iteration 151Q: 31 clusters Score -1.779915e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 101193 members Mstep: Class 2 contains 12666 members Mstep: Class 3 contains 1010 members Mstep: Class 4 contains 2420 members Mstep: Class 5 contains 4369 members Mstep: Class 6 contains 57829 members Mstep: Class 7 contains 1728 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 7218 members Mstep: Class 10 contains 11289 members Mstep: Class 11 contains 3837 members Mstep: Class 12 contains 6888 members Mstep: Class 13 contains 2752 members Mstep: Class 14 contains 888 members Mstep: Class 15 contains 8261 members Mstep: Class 16 contains 3941 members Mstep: Class 17 contains 526 members Mstep: Class 18 contains 15858 members Mstep: Class 19 contains 13336 members Mstep: Class 20 contains 6144 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 20058 members Mstep: Class 23 contains 704 members Mstep: Class 24 contains 873 members Mstep: Class 25 contains 10294 members Mstep: Class 26 contains 1430 members Mstep: Class 27 contains 5256 members Mstep: Class 28 contains 7076 members Mstep: Class 29 contains 3464 members Mstep: Class 30 contains 174 members Entering Unmasked Estep ConsiderDeletion Score: -17799146.000000 Penalty: 17267.505859 Iteration 152Q: 31 clusters Score -1.779915e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 101185 members Mstep: Class 2 contains 12666 members Mstep: Class 3 contains 1010 members Mstep: Class 4 contains 2421 members Mstep: Class 5 contains 4369 members Mstep: Class 6 contains 57829 members Mstep: Class 7 contains 1729 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 7219 members Mstep: Class 10 contains 11298 members Mstep: Class 11 contains 3832 members Mstep: Class 12 contains 6909 members Mstep: Class 13 contains 2752 members Mstep: Class 14 contains 888 members Mstep: Class 15 contains 8262 members Mstep: Class 16 contains 3941 members Mstep: Class 17 contains 524 members Mstep: Class 18 contains 15839 members Mstep: Class 19 contains 13334 members Mstep: Class 20 contains 6145 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 20058 members Mstep: Class 23 contains 704 members Mstep: Class 24 contains 875 members Mstep: Class 25 contains 10291 members Mstep: Class 26 contains 1430 members Mstep: Class 27 contains 5256 members Mstep: Class 28 contains 7076 members Mstep: Class 29 contains 3466 members Mstep: Class 30 contains 174 members Entering Unmasked Estep ConsiderDeletion Score: -17799190.000000 Penalty: 17267.505859 Iteration 153Q: 31 clusters Score -1.779919e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 101183 members Mstep: Class 2 contains 12660 members Mstep: Class 3 contains 1010 members Mstep: Class 4 contains 2417 members Mstep: Class 5 contains 4369 members Mstep: Class 6 contains 57831 members Mstep: Class 7 contains 1729 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 7220 members Mstep: Class 10 contains 11305 members Mstep: Class 11 contains 3828 members Mstep: Class 12 contains 6927 members Mstep: Class 13 contains 2752 members Mstep: Class 14 contains 888 members Mstep: Class 15 contains 8264 members Mstep: Class 16 contains 3943 members Mstep: Class 17 contains 521 members Mstep: Class 18 contains 15822 members Mstep: Class 19 contains 13334 members Mstep: Class 20 contains 6145 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 20058 members Mstep: Class 23 contains 704 members Mstep: Class 24 contains 883 members Mstep: Class 25 contains 10289 members Mstep: Class 26 contains 1430 members Mstep: Class 27 contains 5256 members Mstep: Class 28 contains 7074 members Mstep: Class 29 contains 3466 members Mstep: Class 30 contains 174 members Entering Unmasked Estep ConsiderDeletion Score: -17799178.000000 Penalty: 17267.505859 Iteration 154Q: 31 clusters Score -1.779918e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 101175 members Mstep: Class 2 contains 12664 members Mstep: Class 3 contains 1010 members Mstep: Class 4 contains 2412 members Mstep: Class 5 contains 4369 members Mstep: Class 6 contains 57835 members Mstep: Class 7 contains 1729 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 7220 members Mstep: Class 10 contains 11308 members Mstep: Class 11 contains 3825 members Mstep: Class 12 contains 6943 members Mstep: Class 13 contains 2752 members Mstep: Class 14 contains 888 members Mstep: Class 15 contains 8269 members Mstep: Class 16 contains 3943 members Mstep: Class 17 contains 520 members Mstep: Class 18 contains 15804 members Mstep: Class 19 contains 13334 members Mstep: Class 20 contains 6145 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 20058 members Mstep: Class 23 contains 704 members Mstep: Class 24 contains 894 members Mstep: Class 25 contains 10289 members Mstep: Class 26 contains 1430 members Mstep: Class 27 contains 5256 members Mstep: Class 28 contains 7066 members Mstep: Class 29 contains 3466 members Mstep: Class 30 contains 174 members Entering Unmasked Estep ConsiderDeletion Score: -17799180.000000 Penalty: 17267.505859 Iteration 155Q: 31 clusters Score -1.779918e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 101172 members Mstep: Class 2 contains 12656 members Mstep: Class 3 contains 1010 members Mstep: Class 4 contains 2411 members Mstep: Class 5 contains 4368 members Mstep: Class 6 contains 57834 members Mstep: Class 7 contains 1729 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 7222 members Mstep: Class 10 contains 11311 members Mstep: Class 11 contains 3822 members Mstep: Class 12 contains 6972 members Mstep: Class 13 contains 2751 members Mstep: Class 14 contains 888 members Mstep: Class 15 contains 8271 members Mstep: Class 16 contains 3943 members Mstep: Class 17 contains 519 members Mstep: Class 18 contains 15784 members Mstep: Class 19 contains 13334 members Mstep: Class 20 contains 6145 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 20059 members Mstep: Class 23 contains 704 members Mstep: Class 24 contains 899 members Mstep: Class 25 contains 10289 members Mstep: Class 26 contains 1430 members Mstep: Class 27 contains 5256 members Mstep: Class 28 contains 7063 members Mstep: Class 29 contains 3466 members Mstep: Class 30 contains 174 members Entering Unmasked Estep ConsiderDeletion Score: -17799186.000000 Penalty: 17267.505859 Iteration 156Q: 31 clusters Score -1.779919e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 101165 members Mstep: Class 2 contains 12657 members Mstep: Class 3 contains 1010 members Mstep: Class 4 contains 2408 members Mstep: Class 5 contains 4368 members Mstep: Class 6 contains 57833 members Mstep: Class 7 contains 1729 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 7226 members Mstep: Class 10 contains 11317 members Mstep: Class 11 contains 3821 members Mstep: Class 12 contains 7000 members Mstep: Class 13 contains 2751 members Mstep: Class 14 contains 888 members Mstep: Class 15 contains 8269 members Mstep: Class 16 contains 3943 members Mstep: Class 17 contains 518 members Mstep: Class 18 contains 15762 members Mstep: Class 19 contains 13332 members Mstep: Class 20 contains 6145 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 20058 members Mstep: Class 23 contains 704 members Mstep: Class 24 contains 907 members Mstep: Class 25 contains 10289 members Mstep: Class 26 contains 1430 members Mstep: Class 27 contains 5256 members Mstep: Class 28 contains 7056 members Mstep: Class 29 contains 3466 members Mstep: Class 30 contains 174 members Entering Unmasked Estep ConsiderDeletion Score: -17799184.000000 Penalty: 17267.505859 Iteration 157Q: 31 clusters Score -1.779918e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 101161 members Mstep: Class 2 contains 12659 members Mstep: Class 3 contains 1010 members Mstep: Class 4 contains 2401 members Mstep: Class 5 contains 4368 members Mstep: Class 6 contains 57832 members Mstep: Class 7 contains 1729 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 7230 members Mstep: Class 10 contains 11324 members Mstep: Class 11 contains 3820 members Mstep: Class 12 contains 7027 members Mstep: Class 13 contains 2751 members Mstep: Class 14 contains 888 members Mstep: Class 15 contains 8272 members Mstep: Class 16 contains 3942 members Mstep: Class 17 contains 516 members Mstep: Class 18 contains 15739 members Mstep: Class 19 contains 13329 members Mstep: Class 20 contains 6145 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 20055 members Mstep: Class 23 contains 704 members Mstep: Class 24 contains 914 members Mstep: Class 25 contains 10289 members Mstep: Class 26 contains 1430 members Mstep: Class 27 contains 5256 members Mstep: Class 28 contains 7051 members Mstep: Class 29 contains 3466 members Mstep: Class 30 contains 174 members Entering Unmasked Estep ConsiderDeletion Score: -17799204.000000 Penalty: 17267.505859 Iteration 158Q: 31 clusters Score -1.77992e+07 nChanged 102 Entering ConstructFrom: Score: -17799204.000000 Penalty: 17267.505859 Entering ConstructFrom: Trying to split cluster 1 (101154 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101154 members Entering Unmasked Estep Score: -6280725.000000 Penalty: 524.360168 Iteration 0F: 2 clusters Score -6280725 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50613 members Mstep: Class 2 contains 50541 members Entering Unmasked Estep Score: -6212722.000000 Penalty: 1048.720337 Iteration 0F: 3 clusters Score -6212722 nChanged 49611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48334 members Mstep: Class 2 contains 52820 members Entering Unmasked Estep Score: -6243255.000000 Penalty: 1048.720337 Iteration 1F: 3 clusters Score -6243255 nChanged 4642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47106 members Mstep: Class 2 contains 54048 members Entering Unmasked Estep Score: -6245058.000000 Penalty: 1048.720337 Iteration 2Q: 3 clusters Score -6245058 nChanged 5010 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45680 members Mstep: Class 2 contains 55474 members Entering Unmasked Estep Score: -6247042.000000 Penalty: 1048.720337 Iteration 3Q: 3 clusters Score -6247042 nChanged 5232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44222 members Mstep: Class 2 contains 56932 members Entering Unmasked Estep Score: -6249347.000000 Penalty: 1048.720337 Iteration 4F: 3 clusters Score -6249347 nChanged 5284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42854 members Mstep: Class 2 contains 58300 members Entering Unmasked Estep Score: -6252212.500000 Penalty: 1048.720337 Iteration 5F: 3 clusters Score -6252212 nChanged 5442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41444 members Mstep: Class 2 contains 59710 members Entering Unmasked Estep Score: -6255521.000000 Penalty: 1048.720337 Iteration 6F: 3 clusters Score -6255521 nChanged 5366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40100 members Mstep: Class 2 contains 61054 members Entering Unmasked Estep Score: -6259173.500000 Penalty: 1048.720337 Iteration 7F: 3 clusters Score -6259174 nChanged 4943 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38889 members Mstep: Class 2 contains 62265 members Entering Unmasked Estep Score: -6262297.000000 Penalty: 1048.720337 Iteration 8Q: 3 clusters Score -6262297 nChanged 3929 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37570 members Mstep: Class 2 contains 63584 members Entering Unmasked Estep Score: -6264294.000000 Penalty: 1048.720337 Iteration 9Q: 3 clusters Score -6264294 nChanged 2655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36151 members Mstep: Class 2 contains 65003 members Entering Unmasked Estep Score: -6265135.000000 Penalty: 1048.720337 Iteration 10Q: 3 clusters Score -6265135 nChanged 1745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34696 members Mstep: Class 2 contains 66458 members Entering Unmasked Estep Score: -6265544.500000 Penalty: 1048.720337 Iteration 11Q: 3 clusters Score -6265544 nChanged 1620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33134 members Mstep: Class 2 contains 68020 members Entering Unmasked Estep Score: -6265999.000000 Penalty: 1048.720337 Iteration 12Q: 3 clusters Score -6265999 nChanged 1715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31427 members Mstep: Class 2 contains 69727 members Entering Unmasked Estep Score: -6266447.500000 Penalty: 1048.720337 Iteration 13Q: 3 clusters Score -6266448 nChanged 1739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29688 members Mstep: Class 2 contains 71466 members Entering Unmasked Estep Score: -6266871.500000 Penalty: 1048.720337 Iteration 14Q: 3 clusters Score -6266872 nChanged 1802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27886 members Mstep: Class 2 contains 73268 members Entering Unmasked Estep Score: -6267461.000000 Penalty: 1048.720337 Iteration 15Q: 3 clusters Score -6267461 nChanged 2018 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25868 members Mstep: Class 2 contains 75286 members Entering Unmasked Estep Score: -6268102.000000 Penalty: 1048.720337 Iteration 16Q: 3 clusters Score -6268102 nChanged 2054 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23814 members Mstep: Class 2 contains 77340 members Entering Unmasked Estep Score: -6268828.000000 Penalty: 1048.720337 Iteration 17Q: 3 clusters Score -6268828 nChanged 2089 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21725 members Mstep: Class 2 contains 79429 members Entering Unmasked Estep Score: -6269621.500000 Penalty: 1048.720337 Iteration 18Q: 3 clusters Score -6269622 nChanged 2125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19600 members Mstep: Class 2 contains 81554 members Entering Unmasked Estep Score: -6270488.500000 Penalty: 1048.720337 Iteration 19Q: 3 clusters Score -6270488 nChanged 2132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17468 members Mstep: Class 2 contains 83686 members Entering Unmasked Estep Score: -6271371.000000 Penalty: 1048.720337 Iteration 20F: 3 clusters Score -6271371 nChanged 2116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15352 members Mstep: Class 2 contains 85802 members Entering Unmasked Estep Score: -6272305.500000 Penalty: 1048.720337 Iteration 21Q: 3 clusters Score -6272306 nChanged 2019 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13333 members Mstep: Class 2 contains 87821 members Entering Unmasked Estep Score: -6273211.000000 Penalty: 1048.720337 Iteration 22Q: 3 clusters Score -6273211 nChanged 1924 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11409 members Mstep: Class 2 contains 89745 members Entering Unmasked Estep Score: -6274083.000000 Penalty: 1048.720337 Iteration 23Q: 3 clusters Score -6274083 nChanged 1846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9563 members Mstep: Class 2 contains 91591 members Entering Unmasked Estep Score: -6275022.500000 Penalty: 1048.720337 Iteration 24Q: 3 clusters Score -6275022 nChanged 1715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7848 members Mstep: Class 2 contains 93306 members Entering Unmasked Estep Score: -6275944.000000 Penalty: 1048.720337 Iteration 25Q: 3 clusters Score -6275944 nChanged 1516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6332 members Mstep: Class 2 contains 94822 members Entering Unmasked Estep Score: -6276754.500000 Penalty: 1048.720337 Iteration 26Q: 3 clusters Score -6276754 nChanged 1347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4985 members Mstep: Class 2 contains 96169 members Entering Unmasked Estep Score: -6277513.000000 Penalty: 1048.720337 Iteration 27Q: 3 clusters Score -6277513 nChanged 1163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3822 members Mstep: Class 2 contains 97332 members Entering Unmasked Estep Score: -6278152.000000 Penalty: 1048.720337 Iteration 28Q: 3 clusters Score -6278152 nChanged 954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2868 members Mstep: Class 2 contains 98286 members Entering Unmasked Estep Score: -6278692.500000 Penalty: 1048.720337 Iteration 29Q: 3 clusters Score -6278692 nChanged 777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2091 members Mstep: Class 2 contains 99063 members Entering Unmasked Estep Score: -6279110.000000 Penalty: 1048.720337 Iteration 30Q: 3 clusters Score -6279110 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 99684 members Entering Unmasked Estep Score: -6279487.000000 Penalty: 1048.720337 Iteration 31Q: 3 clusters Score -6279487 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 100136 members Entering Unmasked Estep Score: -6279755.500000 Penalty: 1048.720337 Iteration 32Q: 3 clusters Score -6279756 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 100474 members Entering Unmasked Estep Score: -6279982.000000 Penalty: 1048.720337 Iteration 33Q: 3 clusters Score -6279982 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 100662 members Entering Unmasked Estep Score: -6280093.500000 Penalty: 1048.720337 Iteration 34Q: 3 clusters Score -6280094 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 100785 members Entering Unmasked Estep Score: -6280198.500000 Penalty: 1048.720337 Iteration 35Q: 3 clusters Score -6280198 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 100843 members Entering Unmasked Estep Score: -6280217.000000 Penalty: 1048.720337 Iteration 36Q: 3 clusters Score -6280217 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 100874 members Entering Unmasked Estep Score: -6280236.500000 Penalty: 1048.720337 Iteration 37Q: 3 clusters Score -6280236 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 100904 members Entering Unmasked Estep Score: -6280270.000000 Penalty: 1048.720337 Iteration 38Q: 3 clusters Score -6280270 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 100917 members Entering Unmasked Estep Score: -6280293.500000 Penalty: 1048.720337 Iteration 39Q: 3 clusters Score -6280294 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 100927 members Entering Unmasked Estep Score: -6280311.500000 Penalty: 1048.720337 Iteration 40F: 3 clusters Score -6280312 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 100931 members Entering Unmasked Estep Score: -6280314.000000 Penalty: 1048.720337 Iteration 41Q: 3 clusters Score -6280314 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 100933 members Entering Unmasked Estep Score: -6280322.500000 Penalty: 1048.720337 Iteration 42Q: 3 clusters Score -6280322 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 100930 members Entering Unmasked Estep Score: -6280320.000000 Penalty: 1048.720337 Iteration 43Q: 3 clusters Score -6280320 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 100930 members Entering Unmasked Estep Score: -6280322.500000 Penalty: 1048.720337 Iteration 44Q: 3 clusters Score -6280322 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 100930 members Entering Unmasked Estep Score: -6280323.500000 Penalty: 1048.720337 Iteration 45Q: 3 clusters Score -6280324 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 100933 members Entering Unmasked Estep Score: -6280319.000000 Penalty: 1048.720337 Iteration 46Q: 3 clusters Score -6280319 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 100932 members Entering Unmasked Estep Score: -6280319.500000 Penalty: 1048.720337 Iteration 47Q: 3 clusters Score -6280320 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 100932 members Entering Unmasked Estep Score: -6280319.500000 Penalty: 1048.720337 Iteration 48F: 3 clusters Score -6280320 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (12655 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12655 members Entering Unmasked Estep Score: -767815.562500 Penalty: 429.784241 Iteration 0F: 2 clusters Score -767815.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6247 members Mstep: Class 2 contains 6408 members Entering Unmasked Estep Score: -759443.812500 Penalty: 859.568481 Iteration 0F: 3 clusters Score -759443.8 nChanged 5832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5947 members Mstep: Class 2 contains 6708 members Entering Unmasked Estep Score: -762762.187500 Penalty: 859.568481 Iteration 1F: 3 clusters Score -762762.2 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5729 members Mstep: Class 2 contains 6926 members Entering Unmasked Estep Score: -763037.375000 Penalty: 859.568481 Iteration 2Q: 3 clusters Score -763037.4 nChanged 668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5411 members Mstep: Class 2 contains 7244 members Entering Unmasked Estep Score: -763375.687500 Penalty: 859.568481 Iteration 3F: 3 clusters Score -763375.7 nChanged 742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4971 members Mstep: Class 2 contains 7684 members Entering Unmasked Estep Score: -763846.187500 Penalty: 859.568481 Iteration 4F: 3 clusters Score -763846.2 nChanged 819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4478 members Mstep: Class 2 contains 8177 members Entering Unmasked Estep Score: -764415.937500 Penalty: 859.568481 Iteration 5F: 3 clusters Score -764415.9 nChanged 805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4007 members Mstep: Class 2 contains 8648 members Entering Unmasked Estep Score: -765044.000000 Penalty: 859.568481 Iteration 6F: 3 clusters Score -765044 nChanged 716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3615 members Mstep: Class 2 contains 9040 members Entering Unmasked Estep Score: -765599.562500 Penalty: 859.568481 Iteration 7F: 3 clusters Score -765599.6 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3333 members Mstep: Class 2 contains 9322 members Entering Unmasked Estep Score: -765942.437500 Penalty: 859.568481 Iteration 8Q: 3 clusters Score -765942.4 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3107 members Mstep: Class 2 contains 9548 members Entering Unmasked Estep Score: -766144.875000 Penalty: 859.568481 Iteration 9Q: 3 clusters Score -766144.9 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2902 members Mstep: Class 2 contains 9753 members Entering Unmasked Estep Score: -766254.437500 Penalty: 859.568481 Iteration 10Q: 3 clusters Score -766254.4 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2706 members Mstep: Class 2 contains 9949 members Entering Unmasked Estep Score: -766335.562500 Penalty: 859.568481 Iteration 11Q: 3 clusters Score -766335.6 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2508 members Mstep: Class 2 contains 10147 members Entering Unmasked Estep Score: -766420.375000 Penalty: 859.568481 Iteration 12Q: 3 clusters Score -766420.4 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2290 members Mstep: Class 2 contains 10365 members Entering Unmasked Estep Score: -766516.812500 Penalty: 859.568481 Iteration 13Q: 3 clusters Score -766516.8 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2101 members Mstep: Class 2 contains 10554 members Entering Unmasked Estep Score: -766594.312500 Penalty: 859.568481 Iteration 14Q: 3 clusters Score -766594.3 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1911 members Mstep: Class 2 contains 10744 members Entering Unmasked Estep Score: -766679.062500 Penalty: 859.568481 Iteration 15Q: 3 clusters Score -766679.1 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 10910 members Entering Unmasked Estep Score: -766744.000000 Penalty: 859.568481 Iteration 16Q: 3 clusters Score -766744 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 11062 members Entering Unmasked Estep Score: -766803.187500 Penalty: 859.568481 Iteration 17Q: 3 clusters Score -766803.2 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 11214 members Entering Unmasked Estep Score: -766865.937500 Penalty: 859.568481 Iteration 18Q: 3 clusters Score -766865.9 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 11357 members Entering Unmasked Estep Score: -766932.312500 Penalty: 859.568481 Iteration 19Q: 3 clusters Score -766932.3 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 11509 members Entering Unmasked Estep Score: -767006.937500 Penalty: 859.568481 Iteration 20F: 3 clusters Score -767006.9 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 11652 members Entering Unmasked Estep Score: -767085.812500 Penalty: 859.568481 Iteration 21Q: 3 clusters Score -767085.8 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 11792 members Entering Unmasked Estep Score: -767163.625000 Penalty: 859.568481 Iteration 22Q: 3 clusters Score -767163.6 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 11898 members Entering Unmasked Estep Score: -767222.812500 Penalty: 859.568481 Iteration 23Q: 3 clusters Score -767222.8 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 11986 members Entering Unmasked Estep Score: -767265.625000 Penalty: 859.568481 Iteration 24Q: 3 clusters Score -767265.6 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 12065 members Entering Unmasked Estep Score: -767310.062500 Penalty: 859.568481 Iteration 25Q: 3 clusters Score -767310.1 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 12135 members Entering Unmasked Estep Score: -767339.187500 Penalty: 859.568481 Iteration 26Q: 3 clusters Score -767339.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 12183 members Entering Unmasked Estep Score: -767358.062500 Penalty: 859.568481 Iteration 27Q: 3 clusters Score -767358.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 12228 members Entering Unmasked Estep Score: -767383.250000 Penalty: 859.568481 Iteration 28Q: 3 clusters Score -767383.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 12263 members Entering Unmasked Estep Score: -767402.187500 Penalty: 859.568481 Iteration 29Q: 3 clusters Score -767402.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 12298 members Entering Unmasked Estep Score: -767419.312500 Penalty: 859.568481 Iteration 30Q: 3 clusters Score -767419.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 12316 members Entering Unmasked Estep Score: -767428.875000 Penalty: 859.568481 Iteration 31Q: 3 clusters Score -767428.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 12339 members Entering Unmasked Estep Score: -767436.250000 Penalty: 859.568481 Iteration 32Q: 3 clusters Score -767436.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 12351 members Entering Unmasked Estep Score: -767441.375000 Penalty: 859.568481 Iteration 33Q: 3 clusters Score -767441.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 12363 members Entering Unmasked Estep Score: -767443.062500 Penalty: 859.568481 Iteration 34Q: 3 clusters Score -767443.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 12372 members Entering Unmasked Estep Score: -767446.687500 Penalty: 859.568481 Iteration 35Q: 3 clusters Score -767446.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 12378 members Entering Unmasked Estep Score: -767448.000000 Penalty: 859.568481 Iteration 36Q: 3 clusters Score -767448 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 12379 members Entering Unmasked Estep Score: -767447.937500 Penalty: 859.568481 Iteration 37Q: 3 clusters Score -767447.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 12380 members Entering Unmasked Estep Score: -767447.500000 Penalty: 859.568481 Iteration 38Q: 3 clusters Score -767447.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 12382 members Entering Unmasked Estep Score: -767447.000000 Penalty: 859.568481 Iteration 39Q: 3 clusters Score -767447 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 12382 members Entering Unmasked Estep Score: -767447.000000 Penalty: 859.568481 Iteration 40F: 3 clusters Score -767447 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1010 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Entering Unmasked Estep Score: -51637.441406 Penalty: 314.755615 Iteration 0F: 2 clusters Score -51637.44 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -50854.250000 Penalty: 629.511230 Iteration 0F: 3 clusters Score -50854.25 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -51091.746094 Penalty: 629.511230 Iteration 1F: 3 clusters Score -51091.75 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -51152.750000 Penalty: 629.511230 Iteration 2F: 3 clusters Score -51152.75 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -51199.121094 Penalty: 629.511230 Iteration 3F: 3 clusters Score -51199.12 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -51238.984375 Penalty: 629.511230 Iteration 4F: 3 clusters Score -51238.98 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -51278.011719 Penalty: 629.511230 Iteration 5F: 3 clusters Score -51278.01 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -51306.410156 Penalty: 629.511230 Iteration 6Q: 3 clusters Score -51306.41 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -51328.222656 Penalty: 629.511230 Iteration 7Q: 3 clusters Score -51328.22 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -51357.167969 Penalty: 629.511230 Iteration 8Q: 3 clusters Score -51357.17 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -51387.144531 Penalty: 629.511230 Iteration 9Q: 3 clusters Score -51387.14 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -51431.929688 Penalty: 629.511230 Iteration 10Q: 3 clusters Score -51431.93 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -51446.445312 Penalty: 629.511230 Iteration 11Q: 3 clusters Score -51446.45 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -51460.937500 Penalty: 629.511230 Iteration 12Q: 3 clusters Score -51460.94 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -51476.035156 Penalty: 629.511230 Iteration 13Q: 3 clusters Score -51476.04 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -51486.859375 Penalty: 629.511230 Iteration 14Q: 3 clusters Score -51486.86 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -51492.347656 Penalty: 629.511230 Iteration 15Q: 3 clusters Score -51492.35 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -51495.019531 Penalty: 629.511230 Iteration 16Q: 3 clusters Score -51495.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -51495.730469 Penalty: 629.511230 Iteration 17Q: 3 clusters Score -51495.73 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -51496.144531 Penalty: 629.511230 Iteration 18Q: 3 clusters Score -51496.14 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -51496.144531 Penalty: 629.511230 Iteration 19F: 3 clusters Score -51496.14 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2398 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2398 members Entering Unmasked Estep Score: -109168.828125 Penalty: 354.098755 Iteration 0F: 2 clusters Score -109168.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -107504.000000 Penalty: 708.197510 Iteration 0F: 3 clusters Score -107504 nChanged 1042 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -108358.000000 Penalty: 708.197510 Iteration 1F: 3 clusters Score -108358 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -108536.093750 Penalty: 708.197510 Iteration 2F: 3 clusters Score -108536.1 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -108720.062500 Penalty: 708.197510 Iteration 3F: 3 clusters Score -108720.1 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -108925.015625 Penalty: 708.197510 Iteration 4F: 3 clusters Score -108925 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1656 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -109065.796875 Penalty: 708.197510 Iteration 5F: 3 clusters Score -109065.8 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -109158.132812 Penalty: 708.197510 Iteration 6Q: 3 clusters Score -109158.1 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -109224.851562 Penalty: 708.197510 Iteration 7Q: 3 clusters Score -109224.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -109269.000000 Penalty: 708.197510 Iteration 8Q: 3 clusters Score -109269 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1845 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -109304.328125 Penalty: 708.197510 Iteration 9Q: 3 clusters Score -109304.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -109333.492188 Penalty: 708.197510 Iteration 10Q: 3 clusters Score -109333.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1916 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -109358.625000 Penalty: 708.197510 Iteration 11Q: 3 clusters Score -109358.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1942 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -109376.093750 Penalty: 708.197510 Iteration 12Q: 3 clusters Score -109376.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -109388.328125 Penalty: 708.197510 Iteration 13Q: 3 clusters Score -109388.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -109393.265625 Penalty: 708.197510 Iteration 14Q: 3 clusters Score -109393.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -109396.875000 Penalty: 708.197510 Iteration 15Q: 3 clusters Score -109396.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1990 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -109397.164062 Penalty: 708.197510 Iteration 16Q: 3 clusters Score -109397.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -109397.320312 Penalty: 708.197510 Iteration 17Q: 3 clusters Score -109397.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1993 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -109398.921875 Penalty: 708.197510 Iteration 18Q: 3 clusters Score -109398.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1996 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -109399.179688 Penalty: 708.197510 Iteration 19Q: 3 clusters Score -109399.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1996 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -109400.117188 Penalty: 708.197510 Iteration 20F: 3 clusters Score -109400.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1997 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -109401.000000 Penalty: 708.197510 Iteration 21Q: 3 clusters Score -109401 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -109402.734375 Penalty: 708.197510 Iteration 22Q: 3 clusters Score -109402.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2003 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -109402.835938 Penalty: 708.197510 Iteration 23Q: 3 clusters Score -109402.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2003 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -109402.835938 Penalty: 708.197510 Iteration 24F: 3 clusters Score -109402.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 101154 members Mstep: Class 2 contains 12655 members Mstep: Class 3 contains 1010 members Mstep: Class 4 contains 2003 members Mstep: Class 5 contains 4368 members Mstep: Class 6 contains 57836 members Mstep: Class 7 contains 1729 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 7232 members Mstep: Class 10 contains 11333 members Mstep: Class 11 contains 3812 members Mstep: Class 12 contains 7060 members Mstep: Class 13 contains 2751 members Mstep: Class 14 contains 888 members Mstep: Class 15 contains 8270 members Mstep: Class 16 contains 3941 members Mstep: Class 17 contains 515 members Mstep: Class 18 contains 15718 members Mstep: Class 19 contains 13326 members Mstep: Class 20 contains 6146 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 20054 members Mstep: Class 23 contains 704 members Mstep: Class 24 contains 920 members Mstep: Class 25 contains 10290 members Mstep: Class 26 contains 1430 members Mstep: Class 27 contains 5256 members Mstep: Class 28 contains 7046 members Mstep: Class 29 contains 3466 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 395 members Entering Unmasked Estep Score: -17799196.000000 Penalty: 17843.089844 Splitting cluster 4 changes total score from -17799204.000000 to -17799196.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 5 (4368 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4368 members Entering Unmasked Estep Score: -246688.734375 Penalty: 381.383728 Iteration 0F: 2 clusters Score -246688.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2135 members Mstep: Class 2 contains 2233 members Entering Unmasked Estep Score: -243740.640625 Penalty: 762.767456 Iteration 0F: 3 clusters Score -243740.6 nChanged 1974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 2211 members Entering Unmasked Estep Score: -245034.906250 Penalty: 762.767456 Iteration 1F: 3 clusters Score -245034.9 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2243 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -245302.062500 Penalty: 762.767456 Iteration 2F: 3 clusters Score -245302.1 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2319 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -245513.125000 Penalty: 762.767456 Iteration 3F: 3 clusters Score -245513.1 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 2014 members Entering Unmasked Estep Score: -245655.609375 Penalty: 762.767456 Iteration 4F: 3 clusters Score -245655.6 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -245771.890625 Penalty: 762.767456 Iteration 5Q: 3 clusters Score -245771.9 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2311 members Mstep: Class 2 contains 2057 members Entering Unmasked Estep Score: -245852.578125 Penalty: 762.767456 Iteration 6Q: 3 clusters Score -245852.6 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2272 members Mstep: Class 2 contains 2096 members Entering Unmasked Estep Score: -245922.578125 Penalty: 762.767456 Iteration 7Q: 3 clusters Score -245922.6 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2223 members Mstep: Class 2 contains 2145 members Entering Unmasked Estep Score: -246004.187500 Penalty: 762.767456 Iteration 8Q: 3 clusters Score -246004.2 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 2199 members Entering Unmasked Estep Score: -246100.250000 Penalty: 762.767456 Iteration 9Q: 3 clusters Score -246100.2 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2125 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -246172.562500 Penalty: 762.767456 Iteration 10Q: 3 clusters Score -246172.6 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2102 members Mstep: Class 2 contains 2266 members Entering Unmasked Estep Score: -246222.171875 Penalty: 762.767456 Iteration 11Q: 3 clusters Score -246222.2 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -246277.140625 Penalty: 762.767456 Iteration 12Q: 3 clusters Score -246277.1 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2051 members Mstep: Class 2 contains 2317 members Entering Unmasked Estep Score: -246330.796875 Penalty: 762.767456 Iteration 13Q: 3 clusters Score -246330.8 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 2342 members Entering Unmasked Estep Score: -246376.171875 Penalty: 762.767456 Iteration 14Q: 3 clusters Score -246376.2 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2005 members Mstep: Class 2 contains 2363 members Entering Unmasked Estep Score: -246411.656250 Penalty: 762.767456 Iteration 15Q: 3 clusters Score -246411.7 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 2388 members Entering Unmasked Estep Score: -246437.671875 Penalty: 762.767456 Iteration 16Q: 3 clusters Score -246437.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1958 members Mstep: Class 2 contains 2410 members Entering Unmasked Estep Score: -246447.234375 Penalty: 762.767456 Iteration 17Q: 3 clusters Score -246447.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 2428 members Entering Unmasked Estep Score: -246453.781250 Penalty: 762.767456 Iteration 18Q: 3 clusters Score -246453.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 2439 members Entering Unmasked Estep Score: -246457.062500 Penalty: 762.767456 Iteration 19Q: 3 clusters Score -246457.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 2451 members Entering Unmasked Estep Score: -246460.703125 Penalty: 762.767456 Iteration 20F: 3 clusters Score -246460.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 2456 members Entering Unmasked Estep Score: -246463.859375 Penalty: 762.767456 Iteration 21Q: 3 clusters Score -246463.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1911 members Mstep: Class 2 contains 2457 members Entering Unmasked Estep Score: -246466.687500 Penalty: 762.767456 Iteration 22Q: 3 clusters Score -246466.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1911 members Mstep: Class 2 contains 2457 members Entering Unmasked Estep Score: -246467.640625 Penalty: 762.767456 Iteration 23Q: 3 clusters Score -246467.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 2459 members Entering Unmasked Estep Score: -246468.453125 Penalty: 762.767456 Iteration 24Q: 3 clusters Score -246468.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 2456 members Entering Unmasked Estep Score: -246468.750000 Penalty: 762.767456 Iteration 25Q: 3 clusters Score -246468.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 2456 members Entering Unmasked Estep Score: -246468.734375 Penalty: 762.767456 Iteration 26Q: 3 clusters Score -246468.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 2456 members Entering Unmasked Estep Score: -246469.000000 Penalty: 762.767456 Iteration 27Q: 3 clusters Score -246469 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 2456 members Entering Unmasked Estep Score: -246469.000000 Penalty: 762.767456 Iteration 28F: 3 clusters Score -246469 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (57836 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57836 members Entering Unmasked Estep Score: -3607628.750000 Penalty: 498.924164 Iteration 0F: 2 clusters Score -3607629 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29067 members Mstep: Class 2 contains 28769 members Entering Unmasked Estep Score: -3568791.750000 Penalty: 997.848328 Iteration 0F: 3 clusters Score -3568792 nChanged 28140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30793 members Mstep: Class 2 contains 27043 members Entering Unmasked Estep Score: -3586123.500000 Penalty: 997.848328 Iteration 1F: 3 clusters Score -3586124 nChanged 2663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31878 members Mstep: Class 2 contains 25958 members Entering Unmasked Estep Score: -3587276.000000 Penalty: 997.848328 Iteration 2Q: 3 clusters Score -3587276 nChanged 3081 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33677 members Mstep: Class 2 contains 24159 members Entering Unmasked Estep Score: -3589032.000000 Penalty: 997.848328 Iteration 3F: 3 clusters Score -3589032 nChanged 3663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36266 members Mstep: Class 2 contains 21570 members Entering Unmasked Estep Score: -3591675.750000 Penalty: 997.848328 Iteration 4F: 3 clusters Score -3591676 nChanged 3912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39218 members Mstep: Class 2 contains 18618 members Entering Unmasked Estep Score: -3594725.750000 Penalty: 997.848328 Iteration 5F: 3 clusters Score -3594726 nChanged 3655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41859 members Mstep: Class 2 contains 15977 members Entering Unmasked Estep Score: -3597465.750000 Penalty: 997.848328 Iteration 6F: 3 clusters Score -3597466 nChanged 2848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43865 members Mstep: Class 2 contains 13971 members Entering Unmasked Estep Score: -3599238.500000 Penalty: 997.848328 Iteration 7Q: 3 clusters Score -3599238 nChanged 2120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45477 members Mstep: Class 2 contains 12359 members Entering Unmasked Estep Score: -3600319.750000 Penalty: 997.848328 Iteration 8Q: 3 clusters Score -3600320 nChanged 1614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46889 members Mstep: Class 2 contains 10947 members Entering Unmasked Estep Score: -3601083.750000 Penalty: 997.848328 Iteration 9Q: 3 clusters Score -3601084 nChanged 1373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48218 members Mstep: Class 2 contains 9618 members Entering Unmasked Estep Score: -3601790.750000 Penalty: 997.848328 Iteration 10Q: 3 clusters Score -3601791 nChanged 1328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49542 members Mstep: Class 2 contains 8294 members Entering Unmasked Estep Score: -3602515.750000 Penalty: 997.848328 Iteration 11Q: 3 clusters Score -3602516 nChanged 1274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50816 members Mstep: Class 2 contains 7020 members Entering Unmasked Estep Score: -3603203.000000 Penalty: 997.848328 Iteration 12Q: 3 clusters Score -3603203 nChanged 1187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52001 members Mstep: Class 2 contains 5835 members Entering Unmasked Estep Score: -3603911.000000 Penalty: 997.848328 Iteration 13Q: 3 clusters Score -3603911 nChanged 1100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53101 members Mstep: Class 2 contains 4735 members Entering Unmasked Estep Score: -3604534.750000 Penalty: 997.848328 Iteration 14Q: 3 clusters Score -3604535 nChanged 956 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54057 members Mstep: Class 2 contains 3779 members Entering Unmasked Estep Score: -3605116.500000 Penalty: 997.848328 Iteration 15Q: 3 clusters Score -3605116 nChanged 804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54861 members Mstep: Class 2 contains 2975 members Entering Unmasked Estep Score: -3605596.250000 Penalty: 997.848328 Iteration 16Q: 3 clusters Score -3605596 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55517 members Mstep: Class 2 contains 2319 members Entering Unmasked Estep Score: -3606029.500000 Penalty: 997.848328 Iteration 17Q: 3 clusters Score -3606030 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56066 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -3606385.250000 Penalty: 997.848328 Iteration 18Q: 3 clusters Score -3606385 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56492 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -3606668.250000 Penalty: 997.848328 Iteration 19Q: 3 clusters Score -3606668 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56819 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -3606864.750000 Penalty: 997.848328 Iteration 20F: 3 clusters Score -3606865 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57015 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -3606962.500000 Penalty: 997.848328 Iteration 21Q: 3 clusters Score -3606962 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57154 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -3607046.500000 Penalty: 997.848328 Iteration 22Q: 3 clusters Score -3607046 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57249 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -3607099.250000 Penalty: 997.848328 Iteration 23Q: 3 clusters Score -3607099 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57315 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -3607146.750000 Penalty: 997.848328 Iteration 24Q: 3 clusters Score -3607147 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57362 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -3607181.750000 Penalty: 997.848328 Iteration 25Q: 3 clusters Score -3607182 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57406 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -3607200.750000 Penalty: 997.848328 Iteration 26Q: 3 clusters Score -3607201 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57437 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -3607209.500000 Penalty: 997.848328 Iteration 27Q: 3 clusters Score -3607210 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57456 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -3607219.000000 Penalty: 997.848328 Iteration 28Q: 3 clusters Score -3607219 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57474 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -3607231.000000 Penalty: 997.848328 Iteration 29Q: 3 clusters Score -3607231 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57490 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -3607234.250000 Penalty: 997.848328 Iteration 30Q: 3 clusters Score -3607234 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57504 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -3607238.750000 Penalty: 997.848328 Iteration 31Q: 3 clusters Score -3607239 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57512 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -3607240.750000 Penalty: 997.848328 Iteration 32Q: 3 clusters Score -3607241 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57517 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -3607247.500000 Penalty: 997.848328 Iteration 33Q: 3 clusters Score -3607248 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57525 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -3607250.500000 Penalty: 997.848328 Iteration 34Q: 3 clusters Score -3607250 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57534 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -3607257.500000 Penalty: 997.848328 Iteration 35Q: 3 clusters Score -3607258 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57536 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -3607257.750000 Penalty: 997.848328 Iteration 36Q: 3 clusters Score -3607258 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57538 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -3607258.500000 Penalty: 997.848328 Iteration 37Q: 3 clusters Score -3607258 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57537 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -3607260.500000 Penalty: 997.848328 Iteration 38Q: 3 clusters Score -3607260 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57538 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -3607257.500000 Penalty: 997.848328 Iteration 39Q: 3 clusters Score -3607258 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57539 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -3607260.250000 Penalty: 997.848328 Iteration 40F: 3 clusters Score -3607260 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57539 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -3607260.000000 Penalty: 997.848328 Iteration 41Q: 3 clusters Score -3607260 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57539 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -3607260.000000 Penalty: 997.848328 Iteration 42F: 3 clusters Score -3607260 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (1729 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Entering Unmasked Estep Score: -99577.406250 Penalty: 339.216064 Iteration 0F: 2 clusters Score -99577.41 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -98300.093750 Penalty: 678.432129 Iteration 0F: 3 clusters Score -98300.09 nChanged 719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -98735.273438 Penalty: 678.432129 Iteration 1F: 3 clusters Score -98735.27 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -98853.281250 Penalty: 678.432129 Iteration 2F: 3 clusters Score -98853.28 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -98955.757812 Penalty: 678.432129 Iteration 3F: 3 clusters Score -98955.76 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -99059.445312 Penalty: 678.432129 Iteration 4F: 3 clusters Score -99059.45 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -99151.476562 Penalty: 678.432129 Iteration 5F: 3 clusters Score -99151.48 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -99232.570312 Penalty: 678.432129 Iteration 6Q: 3 clusters Score -99232.57 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -99287.921875 Penalty: 678.432129 Iteration 7Q: 3 clusters Score -99287.92 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -99322.062500 Penalty: 678.432129 Iteration 8Q: 3 clusters Score -99322.06 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -99338.070312 Penalty: 678.432129 Iteration 9Q: 3 clusters Score -99338.07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -99348.937500 Penalty: 678.432129 Iteration 10Q: 3 clusters Score -99348.94 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -99354.335938 Penalty: 678.432129 Iteration 11Q: 3 clusters Score -99354.34 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -99357.335938 Penalty: 678.432129 Iteration 12Q: 3 clusters Score -99357.34 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -99359.679688 Penalty: 678.432129 Iteration 13Q: 3 clusters Score -99359.68 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -99364.210938 Penalty: 678.432129 Iteration 14Q: 3 clusters Score -99364.21 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -99369.007812 Penalty: 678.432129 Iteration 15Q: 3 clusters Score -99369.01 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -99372.468750 Penalty: 678.432129 Iteration 16Q: 3 clusters Score -99372.47 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -99377.242188 Penalty: 678.432129 Iteration 17Q: 3 clusters Score -99377.24 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -99378.859375 Penalty: 678.432129 Iteration 18Q: 3 clusters Score -99378.86 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -99380.718750 Penalty: 678.432129 Iteration 19Q: 3 clusters Score -99380.72 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -99383.445312 Penalty: 678.432129 Iteration 20F: 3 clusters Score -99383.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -99383.796875 Penalty: 678.432129 Iteration 21Q: 3 clusters Score -99383.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -99384.585938 Penalty: 678.432129 Iteration 22Q: 3 clusters Score -99384.59 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -99385.773438 Penalty: 678.432129 Iteration 23Q: 3 clusters Score -99385.77 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -99385.968750 Penalty: 678.432129 Iteration 24Q: 3 clusters Score -99385.97 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -99385.968750 Penalty: 678.432129 Iteration 25F: 3 clusters Score -99385.97 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (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: -6115.267578 Penalty: 227.679550 Iteration 0F: 2 clusters Score -6115.268 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 69 members Entering Unmasked Estep Score: -5908.196777 Penalty: 455.359100 Iteration 0F: 3 clusters Score -5908.197 nChanged 34 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: -5978.991699 Penalty: 455.359100 Iteration 1F: 3 clusters Score -5978.992 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -5992.745605 Penalty: 455.359100 Iteration 2F: 3 clusters Score -5992.746 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -6007.422363 Penalty: 455.359100 Iteration 3F: 3 clusters Score -6007.422 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -6012.405273 Penalty: 455.359100 Iteration 4Q: 3 clusters Score -6012.405 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -6016.227051 Penalty: 455.359100 Iteration 5Q: 3 clusters Score -6016.227 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -6026.263672 Penalty: 455.359100 Iteration 6Q: 3 clusters Score -6026.264 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -6027.747559 Penalty: 455.359100 Iteration 7Q: 3 clusters Score -6027.748 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -6027.747559 Penalty: 455.359100 Iteration 8F: 3 clusters Score -6027.748 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (7232 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7232 members Entering Unmasked Estep Score: -413478.843750 Penalty: 404.325317 Iteration 0F: 2 clusters Score -413478.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3625 members Mstep: Class 2 contains 3607 members Entering Unmasked Estep Score: -408648.281250 Penalty: 808.650635 Iteration 0F: 3 clusters Score -408648.3 nChanged 3323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3544 members Mstep: Class 2 contains 3688 members Entering Unmasked Estep Score: -410508.218750 Penalty: 808.650635 Iteration 1F: 3 clusters Score -410508.2 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3493 members Mstep: Class 2 contains 3739 members Entering Unmasked Estep Score: -410675.718750 Penalty: 808.650635 Iteration 2F: 3 clusters Score -410675.7 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3429 members Mstep: Class 2 contains 3803 members Entering Unmasked Estep Score: -410819.281250 Penalty: 808.650635 Iteration 3F: 3 clusters Score -410819.3 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3374 members Mstep: Class 2 contains 3858 members Entering Unmasked Estep Score: -410944.812500 Penalty: 808.650635 Iteration 4Q: 3 clusters Score -410944.8 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3343 members Mstep: Class 2 contains 3889 members Entering Unmasked Estep Score: -411084.437500 Penalty: 808.650635 Iteration 5Q: 3 clusters Score -411084.4 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3295 members Mstep: Class 2 contains 3937 members Entering Unmasked Estep Score: -411239.312500 Penalty: 808.650635 Iteration 6Q: 3 clusters Score -411239.3 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3237 members Mstep: Class 2 contains 3995 members Entering Unmasked Estep Score: -411412.281250 Penalty: 808.650635 Iteration 7Q: 3 clusters Score -411412.3 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3166 members Mstep: Class 2 contains 4066 members Entering Unmasked Estep Score: -411601.218750 Penalty: 808.650635 Iteration 8Q: 3 clusters Score -411601.2 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3114 members Mstep: Class 2 contains 4118 members Entering Unmasked Estep Score: -411810.312500 Penalty: 808.650635 Iteration 9Q: 3 clusters Score -411810.3 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3064 members Mstep: Class 2 contains 4168 members Entering Unmasked Estep Score: -412081.812500 Penalty: 808.650635 Iteration 10Q: 3 clusters Score -412081.8 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3018 members Mstep: Class 2 contains 4214 members Entering Unmasked Estep Score: -412320.343750 Penalty: 808.650635 Iteration 11Q: 3 clusters Score -412320.3 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3005 members Mstep: Class 2 contains 4227 members Entering Unmasked Estep Score: -412500.093750 Penalty: 808.650635 Iteration 12Q: 3 clusters Score -412500.1 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3009 members Mstep: Class 2 contains 4223 members Entering Unmasked Estep Score: -412602.500000 Penalty: 808.650635 Iteration 13Q: 3 clusters Score -412602.5 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3009 members Mstep: Class 2 contains 4223 members Entering Unmasked Estep Score: -412681.531250 Penalty: 808.650635 Iteration 14Q: 3 clusters Score -412681.5 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3022 members Mstep: Class 2 contains 4210 members Entering Unmasked Estep Score: -412748.531250 Penalty: 808.650635 Iteration 15Q: 3 clusters Score -412748.5 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3048 members Mstep: Class 2 contains 4184 members Entering Unmasked Estep Score: -412805.437500 Penalty: 808.650635 Iteration 16Q: 3 clusters Score -412805.4 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3072 members Mstep: Class 2 contains 4160 members Entering Unmasked Estep Score: -412843.906250 Penalty: 808.650635 Iteration 17Q: 3 clusters Score -412843.9 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3109 members Mstep: Class 2 contains 4123 members Entering Unmasked Estep Score: -412888.656250 Penalty: 808.650635 Iteration 18Q: 3 clusters Score -412888.7 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3135 members Mstep: Class 2 contains 4097 members Entering Unmasked Estep Score: -412931.625000 Penalty: 808.650635 Iteration 19Q: 3 clusters Score -412931.6 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3166 members Mstep: Class 2 contains 4066 members Entering Unmasked Estep Score: -412965.718750 Penalty: 808.650635 Iteration 20F: 3 clusters Score -412965.7 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3211 members Mstep: Class 2 contains 4021 members Entering Unmasked Estep Score: -413003.187500 Penalty: 808.650635 Iteration 21Q: 3 clusters Score -413003.2 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3268 members Mstep: Class 2 contains 3964 members Entering Unmasked Estep Score: -413039.437500 Penalty: 808.650635 Iteration 22Q: 3 clusters Score -413039.4 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3313 members Mstep: Class 2 contains 3919 members Entering Unmasked Estep Score: -413061.156250 Penalty: 808.650635 Iteration 23Q: 3 clusters Score -413061.2 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3363 members Mstep: Class 2 contains 3869 members Entering Unmasked Estep Score: -413084.875000 Penalty: 808.650635 Iteration 24Q: 3 clusters Score -413084.9 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3425 members Mstep: Class 2 contains 3807 members Entering Unmasked Estep Score: -413111.593750 Penalty: 808.650635 Iteration 25Q: 3 clusters Score -413111.6 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3481 members Mstep: Class 2 contains 3751 members Entering Unmasked Estep Score: -413134.500000 Penalty: 808.650635 Iteration 26Q: 3 clusters Score -413134.5 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3526 members Mstep: Class 2 contains 3706 members Entering Unmasked Estep Score: -413152.156250 Penalty: 808.650635 Iteration 27Q: 3 clusters Score -413152.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3566 members Mstep: Class 2 contains 3666 members Entering Unmasked Estep Score: -413164.218750 Penalty: 808.650635 Iteration 28Q: 3 clusters Score -413164.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3607 members Mstep: Class 2 contains 3625 members Entering Unmasked Estep Score: -413176.593750 Penalty: 808.650635 Iteration 29Q: 3 clusters Score -413176.6 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3662 members Mstep: Class 2 contains 3570 members Entering Unmasked Estep Score: -413194.062500 Penalty: 808.650635 Iteration 30Q: 3 clusters Score -413194.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3716 members Mstep: Class 2 contains 3516 members Entering Unmasked Estep Score: -413210.656250 Penalty: 808.650635 Iteration 31Q: 3 clusters Score -413210.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3765 members Mstep: Class 2 contains 3467 members Entering Unmasked Estep Score: -413221.125000 Penalty: 808.650635 Iteration 32Q: 3 clusters Score -413221.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3809 members Mstep: Class 2 contains 3423 members Entering Unmasked Estep Score: -413230.312500 Penalty: 808.650635 Iteration 33Q: 3 clusters Score -413230.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3852 members Mstep: Class 2 contains 3380 members Entering Unmasked Estep Score: -413238.656250 Penalty: 808.650635 Iteration 34Q: 3 clusters Score -413238.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3888 members Mstep: Class 2 contains 3344 members Entering Unmasked Estep Score: -413246.843750 Penalty: 808.650635 Iteration 35Q: 3 clusters Score -413246.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3925 members Mstep: Class 2 contains 3307 members Entering Unmasked Estep Score: -413252.812500 Penalty: 808.650635 Iteration 36Q: 3 clusters Score -413252.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3960 members Mstep: Class 2 contains 3272 members Entering Unmasked Estep Score: -413258.375000 Penalty: 808.650635 Iteration 37Q: 3 clusters Score -413258.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3990 members Mstep: Class 2 contains 3242 members Entering Unmasked Estep Score: -413263.750000 Penalty: 808.650635 Iteration 38Q: 3 clusters Score -413263.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4026 members Mstep: Class 2 contains 3206 members Entering Unmasked Estep Score: -413269.500000 Penalty: 808.650635 Iteration 39Q: 3 clusters Score -413269.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4061 members Mstep: Class 2 contains 3171 members Entering Unmasked Estep Score: -413277.156250 Penalty: 808.650635 Iteration 40F: 3 clusters Score -413277.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4100 members Mstep: Class 2 contains 3132 members Entering Unmasked Estep Score: -413282.843750 Penalty: 808.650635 Iteration 41Q: 3 clusters Score -413282.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4135 members Mstep: Class 2 contains 3097 members Entering Unmasked Estep Score: -413288.562500 Penalty: 808.650635 Iteration 42Q: 3 clusters Score -413288.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4160 members Mstep: Class 2 contains 3072 members Entering Unmasked Estep Score: -413293.593750 Penalty: 808.650635 Iteration 43Q: 3 clusters Score -413293.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4187 members Mstep: Class 2 contains 3045 members Entering Unmasked Estep Score: -413297.718750 Penalty: 808.650635 Iteration 44Q: 3 clusters Score -413297.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4199 members Mstep: Class 2 contains 3033 members Entering Unmasked Estep Score: -413300.406250 Penalty: 808.650635 Iteration 45Q: 3 clusters Score -413300.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4214 members Mstep: Class 2 contains 3018 members Entering Unmasked Estep Score: -413303.062500 Penalty: 808.650635 Iteration 46Q: 3 clusters Score -413303.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4238 members Mstep: Class 2 contains 2994 members Entering Unmasked Estep Score: -413306.406250 Penalty: 808.650635 Iteration 47Q: 3 clusters Score -413306.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4267 members Mstep: Class 2 contains 2965 members Entering Unmasked Estep Score: -413311.031250 Penalty: 808.650635 Iteration 48Q: 3 clusters Score -413311 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4297 members Mstep: Class 2 contains 2935 members Entering Unmasked Estep Score: -413316.500000 Penalty: 808.650635 Iteration 49Q: 3 clusters Score -413316.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4323 members Mstep: Class 2 contains 2909 members Entering Unmasked Estep Score: -413320.156250 Penalty: 808.650635 Iteration 50Q: 3 clusters Score -413320.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4345 members Mstep: Class 2 contains 2887 members Entering Unmasked Estep Score: -413322.937500 Penalty: 808.650635 Iteration 51Q: 3 clusters Score -413322.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4371 members Mstep: Class 2 contains 2861 members Entering Unmasked Estep Score: -413327.250000 Penalty: 808.650635 Iteration 52Q: 3 clusters Score -413327.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4393 members Mstep: Class 2 contains 2839 members Entering Unmasked Estep Score: -413330.125000 Penalty: 808.650635 Iteration 53Q: 3 clusters Score -413330.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4407 members Mstep: Class 2 contains 2825 members Entering Unmasked Estep Score: -413330.343750 Penalty: 808.650635 Iteration 54Q: 3 clusters Score -413330.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4410 members Mstep: Class 2 contains 2822 members Entering Unmasked Estep Score: -413331.062500 Penalty: 808.650635 Iteration 55Q: 3 clusters Score -413331.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4418 members Mstep: Class 2 contains 2814 members Entering Unmasked Estep Score: -413332.343750 Penalty: 808.650635 Iteration 56Q: 3 clusters Score -413332.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4424 members Mstep: Class 2 contains 2808 members Entering Unmasked Estep Score: -413332.562500 Penalty: 808.650635 Iteration 57Q: 3 clusters Score -413332.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4430 members Mstep: Class 2 contains 2802 members Entering Unmasked Estep Score: -413333.906250 Penalty: 808.650635 Iteration 58Q: 3 clusters Score -413333.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4435 members Mstep: Class 2 contains 2797 members Entering Unmasked Estep Score: -413334.531250 Penalty: 808.650635 Iteration 59Q: 3 clusters Score -413334.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4440 members Mstep: Class 2 contains 2792 members Entering Unmasked Estep Score: -413334.093750 Penalty: 808.650635 Iteration 60F: 3 clusters Score -413334.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4449 members Mstep: Class 2 contains 2783 members Entering Unmasked Estep Score: -413336.093750 Penalty: 808.650635 Iteration 61Q: 3 clusters Score -413336.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4461 members Mstep: Class 2 contains 2771 members Entering Unmasked Estep Score: -413336.468750 Penalty: 808.650635 Iteration 62Q: 3 clusters Score -413336.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4468 members Mstep: Class 2 contains 2764 members Entering Unmasked Estep Score: -413337.593750 Penalty: 808.650635 Iteration 63Q: 3 clusters Score -413337.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4474 members Mstep: Class 2 contains 2758 members Entering Unmasked Estep Score: -413337.937500 Penalty: 808.650635 Iteration 64Q: 3 clusters Score -413337.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4481 members Mstep: Class 2 contains 2751 members Entering Unmasked Estep Score: -413338.500000 Penalty: 808.650635 Iteration 65Q: 3 clusters Score -413338.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4484 members Mstep: Class 2 contains 2748 members Entering Unmasked Estep Score: -413338.750000 Penalty: 808.650635 Iteration 66Q: 3 clusters Score -413338.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4485 members Mstep: Class 2 contains 2747 members Entering Unmasked Estep Score: -413338.531250 Penalty: 808.650635 Iteration 67Q: 3 clusters Score -413338.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4485 members Mstep: Class 2 contains 2747 members Entering Unmasked Estep Score: -413338.531250 Penalty: 808.650635 Iteration 68F: 3 clusters Score -413338.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (11333 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11333 members Entering Unmasked Estep Score: -600690.312500 Penalty: 424.764069 Iteration 0F: 2 clusters Score -600690.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5635 members Mstep: Class 2 contains 5698 members Entering Unmasked Estep Score: -593154.250000 Penalty: 849.528137 Iteration 0F: 3 clusters Score -593154.2 nChanged 5261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5358 members Mstep: Class 2 contains 5975 members Entering Unmasked Estep Score: -596639.625000 Penalty: 849.528137 Iteration 1F: 3 clusters Score -596639.6 nChanged 812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5108 members Mstep: Class 2 contains 6225 members Entering Unmasked Estep Score: -597141.062500 Penalty: 849.528137 Iteration 2F: 3 clusters Score -597141.1 nChanged 788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4778 members Mstep: Class 2 contains 6555 members Entering Unmasked Estep Score: -597675.500000 Penalty: 849.528137 Iteration 3F: 3 clusters Score -597675.5 nChanged 707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4435 members Mstep: Class 2 contains 6898 members Entering Unmasked Estep Score: -598169.062500 Penalty: 849.528137 Iteration 4F: 3 clusters Score -598169.1 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4126 members Mstep: Class 2 contains 7207 members Entering Unmasked Estep Score: -598598.625000 Penalty: 849.528137 Iteration 5F: 3 clusters Score -598598.6 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3873 members Mstep: Class 2 contains 7460 members Entering Unmasked Estep Score: -598965.500000 Penalty: 849.528137 Iteration 6Q: 3 clusters Score -598965.5 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3664 members Mstep: Class 2 contains 7669 members Entering Unmasked Estep Score: -599281.000000 Penalty: 849.528137 Iteration 7Q: 3 clusters Score -599281 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3481 members Mstep: Class 2 contains 7852 members Entering Unmasked Estep Score: -599507.375000 Penalty: 849.528137 Iteration 8Q: 3 clusters Score -599507.4 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3325 members Mstep: Class 2 contains 8008 members Entering Unmasked Estep Score: -599643.312500 Penalty: 849.528137 Iteration 9Q: 3 clusters Score -599643.3 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3170 members Mstep: Class 2 contains 8163 members Entering Unmasked Estep Score: -599728.750000 Penalty: 849.528137 Iteration 10Q: 3 clusters Score -599728.8 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3039 members Mstep: Class 2 contains 8294 members Entering Unmasked Estep Score: -599788.000000 Penalty: 849.528137 Iteration 11Q: 3 clusters Score -599788 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2915 members Mstep: Class 2 contains 8418 members Entering Unmasked Estep Score: -599824.750000 Penalty: 849.528137 Iteration 12Q: 3 clusters Score -599824.8 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2809 members Mstep: Class 2 contains 8524 members Entering Unmasked Estep Score: -599860.812500 Penalty: 849.528137 Iteration 13Q: 3 clusters Score -599860.8 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2711 members Mstep: Class 2 contains 8622 members Entering Unmasked Estep Score: -599887.625000 Penalty: 849.528137 Iteration 14Q: 3 clusters Score -599887.6 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2620 members Mstep: Class 2 contains 8713 members Entering Unmasked Estep Score: -599909.937500 Penalty: 849.528137 Iteration 15Q: 3 clusters Score -599909.9 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2524 members Mstep: Class 2 contains 8809 members Entering Unmasked Estep Score: -599937.375000 Penalty: 849.528137 Iteration 16Q: 3 clusters Score -599937.4 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2428 members Mstep: Class 2 contains 8905 members Entering Unmasked Estep Score: -599962.062500 Penalty: 849.528137 Iteration 17Q: 3 clusters Score -599962.1 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 8996 members Entering Unmasked Estep Score: -599980.562500 Penalty: 849.528137 Iteration 18Q: 3 clusters Score -599980.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 9065 members Entering Unmasked Estep Score: -599994.000000 Penalty: 849.528137 Iteration 19Q: 3 clusters Score -599994 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 9140 members Entering Unmasked Estep Score: -600014.187500 Penalty: 849.528137 Iteration 20F: 3 clusters Score -600014.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2119 members Mstep: Class 2 contains 9214 members Entering Unmasked Estep Score: -600028.062500 Penalty: 849.528137 Iteration 21Q: 3 clusters Score -600028.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2043 members Mstep: Class 2 contains 9290 members Entering Unmasked Estep Score: -600044.250000 Penalty: 849.528137 Iteration 22Q: 3 clusters Score -600044.2 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 9377 members Entering Unmasked Estep Score: -600062.687500 Penalty: 849.528137 Iteration 23Q: 3 clusters Score -600062.7 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Mstep: Class 2 contains 9462 members Entering Unmasked Estep Score: -600083.000000 Penalty: 849.528137 Iteration 24Q: 3 clusters Score -600083 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 9556 members Entering Unmasked Estep Score: -600117.000000 Penalty: 849.528137 Iteration 25Q: 3 clusters Score -600117 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 9653 members Entering Unmasked Estep Score: -600153.000000 Penalty: 849.528137 Iteration 26Q: 3 clusters Score -600153 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 9742 members Entering Unmasked Estep Score: -600189.375000 Penalty: 849.528137 Iteration 27Q: 3 clusters Score -600189.4 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 9832 members Entering Unmasked Estep Score: -600221.250000 Penalty: 849.528137 Iteration 28Q: 3 clusters Score -600221.2 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 9917 members Entering Unmasked Estep Score: -600258.250000 Penalty: 849.528137 Iteration 29Q: 3 clusters Score -600258.2 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 9990 members Entering Unmasked Estep Score: -600285.625000 Penalty: 849.528137 Iteration 30Q: 3 clusters Score -600285.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 10060 members Entering Unmasked Estep Score: -600311.625000 Penalty: 849.528137 Iteration 31Q: 3 clusters Score -600311.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 10120 members Entering Unmasked Estep Score: -600330.500000 Penalty: 849.528137 Iteration 32Q: 3 clusters Score -600330.5 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 10170 members Entering Unmasked Estep Score: -600348.812500 Penalty: 849.528137 Iteration 33Q: 3 clusters Score -600348.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 10224 members Entering Unmasked Estep Score: -600363.437500 Penalty: 849.528137 Iteration 34Q: 3 clusters Score -600363.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 10275 members Entering Unmasked Estep Score: -600378.937500 Penalty: 849.528137 Iteration 35Q: 3 clusters Score -600378.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 10318 members Entering Unmasked Estep Score: -600391.687500 Penalty: 849.528137 Iteration 36Q: 3 clusters Score -600391.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 10365 members Entering Unmasked Estep Score: -600410.062500 Penalty: 849.528137 Iteration 37Q: 3 clusters Score -600410.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 10409 members Entering Unmasked Estep Score: -600431.875000 Penalty: 849.528137 Iteration 38Q: 3 clusters Score -600431.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 10463 members Entering Unmasked Estep Score: -600458.812500 Penalty: 849.528137 Iteration 39Q: 3 clusters Score -600458.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 10508 members Entering Unmasked Estep Score: -600476.875000 Penalty: 849.528137 Iteration 40F: 3 clusters Score -600476.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 10545 members Entering Unmasked Estep Score: -600488.187500 Penalty: 849.528137 Iteration 41Q: 3 clusters Score -600488.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 10574 members Entering Unmasked Estep Score: -600497.062500 Penalty: 849.528137 Iteration 42Q: 3 clusters Score -600497.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 10600 members Entering Unmasked Estep Score: -600506.250000 Penalty: 849.528137 Iteration 43Q: 3 clusters Score -600506.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 10618 members Entering Unmasked Estep Score: -600510.500000 Penalty: 849.528137 Iteration 44Q: 3 clusters Score -600510.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 10636 members Entering Unmasked Estep Score: -600514.000000 Penalty: 849.528137 Iteration 45Q: 3 clusters Score -600514 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 10654 members Entering Unmasked Estep Score: -600518.750000 Penalty: 849.528137 Iteration 46Q: 3 clusters Score -600518.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 10669 members Entering Unmasked Estep Score: -600520.687500 Penalty: 849.528137 Iteration 47Q: 3 clusters Score -600520.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 10680 members Entering Unmasked Estep Score: -600522.812500 Penalty: 849.528137 Iteration 48Q: 3 clusters Score -600522.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 10692 members Entering Unmasked Estep Score: -600525.875000 Penalty: 849.528137 Iteration 49Q: 3 clusters Score -600525.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 10701 members Entering Unmasked Estep Score: -600528.000000 Penalty: 849.528137 Iteration 50Q: 3 clusters Score -600528 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 10709 members Entering Unmasked Estep Score: -600528.625000 Penalty: 849.528137 Iteration 51Q: 3 clusters Score -600528.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 10716 members Entering Unmasked Estep Score: -600530.750000 Penalty: 849.528137 Iteration 52Q: 3 clusters Score -600530.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 10722 members Entering Unmasked Estep Score: -600530.687500 Penalty: 849.528137 Iteration 53Q: 3 clusters Score -600530.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 10729 members Entering Unmasked Estep Score: -600533.437500 Penalty: 849.528137 Iteration 54Q: 3 clusters Score -600533.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 10742 members Entering Unmasked Estep Score: -600535.500000 Penalty: 849.528137 Iteration 55Q: 3 clusters Score -600535.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 10751 members Entering Unmasked Estep Score: -600537.375000 Penalty: 849.528137 Iteration 56Q: 3 clusters Score -600537.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 10759 members Entering Unmasked Estep Score: -600538.500000 Penalty: 849.528137 Iteration 57Q: 3 clusters Score -600538.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 10766 members Entering Unmasked Estep Score: -600538.937500 Penalty: 849.528137 Iteration 58Q: 3 clusters Score -600538.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 10772 members Entering Unmasked Estep Score: -600540.562500 Penalty: 849.528137 Iteration 59Q: 3 clusters Score -600540.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 10776 members Entering Unmasked Estep Score: -600541.812500 Penalty: 849.528137 Iteration 60F: 3 clusters Score -600541.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 10778 members Entering Unmasked Estep Score: -600542.000000 Penalty: 849.528137 Iteration 61Q: 3 clusters Score -600542 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 10779 members Entering Unmasked Estep Score: -600542.187500 Penalty: 849.528137 Iteration 62Q: 3 clusters Score -600542.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 10779 members Entering Unmasked Estep Score: -600542.187500 Penalty: 849.528137 Iteration 63F: 3 clusters Score -600542.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (3812 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3812 members Entering Unmasked Estep Score: -187250.156250 Penalty: 375.188904 Iteration 0F: 2 clusters Score -187250.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -184620.453125 Penalty: 750.377808 Iteration 0F: 3 clusters Score -184620.5 nChanged 1707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -185570.468750 Penalty: 750.377808 Iteration 1F: 3 clusters Score -185570.5 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -185705.187500 Penalty: 750.377808 Iteration 2F: 3 clusters Score -185705.2 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2132 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -185838.390625 Penalty: 750.377808 Iteration 3F: 3 clusters Score -185838.4 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2198 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -185961.171875 Penalty: 750.377808 Iteration 4F: 3 clusters Score -185961.2 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2283 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -186065.015625 Penalty: 750.377808 Iteration 5F: 3 clusters Score -186065 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2379 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -186155.812500 Penalty: 750.377808 Iteration 6Q: 3 clusters Score -186155.8 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2490 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -186237.625000 Penalty: 750.377808 Iteration 7Q: 3 clusters Score -186237.6 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2614 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -186315.781250 Penalty: 750.377808 Iteration 8Q: 3 clusters Score -186315.8 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2736 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -186400.796875 Penalty: 750.377808 Iteration 9Q: 3 clusters Score -186400.8 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2873 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -186506.906250 Penalty: 750.377808 Iteration 10Q: 3 clusters Score -186506.9 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2994 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -186588.406250 Penalty: 750.377808 Iteration 11Q: 3 clusters Score -186588.4 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3096 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -186653.484375 Penalty: 750.377808 Iteration 12Q: 3 clusters Score -186653.5 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3178 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -186697.968750 Penalty: 750.377808 Iteration 13Q: 3 clusters Score -186698 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3243 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -186737.265625 Penalty: 750.377808 Iteration 14Q: 3 clusters Score -186737.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3304 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -186774.625000 Penalty: 750.377808 Iteration 15Q: 3 clusters Score -186774.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3360 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -186811.828125 Penalty: 750.377808 Iteration 16Q: 3 clusters Score -186811.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3410 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -186842.281250 Penalty: 750.377808 Iteration 17Q: 3 clusters Score -186842.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3450 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -186862.859375 Penalty: 750.377808 Iteration 18Q: 3 clusters Score -186862.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3474 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -186872.593750 Penalty: 750.377808 Iteration 19Q: 3 clusters Score -186872.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3492 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -186882.468750 Penalty: 750.377808 Iteration 20F: 3 clusters Score -186882.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3508 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -186895.937500 Penalty: 750.377808 Iteration 21Q: 3 clusters Score -186895.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3526 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -186911.046875 Penalty: 750.377808 Iteration 22Q: 3 clusters Score -186911 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3537 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -186922.093750 Penalty: 750.377808 Iteration 23Q: 3 clusters Score -186922.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3549 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -186944.578125 Penalty: 750.377808 Iteration 24Q: 3 clusters Score -186944.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3553 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -186965.250000 Penalty: 750.377808 Iteration 25Q: 3 clusters Score -186965.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3560 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -186980.750000 Penalty: 750.377808 Iteration 26Q: 3 clusters Score -186980.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3572 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -186990.031250 Penalty: 750.377808 Iteration 27Q: 3 clusters Score -186990 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3576 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -186998.343750 Penalty: 750.377808 Iteration 28Q: 3 clusters Score -186998.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3578 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -187002.234375 Penalty: 750.377808 Iteration 29Q: 3 clusters Score -187002.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3582 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -187004.843750 Penalty: 750.377808 Iteration 30Q: 3 clusters Score -187004.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3588 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -187008.546875 Penalty: 750.377808 Iteration 31Q: 3 clusters Score -187008.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3591 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -187011.812500 Penalty: 750.377808 Iteration 32Q: 3 clusters Score -187011.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3595 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -187013.968750 Penalty: 750.377808 Iteration 33Q: 3 clusters Score -187014 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3597 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -187015.640625 Penalty: 750.377808 Iteration 34Q: 3 clusters Score -187015.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3599 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -187018.156250 Penalty: 750.377808 Iteration 35Q: 3 clusters Score -187018.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3602 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -187020.734375 Penalty: 750.377808 Iteration 36Q: 3 clusters Score -187020.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3606 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -187022.859375 Penalty: 750.377808 Iteration 37Q: 3 clusters Score -187022.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3608 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -187023.890625 Penalty: 750.377808 Iteration 38Q: 3 clusters Score -187023.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3609 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -187025.984375 Penalty: 750.377808 Iteration 39Q: 3 clusters Score -187026 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3610 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -187028.140625 Penalty: 750.377808 Iteration 40F: 3 clusters Score -187028.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3608 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -187028.625000 Penalty: 750.377808 Iteration 41Q: 3 clusters Score -187028.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3606 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -187029.265625 Penalty: 750.377808 Iteration 42Q: 3 clusters Score -187029.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3606 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -187029.265625 Penalty: 750.377808 Iteration 43F: 3 clusters Score -187029.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (7060 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7060 members Entering Unmasked Estep Score: -413164.375000 Penalty: 403.230133 Iteration 0F: 2 clusters Score -413164.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3490 members Mstep: Class 2 contains 3570 members Entering Unmasked Estep Score: -408423.843750 Penalty: 806.460266 Iteration 0F: 3 clusters Score -408423.8 nChanged 3255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3257 members Mstep: Class 2 contains 3803 members Entering Unmasked Estep Score: -410224.812500 Penalty: 806.460266 Iteration 1F: 3 clusters Score -410224.8 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3163 members Mstep: Class 2 contains 3897 members Entering Unmasked Estep Score: -410424.125000 Penalty: 806.460266 Iteration 2F: 3 clusters Score -410424.1 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3037 members Mstep: Class 2 contains 4023 members Entering Unmasked Estep Score: -410689.906250 Penalty: 806.460266 Iteration 3F: 3 clusters Score -410689.9 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2914 members Mstep: Class 2 contains 4146 members Entering Unmasked Estep Score: -411019.375000 Penalty: 806.460266 Iteration 4F: 3 clusters Score -411019.4 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2802 members Mstep: Class 2 contains 4258 members Entering Unmasked Estep Score: -411368.750000 Penalty: 806.460266 Iteration 5F: 3 clusters Score -411368.8 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2660 members Mstep: Class 2 contains 4400 members Entering Unmasked Estep Score: -411690.093750 Penalty: 806.460266 Iteration 6F: 3 clusters Score -411690.1 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2554 members Mstep: Class 2 contains 4506 members Entering Unmasked Estep Score: -411869.156250 Penalty: 806.460266 Iteration 7Q: 3 clusters Score -411869.2 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2487 members Mstep: Class 2 contains 4573 members Entering Unmasked Estep Score: -411971.906250 Penalty: 806.460266 Iteration 8Q: 3 clusters Score -411971.9 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2439 members Mstep: Class 2 contains 4621 members Entering Unmasked Estep Score: -412027.906250 Penalty: 806.460266 Iteration 9Q: 3 clusters Score -412027.9 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2390 members Mstep: Class 2 contains 4670 members Entering Unmasked Estep Score: -412060.750000 Penalty: 806.460266 Iteration 10Q: 3 clusters Score -412060.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2343 members Mstep: Class 2 contains 4717 members Entering Unmasked Estep Score: -412075.656250 Penalty: 806.460266 Iteration 11Q: 3 clusters Score -412075.7 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2302 members Mstep: Class 2 contains 4758 members Entering Unmasked Estep Score: -412085.343750 Penalty: 806.460266 Iteration 12Q: 3 clusters Score -412085.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2257 members Mstep: Class 2 contains 4803 members Entering Unmasked Estep Score: -412096.531250 Penalty: 806.460266 Iteration 13Q: 3 clusters Score -412096.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Mstep: Class 2 contains 4839 members Entering Unmasked Estep Score: -412106.937500 Penalty: 806.460266 Iteration 14Q: 3 clusters Score -412106.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2179 members Mstep: Class 2 contains 4881 members Entering Unmasked Estep Score: -412115.500000 Penalty: 806.460266 Iteration 15Q: 3 clusters Score -412115.5 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 4936 members Entering Unmasked Estep Score: -412127.437500 Penalty: 806.460266 Iteration 16Q: 3 clusters Score -412127.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2068 members Mstep: Class 2 contains 4992 members Entering Unmasked Estep Score: -412142.625000 Penalty: 806.460266 Iteration 17Q: 3 clusters Score -412142.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2013 members Mstep: Class 2 contains 5047 members Entering Unmasked Estep Score: -412154.500000 Penalty: 806.460266 Iteration 18Q: 3 clusters Score -412154.5 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 5106 members Entering Unmasked Estep Score: -412170.468750 Penalty: 806.460266 Iteration 19Q: 3 clusters Score -412170.5 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 5167 members Entering Unmasked Estep Score: -412190.281250 Penalty: 806.460266 Iteration 20F: 3 clusters Score -412190.3 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 5233 members Entering Unmasked Estep Score: -412211.500000 Penalty: 806.460266 Iteration 21Q: 3 clusters Score -412211.5 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 5302 members Entering Unmasked Estep Score: -412238.875000 Penalty: 806.460266 Iteration 22Q: 3 clusters Score -412238.9 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 5391 members Entering Unmasked Estep Score: -412274.937500 Penalty: 806.460266 Iteration 23Q: 3 clusters Score -412274.9 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 5485 members Entering Unmasked Estep Score: -412313.187500 Penalty: 806.460266 Iteration 24Q: 3 clusters Score -412313.2 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 5572 members Entering Unmasked Estep Score: -412346.625000 Penalty: 806.460266 Iteration 25Q: 3 clusters Score -412346.6 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 5652 members Entering Unmasked Estep Score: -412378.625000 Penalty: 806.460266 Iteration 26Q: 3 clusters Score -412378.6 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 5736 members Entering Unmasked Estep Score: -412410.125000 Penalty: 806.460266 Iteration 27Q: 3 clusters Score -412410.1 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 5820 members Entering Unmasked Estep Score: -412444.343750 Penalty: 806.460266 Iteration 28Q: 3 clusters Score -412444.3 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 5895 members Entering Unmasked Estep Score: -412471.187500 Penalty: 806.460266 Iteration 29Q: 3 clusters Score -412471.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 5953 members Entering Unmasked Estep Score: -412492.156250 Penalty: 806.460266 Iteration 30Q: 3 clusters Score -412492.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 6001 members Entering Unmasked Estep Score: -412509.406250 Penalty: 806.460266 Iteration 31Q: 3 clusters Score -412509.4 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 6055 members Entering Unmasked Estep Score: -412531.750000 Penalty: 806.460266 Iteration 32Q: 3 clusters Score -412531.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 6116 members Entering Unmasked Estep Score: -412562.000000 Penalty: 806.460266 Iteration 33Q: 3 clusters Score -412562 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 6200 members Entering Unmasked Estep Score: -412605.312500 Penalty: 806.460266 Iteration 34Q: 3 clusters Score -412605.3 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 6270 members Entering Unmasked Estep Score: -412642.843750 Penalty: 806.460266 Iteration 35Q: 3 clusters Score -412642.8 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 6338 members Entering Unmasked Estep Score: -412669.156250 Penalty: 806.460266 Iteration 36Q: 3 clusters Score -412669.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 6390 members Entering Unmasked Estep Score: -412689.187500 Penalty: 806.460266 Iteration 37Q: 3 clusters Score -412689.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 6434 members Entering Unmasked Estep Score: -412708.500000 Penalty: 806.460266 Iteration 38Q: 3 clusters Score -412708.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 6478 members Entering Unmasked Estep Score: -412729.406250 Penalty: 806.460266 Iteration 39Q: 3 clusters Score -412729.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 6514 members Entering Unmasked Estep Score: -412745.500000 Penalty: 806.460266 Iteration 40F: 3 clusters Score -412745.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 6545 members Entering Unmasked Estep Score: -412758.125000 Penalty: 806.460266 Iteration 41Q: 3 clusters Score -412758.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 6569 members Entering Unmasked Estep Score: -412765.906250 Penalty: 806.460266 Iteration 42Q: 3 clusters Score -412765.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 6590 members Entering Unmasked Estep Score: -412774.031250 Penalty: 806.460266 Iteration 43Q: 3 clusters Score -412774 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 6606 members Entering Unmasked Estep Score: -412778.156250 Penalty: 806.460266 Iteration 44Q: 3 clusters Score -412778.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 6622 members Entering Unmasked Estep Score: -412784.406250 Penalty: 806.460266 Iteration 45Q: 3 clusters Score -412784.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 6636 members Entering Unmasked Estep Score: -412789.187500 Penalty: 806.460266 Iteration 46Q: 3 clusters Score -412789.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 6650 members Entering Unmasked Estep Score: -412795.156250 Penalty: 806.460266 Iteration 47Q: 3 clusters Score -412795.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 6663 members Entering Unmasked Estep Score: -412797.562500 Penalty: 806.460266 Iteration 48Q: 3 clusters Score -412797.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 6673 members Entering Unmasked Estep Score: -412801.125000 Penalty: 806.460266 Iteration 49Q: 3 clusters Score -412801.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 6677 members Entering Unmasked Estep Score: -412801.031250 Penalty: 806.460266 Iteration 50Q: 3 clusters Score -412801 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 6680 members Entering Unmasked Estep Score: -412802.875000 Penalty: 806.460266 Iteration 51Q: 3 clusters Score -412802.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 6684 members Entering Unmasked Estep Score: -412803.312500 Penalty: 806.460266 Iteration 52Q: 3 clusters Score -412803.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 6684 members Entering Unmasked Estep Score: -412804.156250 Penalty: 806.460266 Iteration 53Q: 3 clusters Score -412804.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 6685 members Entering Unmasked Estep Score: -412804.718750 Penalty: 806.460266 Iteration 54Q: 3 clusters Score -412804.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 6687 members Entering Unmasked Estep Score: -412805.312500 Penalty: 806.460266 Iteration 55Q: 3 clusters Score -412805.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 6691 members Entering Unmasked Estep Score: -412806.406250 Penalty: 806.460266 Iteration 56Q: 3 clusters Score -412806.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 6693 members Entering Unmasked Estep Score: -412806.656250 Penalty: 806.460266 Iteration 57Q: 3 clusters Score -412806.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 6695 members Entering Unmasked Estep Score: -412807.125000 Penalty: 806.460266 Iteration 58Q: 3 clusters Score -412807.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 6697 members Entering Unmasked Estep Score: -412807.812500 Penalty: 806.460266 Iteration 59Q: 3 clusters Score -412807.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 6703 members Entering Unmasked Estep Score: -412809.562500 Penalty: 806.460266 Iteration 60F: 3 clusters Score -412809.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 6707 members Entering Unmasked Estep Score: -412811.312500 Penalty: 806.460266 Iteration 61Q: 3 clusters Score -412811.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 6708 members Entering Unmasked Estep Score: -412813.000000 Penalty: 806.460266 Iteration 62Q: 3 clusters Score -412813 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 6711 members Entering Unmasked Estep Score: -412813.562500 Penalty: 806.460266 Iteration 63Q: 3 clusters Score -412813.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 6714 members Entering Unmasked Estep Score: -412813.437500 Penalty: 806.460266 Iteration 64Q: 3 clusters Score -412813.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 6715 members Entering Unmasked Estep Score: -412812.906250 Penalty: 806.460266 Iteration 65Q: 3 clusters Score -412812.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 6716 members Entering Unmasked Estep Score: -412813.656250 Penalty: 806.460266 Iteration 66Q: 3 clusters Score -412813.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 6717 members Entering Unmasked Estep Score: -412813.656250 Penalty: 806.460266 Iteration 67Q: 3 clusters Score -412813.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 6717 members Entering Unmasked Estep Score: -412813.656250 Penalty: 806.460266 Iteration 68F: 3 clusters Score -412813.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (2751 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2751 members Entering Unmasked Estep Score: -165032.718750 Penalty: 360.347260 Iteration 0F: 2 clusters Score -165032.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -163059.031250 Penalty: 720.694519 Iteration 0F: 3 clusters Score -163059 nChanged 1222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -163719.843750 Penalty: 720.694519 Iteration 1F: 3 clusters Score -163719.8 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -163809.359375 Penalty: 720.694519 Iteration 2F: 3 clusters Score -163809.4 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -163869.218750 Penalty: 720.694519 Iteration 3F: 3 clusters Score -163869.2 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -163923.453125 Penalty: 720.694519 Iteration 4Q: 3 clusters Score -163923.5 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -163979.671875 Penalty: 720.694519 Iteration 5Q: 3 clusters Score -163979.7 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -164033.453125 Penalty: 720.694519 Iteration 6Q: 3 clusters Score -164033.5 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -164098.171875 Penalty: 720.694519 Iteration 7Q: 3 clusters Score -164098.2 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -164144.921875 Penalty: 720.694519 Iteration 8Q: 3 clusters Score -164144.9 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -164185.390625 Penalty: 720.694519 Iteration 9Q: 3 clusters Score -164185.4 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -164220.062500 Penalty: 720.694519 Iteration 10Q: 3 clusters Score -164220.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -164245.593750 Penalty: 720.694519 Iteration 11Q: 3 clusters Score -164245.6 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -164268.359375 Penalty: 720.694519 Iteration 12Q: 3 clusters Score -164268.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -164283.984375 Penalty: 720.694519 Iteration 13Q: 3 clusters Score -164284 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -164300.796875 Penalty: 720.694519 Iteration 14Q: 3 clusters Score -164300.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -164313.203125 Penalty: 720.694519 Iteration 15Q: 3 clusters Score -164313.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -164322.312500 Penalty: 720.694519 Iteration 16Q: 3 clusters Score -164322.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -164326.968750 Penalty: 720.694519 Iteration 17Q: 3 clusters Score -164327 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -164331.484375 Penalty: 720.694519 Iteration 18Q: 3 clusters Score -164331.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -164333.921875 Penalty: 720.694519 Iteration 19Q: 3 clusters Score -164333.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -164336.078125 Penalty: 720.694519 Iteration 20F: 3 clusters Score -164336.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -164337.453125 Penalty: 720.694519 Iteration 21Q: 3 clusters Score -164337.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -164339.093750 Penalty: 720.694519 Iteration 22Q: 3 clusters Score -164339.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -164341.218750 Penalty: 720.694519 Iteration 23Q: 3 clusters Score -164341.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -164342.562500 Penalty: 720.694519 Iteration 24Q: 3 clusters Score -164342.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -164343.906250 Penalty: 720.694519 Iteration 25Q: 3 clusters Score -164343.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1656 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -164345.468750 Penalty: 720.694519 Iteration 26Q: 3 clusters Score -164345.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -164347.296875 Penalty: 720.694519 Iteration 27Q: 3 clusters Score -164347.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -164348.484375 Penalty: 720.694519 Iteration 28Q: 3 clusters Score -164348.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -164349.750000 Penalty: 720.694519 Iteration 29Q: 3 clusters Score -164349.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -164350.875000 Penalty: 720.694519 Iteration 30Q: 3 clusters Score -164350.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -164353.765625 Penalty: 720.694519 Iteration 31Q: 3 clusters Score -164353.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -164356.984375 Penalty: 720.694519 Iteration 32Q: 3 clusters Score -164357 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -164360.515625 Penalty: 720.694519 Iteration 33Q: 3 clusters Score -164360.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -164365.140625 Penalty: 720.694519 Iteration 34Q: 3 clusters Score -164365.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -164369.843750 Penalty: 720.694519 Iteration 35Q: 3 clusters Score -164369.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -164375.609375 Penalty: 720.694519 Iteration 36Q: 3 clusters Score -164375.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -164385.000000 Penalty: 720.694519 Iteration 37Q: 3 clusters Score -164385 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1830 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -164393.562500 Penalty: 720.694519 Iteration 38Q: 3 clusters Score -164393.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -164403.671875 Penalty: 720.694519 Iteration 39Q: 3 clusters Score -164403.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -164415.156250 Penalty: 720.694519 Iteration 40F: 3 clusters Score -164415.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -164427.734375 Penalty: 720.694519 Iteration 41Q: 3 clusters Score -164427.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -164442.265625 Penalty: 720.694519 Iteration 42Q: 3 clusters Score -164442.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -164453.156250 Penalty: 720.694519 Iteration 43Q: 3 clusters Score -164453.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2020 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -164463.640625 Penalty: 720.694519 Iteration 44Q: 3 clusters Score -164463.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -164473.609375 Penalty: 720.694519 Iteration 45Q: 3 clusters Score -164473.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2068 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -164486.812500 Penalty: 720.694519 Iteration 46Q: 3 clusters Score -164486.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2098 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -164503.109375 Penalty: 720.694519 Iteration 47Q: 3 clusters Score -164503.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -164513.625000 Penalty: 720.694519 Iteration 48Q: 3 clusters Score -164513.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2145 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -164523.218750 Penalty: 720.694519 Iteration 49Q: 3 clusters Score -164523.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2172 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -164536.734375 Penalty: 720.694519 Iteration 50Q: 3 clusters Score -164536.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2191 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -164547.281250 Penalty: 720.694519 Iteration 51Q: 3 clusters Score -164547.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2203 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -164553.640625 Penalty: 720.694519 Iteration 52Q: 3 clusters Score -164553.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2217 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -164562.656250 Penalty: 720.694519 Iteration 53Q: 3 clusters Score -164562.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -164576.656250 Penalty: 720.694519 Iteration 54Q: 3 clusters Score -164576.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2263 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -164597.890625 Penalty: 720.694519 Iteration 55Q: 3 clusters Score -164597.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2283 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -164623.000000 Penalty: 720.694519 Iteration 56Q: 3 clusters Score -164623 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2296 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -164646.281250 Penalty: 720.694519 Iteration 57Q: 3 clusters Score -164646.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2302 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -164670.250000 Penalty: 720.694519 Iteration 58Q: 3 clusters Score -164670.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -164689.437500 Penalty: 720.694519 Iteration 59Q: 3 clusters Score -164689.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2299 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -164701.000000 Penalty: 720.694519 Iteration 60F: 3 clusters Score -164701 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2307 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -164717.671875 Penalty: 720.694519 Iteration 61Q: 3 clusters Score -164717.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2317 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -164726.953125 Penalty: 720.694519 Iteration 62Q: 3 clusters Score -164727 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2326 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -164732.531250 Penalty: 720.694519 Iteration 63Q: 3 clusters Score -164732.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -164740.375000 Penalty: 720.694519 Iteration 64Q: 3 clusters Score -164740.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2345 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -164747.500000 Penalty: 720.694519 Iteration 65Q: 3 clusters Score -164747.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -164748.968750 Penalty: 720.694519 Iteration 66Q: 3 clusters Score -164749 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2355 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -164750.078125 Penalty: 720.694519 Iteration 67Q: 3 clusters Score -164750.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2358 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -164751.031250 Penalty: 720.694519 Iteration 68Q: 3 clusters Score -164751 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2358 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -164751.578125 Penalty: 720.694519 Iteration 69Q: 3 clusters Score -164751.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2359 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -164751.937500 Penalty: 720.694519 Iteration 70Q: 3 clusters Score -164751.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2360 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -164752.515625 Penalty: 720.694519 Iteration 71Q: 3 clusters Score -164752.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2361 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -164752.296875 Penalty: 720.694519 Iteration 72Q: 3 clusters Score -164752.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2361 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -164752.296875 Penalty: 720.694519 Iteration 73F: 3 clusters Score -164752.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (888 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Entering Unmasked Estep Score: -42682.492188 Penalty: 308.898224 Iteration 0F: 2 clusters Score -42682.49 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -41952.015625 Penalty: 617.796448 Iteration 0F: 3 clusters Score -41952.02 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -42199.773438 Penalty: 617.796448 Iteration 1F: 3 clusters Score -42199.77 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -42279.621094 Penalty: 617.796448 Iteration 2F: 3 clusters Score -42279.62 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -42341.789062 Penalty: 617.796448 Iteration 3F: 3 clusters Score -42341.79 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -42382.828125 Penalty: 617.796448 Iteration 4F: 3 clusters Score -42382.83 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -42420.902344 Penalty: 617.796448 Iteration 5Q: 3 clusters Score -42420.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -42444.273438 Penalty: 617.796448 Iteration 6Q: 3 clusters Score -42444.27 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -42456.476562 Penalty: 617.796448 Iteration 7Q: 3 clusters Score -42456.48 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -42470.996094 Penalty: 617.796448 Iteration 8Q: 3 clusters Score -42471 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -42480.132812 Penalty: 617.796448 Iteration 9Q: 3 clusters Score -42480.13 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -42486.835938 Penalty: 617.796448 Iteration 10Q: 3 clusters Score -42486.84 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -42493.527344 Penalty: 617.796448 Iteration 11Q: 3 clusters Score -42493.53 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -42498.597656 Penalty: 617.796448 Iteration 12Q: 3 clusters Score -42498.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -42508.167969 Penalty: 617.796448 Iteration 13Q: 3 clusters Score -42508.17 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -42516.214844 Penalty: 617.796448 Iteration 14Q: 3 clusters Score -42516.21 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -42519.742188 Penalty: 617.796448 Iteration 15Q: 3 clusters Score -42519.74 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -42521.589844 Penalty: 617.796448 Iteration 16Q: 3 clusters Score -42521.59 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -42522.191406 Penalty: 617.796448 Iteration 17Q: 3 clusters Score -42522.19 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -42522.191406 Penalty: 617.796448 Iteration 18F: 3 clusters Score -42522.19 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (8270 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8270 members Entering Unmasked Estep Score: -434025.968750 Penalty: 410.427734 Iteration 0F: 2 clusters Score -434026 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4165 members Mstep: Class 2 contains 4105 members Entering Unmasked Estep Score: -428494.093750 Penalty: 820.855469 Iteration 0F: 3 clusters Score -428494.1 nChanged 3838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4063 members Mstep: Class 2 contains 4207 members Entering Unmasked Estep Score: -430680.375000 Penalty: 820.855469 Iteration 1F: 3 clusters Score -430680.4 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3970 members Mstep: Class 2 contains 4300 members Entering Unmasked Estep Score: -430904.000000 Penalty: 820.855469 Iteration 2F: 3 clusters Score -430904 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3890 members Mstep: Class 2 contains 4380 members Entering Unmasked Estep Score: -431126.375000 Penalty: 820.855469 Iteration 3F: 3 clusters Score -431126.4 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3832 members Mstep: Class 2 contains 4438 members Entering Unmasked Estep Score: -431323.468750 Penalty: 820.855469 Iteration 4F: 3 clusters Score -431323.5 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3773 members Mstep: Class 2 contains 4497 members Entering Unmasked Estep Score: -431516.312500 Penalty: 820.855469 Iteration 5Q: 3 clusters Score -431516.3 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3716 members Mstep: Class 2 contains 4554 members Entering Unmasked Estep Score: -431689.093750 Penalty: 820.855469 Iteration 6Q: 3 clusters Score -431689.1 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3675 members Mstep: Class 2 contains 4595 members Entering Unmasked Estep Score: -431843.312500 Penalty: 820.855469 Iteration 7Q: 3 clusters Score -431843.3 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3637 members Mstep: Class 2 contains 4633 members Entering Unmasked Estep Score: -432002.937500 Penalty: 820.855469 Iteration 8Q: 3 clusters Score -432002.9 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3623 members Mstep: Class 2 contains 4647 members Entering Unmasked Estep Score: -432195.562500 Penalty: 820.855469 Iteration 9Q: 3 clusters Score -432195.6 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3589 members Mstep: Class 2 contains 4681 members Entering Unmasked Estep Score: -432440.437500 Penalty: 820.855469 Iteration 10Q: 3 clusters Score -432440.4 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3566 members Mstep: Class 2 contains 4704 members Entering Unmasked Estep Score: -432715.687500 Penalty: 820.855469 Iteration 11Q: 3 clusters Score -432715.7 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3559 members Mstep: Class 2 contains 4711 members Entering Unmasked Estep Score: -432932.906250 Penalty: 820.855469 Iteration 12Q: 3 clusters Score -432932.9 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3557 members Mstep: Class 2 contains 4713 members Entering Unmasked Estep Score: -433095.906250 Penalty: 820.855469 Iteration 13Q: 3 clusters Score -433095.9 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3523 members Mstep: Class 2 contains 4747 members Entering Unmasked Estep Score: -433227.343750 Penalty: 820.855469 Iteration 14Q: 3 clusters Score -433227.3 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3483 members Mstep: Class 2 contains 4787 members Entering Unmasked Estep Score: -433324.562500 Penalty: 820.855469 Iteration 15Q: 3 clusters Score -433324.6 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3445 members Mstep: Class 2 contains 4825 members Entering Unmasked Estep Score: -433377.406250 Penalty: 820.855469 Iteration 16Q: 3 clusters Score -433377.4 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3403 members Mstep: Class 2 contains 4867 members Entering Unmasked Estep Score: -433412.843750 Penalty: 820.855469 Iteration 17Q: 3 clusters Score -433412.8 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3369 members Mstep: Class 2 contains 4901 members Entering Unmasked Estep Score: -433446.000000 Penalty: 820.855469 Iteration 18Q: 3 clusters Score -433446 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3327 members Mstep: Class 2 contains 4943 members Entering Unmasked Estep Score: -433470.750000 Penalty: 820.855469 Iteration 19Q: 3 clusters Score -433470.8 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3276 members Mstep: Class 2 contains 4994 members Entering Unmasked Estep Score: -433505.781250 Penalty: 820.855469 Iteration 20F: 3 clusters Score -433505.8 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3218 members Mstep: Class 2 contains 5052 members Entering Unmasked Estep Score: -433536.843750 Penalty: 820.855469 Iteration 21Q: 3 clusters Score -433536.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3173 members Mstep: Class 2 contains 5097 members Entering Unmasked Estep Score: -433560.531250 Penalty: 820.855469 Iteration 22Q: 3 clusters Score -433560.5 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3146 members Mstep: Class 2 contains 5124 members Entering Unmasked Estep Score: -433573.187500 Penalty: 820.855469 Iteration 23Q: 3 clusters Score -433573.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3128 members Mstep: Class 2 contains 5142 members Entering Unmasked Estep Score: -433583.718750 Penalty: 820.855469 Iteration 24Q: 3 clusters Score -433583.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3116 members Mstep: Class 2 contains 5154 members Entering Unmasked Estep Score: -433591.375000 Penalty: 820.855469 Iteration 25Q: 3 clusters Score -433591.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3105 members Mstep: Class 2 contains 5165 members Entering Unmasked Estep Score: -433598.906250 Penalty: 820.855469 Iteration 26Q: 3 clusters Score -433598.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3093 members Mstep: Class 2 contains 5177 members Entering Unmasked Estep Score: -433605.718750 Penalty: 820.855469 Iteration 27Q: 3 clusters Score -433605.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3091 members Mstep: Class 2 contains 5179 members Entering Unmasked Estep Score: -433610.093750 Penalty: 820.855469 Iteration 28Q: 3 clusters Score -433610.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3097 members Mstep: Class 2 contains 5173 members Entering Unmasked Estep Score: -433612.781250 Penalty: 820.855469 Iteration 29Q: 3 clusters Score -433612.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3104 members Mstep: Class 2 contains 5166 members Entering Unmasked Estep Score: -433614.468750 Penalty: 820.855469 Iteration 30Q: 3 clusters Score -433614.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3108 members Mstep: Class 2 contains 5162 members Entering Unmasked Estep Score: -433616.312500 Penalty: 820.855469 Iteration 31Q: 3 clusters Score -433616.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3111 members Mstep: Class 2 contains 5159 members Entering Unmasked Estep Score: -433618.750000 Penalty: 820.855469 Iteration 32Q: 3 clusters Score -433618.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3117 members Mstep: Class 2 contains 5153 members Entering Unmasked Estep Score: -433620.406250 Penalty: 820.855469 Iteration 33Q: 3 clusters Score -433620.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3123 members Mstep: Class 2 contains 5147 members Entering Unmasked Estep Score: -433623.000000 Penalty: 820.855469 Iteration 34Q: 3 clusters Score -433623 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3120 members Mstep: Class 2 contains 5150 members Entering Unmasked Estep Score: -433625.187500 Penalty: 820.855469 Iteration 35Q: 3 clusters Score -433625.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3121 members Mstep: Class 2 contains 5149 members Entering Unmasked Estep Score: -433627.656250 Penalty: 820.855469 Iteration 36Q: 3 clusters Score -433627.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3129 members Mstep: Class 2 contains 5141 members Entering Unmasked Estep Score: -433630.250000 Penalty: 820.855469 Iteration 37Q: 3 clusters Score -433630.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3136 members Mstep: Class 2 contains 5134 members Entering Unmasked Estep Score: -433634.062500 Penalty: 820.855469 Iteration 38Q: 3 clusters Score -433634.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3136 members Mstep: Class 2 contains 5134 members Entering Unmasked Estep Score: -433637.281250 Penalty: 820.855469 Iteration 39Q: 3 clusters Score -433637.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3144 members Mstep: Class 2 contains 5126 members Entering Unmasked Estep Score: -433639.656250 Penalty: 820.855469 Iteration 40F: 3 clusters Score -433639.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3149 members Mstep: Class 2 contains 5121 members Entering Unmasked Estep Score: -433641.187500 Penalty: 820.855469 Iteration 41Q: 3 clusters Score -433641.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3155 members Mstep: Class 2 contains 5115 members Entering Unmasked Estep Score: -433642.625000 Penalty: 820.855469 Iteration 42Q: 3 clusters Score -433642.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3162 members Mstep: Class 2 contains 5108 members Entering Unmasked Estep Score: -433643.687500 Penalty: 820.855469 Iteration 43Q: 3 clusters Score -433643.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3170 members Mstep: Class 2 contains 5100 members Entering Unmasked Estep Score: -433645.531250 Penalty: 820.855469 Iteration 44Q: 3 clusters Score -433645.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3177 members Mstep: Class 2 contains 5093 members Entering Unmasked Estep Score: -433645.625000 Penalty: 820.855469 Iteration 45Q: 3 clusters Score -433645.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3182 members Mstep: Class 2 contains 5088 members Entering Unmasked Estep Score: -433647.406250 Penalty: 820.855469 Iteration 46Q: 3 clusters Score -433647.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3186 members Mstep: Class 2 contains 5084 members Entering Unmasked Estep Score: -433646.812500 Penalty: 820.855469 Iteration 47Q: 3 clusters Score -433646.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3186 members Mstep: Class 2 contains 5084 members Entering Unmasked Estep Score: -433647.718750 Penalty: 820.855469 Iteration 48Q: 3 clusters Score -433647.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3185 members Mstep: Class 2 contains 5085 members Entering Unmasked Estep Score: -433647.156250 Penalty: 820.855469 Iteration 49Q: 3 clusters Score -433647.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3185 members Mstep: Class 2 contains 5085 members Entering Unmasked Estep Score: -433647.375000 Penalty: 820.855469 Iteration 50Q: 3 clusters Score -433647.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3184 members Mstep: Class 2 contains 5086 members Entering Unmasked Estep Score: -433647.468750 Penalty: 820.855469 Iteration 51Q: 3 clusters Score -433647.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3183 members Mstep: Class 2 contains 5087 members Entering Unmasked Estep Score: -433648.375000 Penalty: 820.855469 Iteration 52Q: 3 clusters Score -433648.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3185 members Mstep: Class 2 contains 5085 members Entering Unmasked Estep Score: -433647.875000 Penalty: 820.855469 Iteration 53Q: 3 clusters Score -433647.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3186 members Mstep: Class 2 contains 5084 members Entering Unmasked Estep Score: -433648.312500 Penalty: 820.855469 Iteration 54Q: 3 clusters Score -433648.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3186 members Mstep: Class 2 contains 5084 members Entering Unmasked Estep Score: -433648.312500 Penalty: 820.855469 Iteration 55F: 3 clusters Score -433648.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (3941 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3941 members Entering Unmasked Estep Score: -182502.156250 Penalty: 376.703156 Iteration 0F: 2 clusters Score -182502.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -179794.906250 Penalty: 753.406311 Iteration 0F: 3 clusters Score -179794.9 nChanged 1756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 1970 members Entering Unmasked Estep Score: -180877.234375 Penalty: 753.406311 Iteration 1F: 3 clusters Score -180877.2 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -181109.937500 Penalty: 753.406311 Iteration 2F: 3 clusters Score -181109.9 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 1960 members Entering Unmasked Estep Score: -181280.875000 Penalty: 753.406311 Iteration 3F: 3 clusters Score -181280.9 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -181393.859375 Penalty: 753.406311 Iteration 4F: 3 clusters Score -181393.9 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2022 members Mstep: Class 2 contains 1919 members Entering Unmasked Estep Score: -181476.156250 Penalty: 753.406311 Iteration 5Q: 3 clusters Score -181476.2 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -181554.562500 Penalty: 753.406311 Iteration 6Q: 3 clusters Score -181554.6 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -181637.156250 Penalty: 753.406311 Iteration 7Q: 3 clusters Score -181637.2 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -181697.937500 Penalty: 753.406311 Iteration 8Q: 3 clusters Score -181697.9 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2254 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -181741.656250 Penalty: 753.406311 Iteration 9Q: 3 clusters Score -181741.7 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -181773.421875 Penalty: 753.406311 Iteration 10Q: 3 clusters Score -181773.4 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2374 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -181810.578125 Penalty: 753.406311 Iteration 11Q: 3 clusters Score -181810.6 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2431 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -181842.765625 Penalty: 753.406311 Iteration 12Q: 3 clusters Score -181842.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2471 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -181864.421875 Penalty: 753.406311 Iteration 13Q: 3 clusters Score -181864.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2507 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -181880.625000 Penalty: 753.406311 Iteration 14Q: 3 clusters Score -181880.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2548 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -181891.609375 Penalty: 753.406311 Iteration 15Q: 3 clusters Score -181891.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2585 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -181900.562500 Penalty: 753.406311 Iteration 16Q: 3 clusters Score -181900.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2623 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -181915.812500 Penalty: 753.406311 Iteration 17Q: 3 clusters Score -181915.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2666 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -181933.671875 Penalty: 753.406311 Iteration 18Q: 3 clusters Score -181933.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2714 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -181954.953125 Penalty: 753.406311 Iteration 19Q: 3 clusters Score -181955 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2765 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -181979.093750 Penalty: 753.406311 Iteration 20F: 3 clusters Score -181979.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2819 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -182004.875000 Penalty: 753.406311 Iteration 21Q: 3 clusters Score -182004.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2879 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -182030.953125 Penalty: 753.406311 Iteration 22Q: 3 clusters Score -182031 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2938 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -182055.875000 Penalty: 753.406311 Iteration 23Q: 3 clusters Score -182055.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2987 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -182078.843750 Penalty: 753.406311 Iteration 24Q: 3 clusters Score -182078.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3041 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -182104.812500 Penalty: 753.406311 Iteration 25Q: 3 clusters Score -182104.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3084 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -182120.765625 Penalty: 753.406311 Iteration 26Q: 3 clusters Score -182120.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3131 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -182138.343750 Penalty: 753.406311 Iteration 27Q: 3 clusters Score -182138.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3168 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -182159.531250 Penalty: 753.406311 Iteration 28Q: 3 clusters Score -182159.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3208 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -182182.109375 Penalty: 753.406311 Iteration 29Q: 3 clusters Score -182182.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3239 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -182200.500000 Penalty: 753.406311 Iteration 30Q: 3 clusters Score -182200.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3269 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -182212.859375 Penalty: 753.406311 Iteration 31Q: 3 clusters Score -182212.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3286 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -182219.312500 Penalty: 753.406311 Iteration 32Q: 3 clusters Score -182219.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3298 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -182223.609375 Penalty: 753.406311 Iteration 33Q: 3 clusters Score -182223.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3312 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -182229.859375 Penalty: 753.406311 Iteration 34Q: 3 clusters Score -182229.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3325 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -182234.781250 Penalty: 753.406311 Iteration 35Q: 3 clusters Score -182234.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3344 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -182240.890625 Penalty: 753.406311 Iteration 36Q: 3 clusters Score -182240.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3355 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -182246.171875 Penalty: 753.406311 Iteration 37Q: 3 clusters Score -182246.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3367 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -182248.437500 Penalty: 753.406311 Iteration 38Q: 3 clusters Score -182248.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3374 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -182251.015625 Penalty: 753.406311 Iteration 39Q: 3 clusters Score -182251 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3381 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -182253.906250 Penalty: 753.406311 Iteration 40F: 3 clusters Score -182253.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3390 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -182256.484375 Penalty: 753.406311 Iteration 41Q: 3 clusters Score -182256.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3393 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -182258.500000 Penalty: 753.406311 Iteration 42Q: 3 clusters Score -182258.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3396 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -182259.546875 Penalty: 753.406311 Iteration 43Q: 3 clusters Score -182259.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3400 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -182260.484375 Penalty: 753.406311 Iteration 44Q: 3 clusters Score -182260.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3402 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -182261.390625 Penalty: 753.406311 Iteration 45Q: 3 clusters Score -182261.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3402 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -182262.453125 Penalty: 753.406311 Iteration 46Q: 3 clusters Score -182262.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3403 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -182264.281250 Penalty: 753.406311 Iteration 47Q: 3 clusters Score -182264.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3409 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -182266.203125 Penalty: 753.406311 Iteration 48Q: 3 clusters Score -182266.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3411 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -182267.593750 Penalty: 753.406311 Iteration 49Q: 3 clusters Score -182267.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3411 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -182268.921875 Penalty: 753.406311 Iteration 50Q: 3 clusters Score -182268.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3413 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -182269.406250 Penalty: 753.406311 Iteration 51Q: 3 clusters Score -182269.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3415 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -182269.296875 Penalty: 753.406311 Iteration 52Q: 3 clusters Score -182269.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3416 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -182269.765625 Penalty: 753.406311 Iteration 53Q: 3 clusters Score -182269.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3416 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -182269.765625 Penalty: 753.406311 Iteration 54F: 3 clusters Score -182269.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (515 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Entering Unmasked Estep Score: -20754.130859 Penalty: 284.109589 Iteration 0F: 2 clusters Score -20754.13 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -20308.671875 Penalty: 568.219177 Iteration 0F: 3 clusters Score -20308.67 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -20487.818359 Penalty: 568.219177 Iteration 1F: 3 clusters Score -20487.82 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -20533.425781 Penalty: 568.219177 Iteration 2F: 3 clusters Score -20533.43 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -20554.796875 Penalty: 568.219177 Iteration 3F: 3 clusters Score -20554.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -20568.291016 Penalty: 568.219177 Iteration 4Q: 3 clusters Score -20568.29 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -20580.539062 Penalty: 568.219177 Iteration 5Q: 3 clusters Score -20580.54 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -20590.097656 Penalty: 568.219177 Iteration 6Q: 3 clusters Score -20590.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -20594.953125 Penalty: 568.219177 Iteration 7Q: 3 clusters Score -20594.95 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -20598.060547 Penalty: 568.219177 Iteration 8Q: 3 clusters Score -20598.06 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -20599.914062 Penalty: 568.219177 Iteration 9Q: 3 clusters Score -20599.91 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -20601.498047 Penalty: 568.219177 Iteration 10Q: 3 clusters Score -20601.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -20602.652344 Penalty: 568.219177 Iteration 11Q: 3 clusters Score -20602.65 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -20605.109375 Penalty: 568.219177 Iteration 12Q: 3 clusters Score -20605.11 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -20610.908203 Penalty: 568.219177 Iteration 13Q: 3 clusters Score -20610.91 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -20612.853516 Penalty: 568.219177 Iteration 14Q: 3 clusters Score -20612.85 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -20613.931641 Penalty: 568.219177 Iteration 15Q: 3 clusters Score -20613.93 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -20615.443359 Penalty: 568.219177 Iteration 16Q: 3 clusters Score -20615.44 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -20615.757812 Penalty: 568.219177 Iteration 17Q: 3 clusters Score -20615.76 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -20616.916016 Penalty: 568.219177 Iteration 18Q: 3 clusters Score -20616.92 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -20616.916016 Penalty: 568.219177 Iteration 19F: 3 clusters Score -20616.92 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (15718 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15718 members Entering Unmasked Estep Score: -930404.625000 Penalty: 439.646545 Iteration 0F: 2 clusters Score -930404.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7982 members Mstep: Class 2 contains 7736 members Entering Unmasked Estep Score: -919873.937500 Penalty: 879.293091 Iteration 0F: 3 clusters Score -919873.9 nChanged 7466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9588 members Mstep: Class 2 contains 6130 members Entering Unmasked Estep Score: -924481.000000 Penalty: 879.293091 Iteration 1F: 3 clusters Score -924481 nChanged 1022 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10426 members Mstep: Class 2 contains 5292 members Entering Unmasked Estep Score: -925117.250000 Penalty: 879.293091 Iteration 2F: 3 clusters Score -925117.2 nChanged 1211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11563 members Mstep: Class 2 contains 4155 members Entering Unmasked Estep Score: -926120.875000 Penalty: 879.293091 Iteration 3F: 3 clusters Score -926120.9 nChanged 1318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12863 members Mstep: Class 2 contains 2855 members Entering Unmasked Estep Score: -927408.500000 Penalty: 879.293091 Iteration 4F: 3 clusters Score -927408.5 nChanged 1180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14027 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -928631.500000 Penalty: 879.293091 Iteration 5F: 3 clusters Score -928631.5 nChanged 768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14767 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -929398.437500 Penalty: 879.293091 Iteration 6Q: 3 clusters Score -929398.4 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15112 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -929752.625000 Penalty: 879.293091 Iteration 7Q: 3 clusters Score -929752.6 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15246 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -929928.625000 Penalty: 879.293091 Iteration 8Q: 3 clusters Score -929928.6 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15272 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -930018.187500 Penalty: 879.293091 Iteration 9Q: 3 clusters Score -930018.2 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15282 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -930086.812500 Penalty: 879.293091 Iteration 10Q: 3 clusters Score -930086.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15293 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -930123.500000 Penalty: 879.293091 Iteration 11Q: 3 clusters Score -930123.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15290 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -930148.437500 Penalty: 879.293091 Iteration 12Q: 3 clusters Score -930148.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15293 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -930161.375000 Penalty: 879.293091 Iteration 13Q: 3 clusters Score -930161.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15290 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -930169.437500 Penalty: 879.293091 Iteration 14Q: 3 clusters Score -930169.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15292 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -930176.937500 Penalty: 879.293091 Iteration 15Q: 3 clusters Score -930176.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15295 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -930180.875000 Penalty: 879.293091 Iteration 16Q: 3 clusters Score -930180.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15293 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -930181.000000 Penalty: 879.293091 Iteration 17Q: 3 clusters Score -930181 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15291 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -930181.187500 Penalty: 879.293091 Iteration 18Q: 3 clusters Score -930181.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15290 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -930180.812500 Penalty: 879.293091 Iteration 19Q: 3 clusters Score -930180.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15290 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -930180.812500 Penalty: 879.293091 Iteration 20F: 3 clusters Score -930180.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (13326 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13326 members Entering Unmasked Estep Score: -769841.125000 Penalty: 432.135010 Iteration 0F: 2 clusters Score -769841.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6738 members Mstep: Class 2 contains 6588 members Entering Unmasked Estep Score: -761007.562500 Penalty: 864.270020 Iteration 0F: 3 clusters Score -761007.6 nChanged 6206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8148 members Mstep: Class 2 contains 5178 members Entering Unmasked Estep Score: -765026.625000 Penalty: 864.270020 Iteration 1F: 3 clusters Score -765026.6 nChanged 1125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8953 members Mstep: Class 2 contains 4373 members Entering Unmasked Estep Score: -765769.875000 Penalty: 864.270020 Iteration 2F: 3 clusters Score -765769.9 nChanged 1069 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9774 members Mstep: Class 2 contains 3552 members Entering Unmasked Estep Score: -766525.687500 Penalty: 864.270020 Iteration 3F: 3 clusters Score -766525.7 nChanged 905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10543 members Mstep: Class 2 contains 2783 members Entering Unmasked Estep Score: -767191.062500 Penalty: 864.270020 Iteration 4F: 3 clusters Score -767191.1 nChanged 740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11231 members Mstep: Class 2 contains 2095 members Entering Unmasked Estep Score: -767753.875000 Penalty: 864.270020 Iteration 5F: 3 clusters Score -767753.9 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11812 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -768228.437500 Penalty: 864.270020 Iteration 6Q: 3 clusters Score -768228.4 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12310 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -768656.750000 Penalty: 864.270020 Iteration 7Q: 3 clusters Score -768656.8 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12678 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -768987.312500 Penalty: 864.270020 Iteration 8Q: 3 clusters Score -768987.3 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12928 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -769214.437500 Penalty: 864.270020 Iteration 9Q: 3 clusters Score -769214.4 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13063 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -769327.125000 Penalty: 864.270020 Iteration 10Q: 3 clusters Score -769327.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13122 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -769383.187500 Penalty: 864.270020 Iteration 11Q: 3 clusters Score -769383.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13158 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -769429.437500 Penalty: 864.270020 Iteration 12Q: 3 clusters Score -769429.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13178 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -769451.937500 Penalty: 864.270020 Iteration 13Q: 3 clusters Score -769451.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13189 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -769469.812500 Penalty: 864.270020 Iteration 14Q: 3 clusters Score -769469.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13196 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -769482.562500 Penalty: 864.270020 Iteration 15Q: 3 clusters Score -769482.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13196 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -769488.250000 Penalty: 864.270020 Iteration 16Q: 3 clusters Score -769488.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13198 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -769495.187500 Penalty: 864.270020 Iteration 17Q: 3 clusters Score -769495.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13198 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -769497.750000 Penalty: 864.270020 Iteration 18Q: 3 clusters Score -769497.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13198 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -769498.687500 Penalty: 864.270020 Iteration 19Q: 3 clusters Score -769498.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13197 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -769503.500000 Penalty: 864.270020 Iteration 20F: 3 clusters Score -769503.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13192 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -769504.375000 Penalty: 864.270020 Iteration 21Q: 3 clusters Score -769504.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13187 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -769507.812500 Penalty: 864.270020 Iteration 22Q: 3 clusters Score -769507.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13188 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -769513.187500 Penalty: 864.270020 Iteration 23Q: 3 clusters Score -769513.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13186 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -769517.875000 Penalty: 864.270020 Iteration 24Q: 3 clusters Score -769517.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13188 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -769520.437500 Penalty: 864.270020 Iteration 25Q: 3 clusters Score -769520.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13190 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -769520.687500 Penalty: 864.270020 Iteration 26Q: 3 clusters Score -769520.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13191 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -769521.875000 Penalty: 864.270020 Iteration 27Q: 3 clusters Score -769521.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13191 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -769521.875000 Penalty: 864.270020 Iteration 28F: 3 clusters Score -769521.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (6146 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6146 members Entering Unmasked Estep Score: -334124.718750 Penalty: 396.921814 Iteration 0F: 2 clusters Score -334124.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3097 members Mstep: Class 2 contains 3049 members Entering Unmasked Estep Score: -329957.406250 Penalty: 793.843628 Iteration 0F: 3 clusters Score -329957.4 nChanged 2834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3273 members Mstep: Class 2 contains 2873 members Entering Unmasked Estep Score: -331498.343750 Penalty: 793.843628 Iteration 1F: 3 clusters Score -331498.3 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3355 members Mstep: Class 2 contains 2791 members Entering Unmasked Estep Score: -331647.750000 Penalty: 793.843628 Iteration 2F: 3 clusters Score -331647.8 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3475 members Mstep: Class 2 contains 2671 members Entering Unmasked Estep Score: -331795.281250 Penalty: 793.843628 Iteration 3F: 3 clusters Score -331795.3 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3655 members Mstep: Class 2 contains 2491 members Entering Unmasked Estep Score: -331936.625000 Penalty: 793.843628 Iteration 4F: 3 clusters Score -331936.6 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3875 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -332098.562500 Penalty: 793.843628 Iteration 5F: 3 clusters Score -332098.6 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4150 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -332307.250000 Penalty: 793.843628 Iteration 6F: 3 clusters Score -332307.2 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4474 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -332541.281250 Penalty: 793.843628 Iteration 7F: 3 clusters Score -332541.3 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4801 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -332777.843750 Penalty: 793.843628 Iteration 8F: 3 clusters Score -332777.8 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5114 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -333026.531250 Penalty: 793.843628 Iteration 9F: 3 clusters Score -333026.5 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5392 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -333256.718750 Penalty: 793.843628 Iteration 10Q: 3 clusters Score -333256.7 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5601 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -333455.281250 Penalty: 793.843628 Iteration 11Q: 3 clusters Score -333455.3 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5735 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -333595.812500 Penalty: 793.843628 Iteration 12Q: 3 clusters Score -333595.8 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5809 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -333664.812500 Penalty: 793.843628 Iteration 13Q: 3 clusters Score -333664.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5856 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -333718.843750 Penalty: 793.843628 Iteration 14Q: 3 clusters Score -333718.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5888 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -333751.312500 Penalty: 793.843628 Iteration 15Q: 3 clusters Score -333751.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5912 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -333774.218750 Penalty: 793.843628 Iteration 16Q: 3 clusters Score -333774.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5925 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -333785.718750 Penalty: 793.843628 Iteration 17Q: 3 clusters Score -333785.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5936 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -333795.500000 Penalty: 793.843628 Iteration 18Q: 3 clusters Score -333795.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5946 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -333804.125000 Penalty: 793.843628 Iteration 19Q: 3 clusters Score -333804.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5947 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -333805.968750 Penalty: 793.843628 Iteration 20F: 3 clusters Score -333806 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5949 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -333809.468750 Penalty: 793.843628 Iteration 21Q: 3 clusters Score -333809.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5951 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -333811.531250 Penalty: 793.843628 Iteration 22Q: 3 clusters Score -333811.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5954 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -333814.062500 Penalty: 793.843628 Iteration 23Q: 3 clusters Score -333814.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5957 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -333816.937500 Penalty: 793.843628 Iteration 24Q: 3 clusters Score -333816.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5958 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -333816.781250 Penalty: 793.843628 Iteration 25Q: 3 clusters Score -333816.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5959 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -333818.812500 Penalty: 793.843628 Iteration 26Q: 3 clusters Score -333818.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5960 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -333819.500000 Penalty: 793.843628 Iteration 27Q: 3 clusters Score -333819.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5960 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -333819.500000 Penalty: 793.843628 Iteration 28F: 3 clusters Score -333819.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (141 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Entering Unmasked Estep Score: -3361.221191 Penalty: 225.168579 Iteration 0F: 2 clusters Score -3361.221 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -3155.640625 Penalty: 450.337158 Iteration 0F: 3 clusters Score -3155.641 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -3251.188965 Penalty: 450.337158 Iteration 1F: 3 clusters Score -3251.189 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -3270.697754 Penalty: 450.337158 Iteration 2F: 3 clusters Score -3270.698 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -3289.758057 Penalty: 450.337158 Iteration 3Q: 3 clusters Score -3289.758 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -3293.853516 Penalty: 450.337158 Iteration 4Q: 3 clusters Score -3293.854 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -3295.232422 Penalty: 450.337158 Iteration 5F: 3 clusters Score -3295.232 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -3327.403564 Penalty: 450.337158 Iteration 6Q: 3 clusters Score -3327.404 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -3327.403564 Penalty: 450.337158 Iteration 7F: 3 clusters Score -3327.404 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (20054 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20054 members Entering Unmasked Estep Score: -1205316.500000 Penalty: 450.731384 Iteration 0F: 2 clusters Score -1205316 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9980 members Mstep: Class 2 contains 10074 members Entering Unmasked Estep Score: -1191872.000000 Penalty: 901.462769 Iteration 0F: 3 clusters Score -1191872 nChanged 9572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9626 members Mstep: Class 2 contains 10428 members Entering Unmasked Estep Score: -1197708.500000 Penalty: 901.462769 Iteration 1F: 3 clusters Score -1197708 nChanged 1019 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9305 members Mstep: Class 2 contains 10749 members Entering Unmasked Estep Score: -1198153.500000 Penalty: 901.462769 Iteration 2F: 3 clusters Score -1198154 nChanged 1107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8796 members Mstep: Class 2 contains 11258 members Entering Unmasked Estep Score: -1198751.500000 Penalty: 901.462769 Iteration 3F: 3 clusters Score -1198752 nChanged 1281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8127 members Mstep: Class 2 contains 11927 members Entering Unmasked Estep Score: -1199556.250000 Penalty: 901.462769 Iteration 4F: 3 clusters Score -1199556 nChanged 1288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7449 members Mstep: Class 2 contains 12605 members Entering Unmasked Estep Score: -1200419.625000 Penalty: 901.462769 Iteration 5F: 3 clusters Score -1200420 nChanged 1150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6849 members Mstep: Class 2 contains 13205 members Entering Unmasked Estep Score: -1201193.250000 Penalty: 901.462769 Iteration 6F: 3 clusters Score -1201193 nChanged 930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6415 members Mstep: Class 2 contains 13639 members Entering Unmasked Estep Score: -1201716.625000 Penalty: 901.462769 Iteration 7Q: 3 clusters Score -1201717 nChanged 705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6024 members Mstep: Class 2 contains 14030 members Entering Unmasked Estep Score: -1202033.250000 Penalty: 901.462769 Iteration 8Q: 3 clusters Score -1202033 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5682 members Mstep: Class 2 contains 14372 members Entering Unmasked Estep Score: -1202213.625000 Penalty: 901.462769 Iteration 9Q: 3 clusters Score -1202214 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5334 members Mstep: Class 2 contains 14720 members Entering Unmasked Estep Score: -1202373.500000 Penalty: 901.462769 Iteration 10Q: 3 clusters Score -1202374 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4973 members Mstep: Class 2 contains 15081 members Entering Unmasked Estep Score: -1202538.375000 Penalty: 901.462769 Iteration 11Q: 3 clusters Score -1202538 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4593 members Mstep: Class 2 contains 15461 members Entering Unmasked Estep Score: -1202707.375000 Penalty: 901.462769 Iteration 12Q: 3 clusters Score -1202707 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4201 members Mstep: Class 2 contains 15853 members Entering Unmasked Estep Score: -1202880.250000 Penalty: 901.462769 Iteration 13Q: 3 clusters Score -1202880 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3833 members Mstep: Class 2 contains 16221 members Entering Unmasked Estep Score: -1203027.875000 Penalty: 901.462769 Iteration 14Q: 3 clusters Score -1203028 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3495 members Mstep: Class 2 contains 16559 members Entering Unmasked Estep Score: -1203168.000000 Penalty: 901.462769 Iteration 15Q: 3 clusters Score -1203168 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3130 members Mstep: Class 2 contains 16924 members Entering Unmasked Estep Score: -1203335.125000 Penalty: 901.462769 Iteration 16Q: 3 clusters Score -1203335 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2760 members Mstep: Class 2 contains 17294 members Entering Unmasked Estep Score: -1203507.625000 Penalty: 901.462769 Iteration 17Q: 3 clusters Score -1203508 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2424 members Mstep: Class 2 contains 17630 members Entering Unmasked Estep Score: -1203665.625000 Penalty: 901.462769 Iteration 18Q: 3 clusters Score -1203666 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2130 members Mstep: Class 2 contains 17924 members Entering Unmasked Estep Score: -1203794.375000 Penalty: 901.462769 Iteration 19Q: 3 clusters Score -1203794 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 18189 members Entering Unmasked Estep Score: -1203919.875000 Penalty: 901.462769 Iteration 20F: 3 clusters Score -1203920 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 18431 members Entering Unmasked Estep Score: -1204034.500000 Penalty: 901.462769 Iteration 21Q: 3 clusters Score -1204034 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 18667 members Entering Unmasked Estep Score: -1204153.625000 Penalty: 901.462769 Iteration 22Q: 3 clusters Score -1204154 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 18902 members Entering Unmasked Estep Score: -1204284.125000 Penalty: 901.462769 Iteration 23Q: 3 clusters Score -1204284 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 19107 members Entering Unmasked Estep Score: -1204392.375000 Penalty: 901.462769 Iteration 24Q: 3 clusters Score -1204392 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 19259 members Entering Unmasked Estep Score: -1204486.625000 Penalty: 901.462769 Iteration 25Q: 3 clusters Score -1204487 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 19391 members Entering Unmasked Estep Score: -1204560.500000 Penalty: 901.462769 Iteration 26Q: 3 clusters Score -1204560 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 19507 members Entering Unmasked Estep Score: -1204626.875000 Penalty: 901.462769 Iteration 27Q: 3 clusters Score -1204627 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 19619 members Entering Unmasked Estep Score: -1204697.375000 Penalty: 901.462769 Iteration 28Q: 3 clusters Score -1204697 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 19706 members Entering Unmasked Estep Score: -1204752.000000 Penalty: 901.462769 Iteration 29Q: 3 clusters Score -1204752 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 19770 members Entering Unmasked Estep Score: -1204795.750000 Penalty: 901.462769 Iteration 30Q: 3 clusters Score -1204796 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 19808 members Entering Unmasked Estep Score: -1204821.500000 Penalty: 901.462769 Iteration 31Q: 3 clusters Score -1204822 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 19841 members Entering Unmasked Estep Score: -1204847.875000 Penalty: 901.462769 Iteration 32Q: 3 clusters Score -1204848 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 19869 members Entering Unmasked Estep Score: -1204874.875000 Penalty: 901.462769 Iteration 33Q: 3 clusters Score -1204875 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 19887 members Entering Unmasked Estep Score: -1204896.375000 Penalty: 901.462769 Iteration 34Q: 3 clusters Score -1204896 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 19909 members Entering Unmasked Estep Score: -1204913.750000 Penalty: 901.462769 Iteration 35Q: 3 clusters Score -1204914 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 19915 members Entering Unmasked Estep Score: -1204922.625000 Penalty: 901.462769 Iteration 36Q: 3 clusters Score -1204923 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 19918 members Entering Unmasked Estep Score: -1204927.750000 Penalty: 901.462769 Iteration 37Q: 3 clusters Score -1204928 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 19924 members Entering Unmasked Estep Score: -1204931.000000 Penalty: 901.462769 Iteration 38Q: 3 clusters Score -1204931 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 19931 members Entering Unmasked Estep Score: -1204937.875000 Penalty: 901.462769 Iteration 39Q: 3 clusters Score -1204938 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 19937 members Entering Unmasked Estep Score: -1204940.375000 Penalty: 901.462769 Iteration 40F: 3 clusters Score -1204940 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 19938 members Entering Unmasked Estep Score: -1204941.250000 Penalty: 901.462769 Iteration 41Q: 3 clusters Score -1204941 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 19937 members Entering Unmasked Estep Score: -1204943.250000 Penalty: 901.462769 Iteration 42Q: 3 clusters Score -1204943 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 19937 members Entering Unmasked Estep Score: -1204943.250000 Penalty: 901.462769 Iteration 43F: 3 clusters Score -1204943 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (704 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Entering Unmasked Estep Score: -26322.238281 Penalty: 298.333405 Iteration 0F: 2 clusters Score -26322.24 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -25705.636719 Penalty: 596.666809 Iteration 0F: 3 clusters Score -25705.64 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -26019.015625 Penalty: 596.666809 Iteration 1F: 3 clusters Score -26019.02 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -26116.109375 Penalty: 596.666809 Iteration 2F: 3 clusters Score -26116.11 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -26168.427734 Penalty: 596.666809 Iteration 3F: 3 clusters Score -26168.43 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -26186.697266 Penalty: 596.666809 Iteration 4Q: 3 clusters Score -26186.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -26198.304688 Penalty: 596.666809 Iteration 5Q: 3 clusters Score -26198.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -26201.759766 Penalty: 596.666809 Iteration 6Q: 3 clusters Score -26201.76 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -26206.328125 Penalty: 596.666809 Iteration 7Q: 3 clusters Score -26206.33 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -26207.927734 Penalty: 596.666809 Iteration 8Q: 3 clusters Score -26207.93 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -26209.216797 Penalty: 596.666809 Iteration 9Q: 3 clusters Score -26209.22 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -26209.765625 Penalty: 596.666809 Iteration 10Q: 3 clusters Score -26209.77 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -26211.552734 Penalty: 596.666809 Iteration 11Q: 3 clusters Score -26211.55 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -26215.810547 Penalty: 596.666809 Iteration 12Q: 3 clusters Score -26215.81 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -26221.324219 Penalty: 596.666809 Iteration 13Q: 3 clusters Score -26221.32 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -26222.742188 Penalty: 596.666809 Iteration 14Q: 3 clusters Score -26222.74 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -26223.335938 Penalty: 596.666809 Iteration 15Q: 3 clusters Score -26223.34 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -26223.488281 Penalty: 596.666809 Iteration 16Q: 3 clusters Score -26223.49 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -26223.488281 Penalty: 596.666809 Iteration 17F: 3 clusters Score -26223.49 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (920 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Entering Unmasked Estep Score: -51298.113281 Penalty: 310.509003 Iteration 0F: 2 clusters Score -51298.11 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -50554.628906 Penalty: 621.018005 Iteration 0F: 3 clusters Score -50554.63 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -50877.488281 Penalty: 621.018005 Iteration 1F: 3 clusters Score -50877.49 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -50999.460938 Penalty: 621.018005 Iteration 2F: 3 clusters Score -50999.46 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -51071.457031 Penalty: 621.018005 Iteration 3F: 3 clusters Score -51071.46 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -51100.152344 Penalty: 621.018005 Iteration 4Q: 3 clusters Score -51100.15 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -51110.945312 Penalty: 621.018005 Iteration 5Q: 3 clusters Score -51110.95 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -51118.980469 Penalty: 621.018005 Iteration 6Q: 3 clusters Score -51118.98 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -51123.781250 Penalty: 621.018005 Iteration 7Q: 3 clusters Score -51123.78 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -51127.683594 Penalty: 621.018005 Iteration 8Q: 3 clusters Score -51127.68 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -51130.898438 Penalty: 621.018005 Iteration 9Q: 3 clusters Score -51130.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -51135.203125 Penalty: 621.018005 Iteration 10Q: 3 clusters Score -51135.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -51137.777344 Penalty: 621.018005 Iteration 11Q: 3 clusters Score -51137.78 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -51141.660156 Penalty: 621.018005 Iteration 12Q: 3 clusters Score -51141.66 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -51142.335938 Penalty: 621.018005 Iteration 13Q: 3 clusters Score -51142.34 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -51143.398438 Penalty: 621.018005 Iteration 14Q: 3 clusters Score -51143.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -51145.253906 Penalty: 621.018005 Iteration 15Q: 3 clusters Score -51145.25 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -51145.867188 Penalty: 621.018005 Iteration 16Q: 3 clusters Score -51145.87 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -51145.867188 Penalty: 621.018005 Iteration 17F: 3 clusters Score -51145.87 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (10290 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10290 members Entering Unmasked Estep Score: -631273.437500 Penalty: 420.371216 Iteration 0F: 2 clusters Score -631273.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5097 members Mstep: Class 2 contains 5193 members Entering Unmasked Estep Score: -624390.500000 Penalty: 840.742432 Iteration 0F: 3 clusters Score -624390.5 nChanged 4796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4871 members Mstep: Class 2 contains 5419 members Entering Unmasked Estep Score: -627124.062500 Penalty: 840.742432 Iteration 1F: 3 clusters Score -627124.1 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4808 members Mstep: Class 2 contains 5482 members Entering Unmasked Estep Score: -627395.125000 Penalty: 840.742432 Iteration 2F: 3 clusters Score -627395.1 nChanged 594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4710 members Mstep: Class 2 contains 5580 members Entering Unmasked Estep Score: -627681.875000 Penalty: 840.742432 Iteration 3F: 3 clusters Score -627681.9 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4574 members Mstep: Class 2 contains 5716 members Entering Unmasked Estep Score: -627996.062500 Penalty: 840.742432 Iteration 4F: 3 clusters Score -627996.1 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4380 members Mstep: Class 2 contains 5910 members Entering Unmasked Estep Score: -628312.750000 Penalty: 840.742432 Iteration 5F: 3 clusters Score -628312.8 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4132 members Mstep: Class 2 contains 6158 members Entering Unmasked Estep Score: -628641.500000 Penalty: 840.742432 Iteration 6Q: 3 clusters Score -628641.5 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3866 members Mstep: Class 2 contains 6424 members Entering Unmasked Estep Score: -628931.562500 Penalty: 840.742432 Iteration 7Q: 3 clusters Score -628931.6 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3612 members Mstep: Class 2 contains 6678 members Entering Unmasked Estep Score: -629139.812500 Penalty: 840.742432 Iteration 8Q: 3 clusters Score -629139.8 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3393 members Mstep: Class 2 contains 6897 members Entering Unmasked Estep Score: -629274.000000 Penalty: 840.742432 Iteration 9Q: 3 clusters Score -629274 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3166 members Mstep: Class 2 contains 7124 members Entering Unmasked Estep Score: -629392.812500 Penalty: 840.742432 Iteration 10Q: 3 clusters Score -629392.8 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2955 members Mstep: Class 2 contains 7335 members Entering Unmasked Estep Score: -629484.000000 Penalty: 840.742432 Iteration 11Q: 3 clusters Score -629484 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2767 members Mstep: Class 2 contains 7523 members Entering Unmasked Estep Score: -629552.812500 Penalty: 840.742432 Iteration 12Q: 3 clusters Score -629552.8 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2565 members Mstep: Class 2 contains 7725 members Entering Unmasked Estep Score: -629635.937500 Penalty: 840.742432 Iteration 13Q: 3 clusters Score -629635.9 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2367 members Mstep: Class 2 contains 7923 members Entering Unmasked Estep Score: -629708.437500 Penalty: 840.742432 Iteration 14Q: 3 clusters Score -629708.4 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2173 members Mstep: Class 2 contains 8117 members Entering Unmasked Estep Score: -629786.187500 Penalty: 840.742432 Iteration 15Q: 3 clusters Score -629786.2 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1982 members Mstep: Class 2 contains 8308 members Entering Unmasked Estep Score: -629856.250000 Penalty: 840.742432 Iteration 16Q: 3 clusters Score -629856.2 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 8493 members Entering Unmasked Estep Score: -629926.375000 Penalty: 840.742432 Iteration 17Q: 3 clusters Score -629926.4 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 8668 members Entering Unmasked Estep Score: -630000.000000 Penalty: 840.742432 Iteration 18Q: 3 clusters Score -630000 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 8850 members Entering Unmasked Estep Score: -630081.937500 Penalty: 840.742432 Iteration 19Q: 3 clusters Score -630081.9 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 9025 members Entering Unmasked Estep Score: -630166.312500 Penalty: 840.742432 Iteration 20F: 3 clusters Score -630166.3 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 9218 members Entering Unmasked Estep Score: -630271.562500 Penalty: 840.742432 Iteration 21Q: 3 clusters Score -630271.6 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 9402 members Entering Unmasked Estep Score: -630389.500000 Penalty: 840.742432 Iteration 22Q: 3 clusters Score -630389.5 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 9591 members Entering Unmasked Estep Score: -630527.750000 Penalty: 840.742432 Iteration 23Q: 3 clusters Score -630527.8 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 9734 members Entering Unmasked Estep Score: -630629.000000 Penalty: 840.742432 Iteration 24Q: 3 clusters Score -630629 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 9834 members Entering Unmasked Estep Score: -630695.812500 Penalty: 840.742432 Iteration 25Q: 3 clusters Score -630695.8 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 9920 members Entering Unmasked Estep Score: -630755.375000 Penalty: 840.742432 Iteration 26Q: 3 clusters Score -630755.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 9985 members Entering Unmasked Estep Score: -630795.875000 Penalty: 840.742432 Iteration 27Q: 3 clusters Score -630795.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 10030 members Entering Unmasked Estep Score: -630823.250000 Penalty: 840.742432 Iteration 28Q: 3 clusters Score -630823.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 10076 members Entering Unmasked Estep Score: -630855.625000 Penalty: 840.742432 Iteration 29Q: 3 clusters Score -630855.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 10101 members Entering Unmasked Estep Score: -630878.062500 Penalty: 840.742432 Iteration 30Q: 3 clusters Score -630878.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 10123 members Entering Unmasked Estep Score: -630895.562500 Penalty: 840.742432 Iteration 31Q: 3 clusters Score -630895.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 10140 members Entering Unmasked Estep Score: -630911.812500 Penalty: 840.742432 Iteration 32Q: 3 clusters Score -630911.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 10149 members Entering Unmasked Estep Score: -630925.000000 Penalty: 840.742432 Iteration 33Q: 3 clusters Score -630925 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 10153 members Entering Unmasked Estep Score: -630928.437500 Penalty: 840.742432 Iteration 34Q: 3 clusters Score -630928.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 10155 members Entering Unmasked Estep Score: -630928.875000 Penalty: 840.742432 Iteration 35Q: 3 clusters Score -630928.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 10156 members Entering Unmasked Estep Score: -630929.562500 Penalty: 840.742432 Iteration 36Q: 3 clusters Score -630929.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 10159 members Entering Unmasked Estep Score: -630934.375000 Penalty: 840.742432 Iteration 37Q: 3 clusters Score -630934.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 10163 members Entering Unmasked Estep Score: -630937.625000 Penalty: 840.742432 Iteration 38Q: 3 clusters Score -630937.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 10165 members Entering Unmasked Estep Score: -630938.875000 Penalty: 840.742432 Iteration 39Q: 3 clusters Score -630938.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 10167 members Entering Unmasked Estep Score: -630941.625000 Penalty: 840.742432 Iteration 40F: 3 clusters Score -630941.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 10168 members Entering Unmasked Estep Score: -630942.187500 Penalty: 840.742432 Iteration 41Q: 3 clusters Score -630942.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 10168 members Entering Unmasked Estep Score: -630942.187500 Penalty: 840.742432 Iteration 42F: 3 clusters Score -630942.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (1430 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Entering Unmasked Estep Score: -78110.046875 Penalty: 330.577057 Iteration 0F: 2 clusters Score -78110.05 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -77036.359375 Penalty: 661.154114 Iteration 0F: 3 clusters Score -77036.36 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -77398.164062 Penalty: 661.154114 Iteration 1F: 3 clusters Score -77398.16 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -77480.015625 Penalty: 661.154114 Iteration 2F: 3 clusters Score -77480.02 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -77552.093750 Penalty: 661.154114 Iteration 3F: 3 clusters Score -77552.09 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -77612.531250 Penalty: 661.154114 Iteration 4F: 3 clusters Score -77612.53 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -77657.234375 Penalty: 661.154114 Iteration 5Q: 3 clusters Score -77657.23 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -77696.796875 Penalty: 661.154114 Iteration 6Q: 3 clusters Score -77696.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -77731.898438 Penalty: 661.154114 Iteration 7Q: 3 clusters Score -77731.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -77763.101562 Penalty: 661.154114 Iteration 8Q: 3 clusters Score -77763.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -77779.492188 Penalty: 661.154114 Iteration 9Q: 3 clusters Score -77779.49 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -77793.148438 Penalty: 661.154114 Iteration 10Q: 3 clusters Score -77793.15 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -77804.625000 Penalty: 661.154114 Iteration 11Q: 3 clusters Score -77804.62 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -77812.648438 Penalty: 661.154114 Iteration 12Q: 3 clusters Score -77812.65 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -77817.492188 Penalty: 661.154114 Iteration 13Q: 3 clusters Score -77817.49 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -77821.312500 Penalty: 661.154114 Iteration 14Q: 3 clusters Score -77821.31 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -77825.742188 Penalty: 661.154114 Iteration 15Q: 3 clusters Score -77825.74 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -77829.515625 Penalty: 661.154114 Iteration 16Q: 3 clusters Score -77829.52 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -77836.703125 Penalty: 661.154114 Iteration 17Q: 3 clusters Score -77836.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -77839.140625 Penalty: 661.154114 Iteration 18Q: 3 clusters Score -77839.14 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -77839.140625 Penalty: 661.154114 Iteration 19F: 3 clusters Score -77839.14 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (5256 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5256 members Entering Unmasked Estep Score: -290910.375000 Penalty: 389.804199 Iteration 0F: 2 clusters Score -290910.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2606 members Mstep: Class 2 contains 2650 members Entering Unmasked Estep Score: -287359.593750 Penalty: 779.608398 Iteration 0F: 3 clusters Score -287359.6 nChanged 2348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2848 members Mstep: Class 2 contains 2408 members Entering Unmasked Estep Score: -289089.343750 Penalty: 779.608398 Iteration 1F: 3 clusters Score -289089.3 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2980 members Mstep: Class 2 contains 2276 members Entering Unmasked Estep Score: -289593.093750 Penalty: 779.608398 Iteration 2F: 3 clusters Score -289593.1 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3051 members Mstep: Class 2 contains 2205 members Entering Unmasked Estep Score: -289985.531250 Penalty: 779.608398 Iteration 3F: 3 clusters Score -289985.5 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3089 members Mstep: Class 2 contains 2167 members Entering Unmasked Estep Score: -290193.250000 Penalty: 779.608398 Iteration 4F: 3 clusters Score -290193.2 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3094 members Mstep: Class 2 contains 2162 members Entering Unmasked Estep Score: -290283.531250 Penalty: 779.608398 Iteration 5Q: 3 clusters Score -290283.5 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3086 members Mstep: Class 2 contains 2170 members Entering Unmasked Estep Score: -290336.125000 Penalty: 779.608398 Iteration 6Q: 3 clusters Score -290336.1 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3090 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -290373.468750 Penalty: 779.608398 Iteration 7Q: 3 clusters Score -290373.5 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3089 members Mstep: Class 2 contains 2167 members Entering Unmasked Estep Score: -290397.187500 Penalty: 779.608398 Iteration 8Q: 3 clusters Score -290397.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3115 members Mstep: Class 2 contains 2141 members Entering Unmasked Estep Score: -290421.250000 Penalty: 779.608398 Iteration 9Q: 3 clusters Score -290421.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3139 members Mstep: Class 2 contains 2117 members Entering Unmasked Estep Score: -290437.468750 Penalty: 779.608398 Iteration 10Q: 3 clusters Score -290437.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3172 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -290447.531250 Penalty: 779.608398 Iteration 11Q: 3 clusters Score -290447.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3201 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -290456.875000 Penalty: 779.608398 Iteration 12Q: 3 clusters Score -290456.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3231 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -290467.125000 Penalty: 779.608398 Iteration 13Q: 3 clusters Score -290467.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3260 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -290475.218750 Penalty: 779.608398 Iteration 14Q: 3 clusters Score -290475.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3298 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -290485.968750 Penalty: 779.608398 Iteration 15Q: 3 clusters Score -290486 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3337 members Mstep: Class 2 contains 1919 members Entering Unmasked Estep Score: -290497.687500 Penalty: 779.608398 Iteration 16Q: 3 clusters Score -290497.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3376 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -290509.406250 Penalty: 779.608398 Iteration 17Q: 3 clusters Score -290509.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3419 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -290522.562500 Penalty: 779.608398 Iteration 18Q: 3 clusters Score -290522.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3457 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -290531.718750 Penalty: 779.608398 Iteration 19Q: 3 clusters Score -290531.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3488 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -290539.062500 Penalty: 779.608398 Iteration 20F: 3 clusters Score -290539.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3520 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -290547.281250 Penalty: 779.608398 Iteration 21Q: 3 clusters Score -290547.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3551 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -290554.000000 Penalty: 779.608398 Iteration 22Q: 3 clusters Score -290554 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3574 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -290558.531250 Penalty: 779.608398 Iteration 23Q: 3 clusters Score -290558.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3597 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -290561.937500 Penalty: 779.608398 Iteration 24Q: 3 clusters Score -290561.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3624 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -290568.906250 Penalty: 779.608398 Iteration 25Q: 3 clusters Score -290568.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3657 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -290578.593750 Penalty: 779.608398 Iteration 26Q: 3 clusters Score -290578.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3692 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -290589.218750 Penalty: 779.608398 Iteration 27Q: 3 clusters Score -290589.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3719 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -290597.500000 Penalty: 779.608398 Iteration 28Q: 3 clusters Score -290597.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3750 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -290608.375000 Penalty: 779.608398 Iteration 29Q: 3 clusters Score -290608.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3775 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -290615.187500 Penalty: 779.608398 Iteration 30Q: 3 clusters Score -290615.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3791 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -290619.531250 Penalty: 779.608398 Iteration 31Q: 3 clusters Score -290619.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3800 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -290622.406250 Penalty: 779.608398 Iteration 32Q: 3 clusters Score -290622.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3807 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -290623.812500 Penalty: 779.608398 Iteration 33Q: 3 clusters Score -290623.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3810 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -290624.406250 Penalty: 779.608398 Iteration 34Q: 3 clusters Score -290624.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3814 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -290625.187500 Penalty: 779.608398 Iteration 35Q: 3 clusters Score -290625.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3820 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -290626.093750 Penalty: 779.608398 Iteration 36Q: 3 clusters Score -290626.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3830 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -290628.093750 Penalty: 779.608398 Iteration 37Q: 3 clusters Score -290628.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3835 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -290630.250000 Penalty: 779.608398 Iteration 38Q: 3 clusters Score -290630.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3841 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -290631.687500 Penalty: 779.608398 Iteration 39Q: 3 clusters Score -290631.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3848 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -290633.375000 Penalty: 779.608398 Iteration 40F: 3 clusters Score -290633.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3858 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -290635.156250 Penalty: 779.608398 Iteration 41Q: 3 clusters Score -290635.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3865 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -290635.437500 Penalty: 779.608398 Iteration 42Q: 3 clusters Score -290635.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3872 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -290636.625000 Penalty: 779.608398 Iteration 43Q: 3 clusters Score -290636.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3875 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -290637.312500 Penalty: 779.608398 Iteration 44Q: 3 clusters Score -290637.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3880 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -290637.250000 Penalty: 779.608398 Iteration 45Q: 3 clusters Score -290637.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3881 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -290637.187500 Penalty: 779.608398 Iteration 46Q: 3 clusters Score -290637.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3881 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -290637.187500 Penalty: 779.608398 Iteration 47F: 3 clusters Score -290637.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (7046 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7046 members Entering Unmasked Estep Score: -416768.562500 Penalty: 403.139801 Iteration 0F: 2 clusters Score -416768.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3528 members Mstep: Class 2 contains 3518 members Entering Unmasked Estep Score: -412092.375000 Penalty: 806.279602 Iteration 0F: 3 clusters Score -412092.4 nChanged 3224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3854 members Mstep: Class 2 contains 3192 members Entering Unmasked Estep Score: -414083.812500 Penalty: 806.279602 Iteration 1F: 3 clusters Score -414083.8 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4013 members Mstep: Class 2 contains 3033 members Entering Unmasked Estep Score: -414463.843750 Penalty: 806.279602 Iteration 2F: 3 clusters Score -414463.8 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4149 members Mstep: Class 2 contains 2897 members Entering Unmasked Estep Score: -414787.343750 Penalty: 806.279602 Iteration 3F: 3 clusters Score -414787.3 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4267 members Mstep: Class 2 contains 2779 members Entering Unmasked Estep Score: -415023.000000 Penalty: 806.279602 Iteration 4F: 3 clusters Score -415023 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4358 members Mstep: Class 2 contains 2688 members Entering Unmasked Estep Score: -415182.781250 Penalty: 806.279602 Iteration 5Q: 3 clusters Score -415182.8 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4444 members Mstep: Class 2 contains 2602 members Entering Unmasked Estep Score: -415280.468750 Penalty: 806.279602 Iteration 6Q: 3 clusters Score -415280.5 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4540 members Mstep: Class 2 contains 2506 members Entering Unmasked Estep Score: -415349.093750 Penalty: 806.279602 Iteration 7Q: 3 clusters Score -415349.1 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4642 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -415402.343750 Penalty: 806.279602 Iteration 8Q: 3 clusters Score -415402.3 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4746 members Mstep: Class 2 contains 2300 members Entering Unmasked Estep Score: -415455.718750 Penalty: 806.279602 Iteration 9Q: 3 clusters Score -415455.7 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4889 members Mstep: Class 2 contains 2157 members Entering Unmasked Estep Score: -415516.937500 Penalty: 806.279602 Iteration 10Q: 3 clusters Score -415516.9 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5029 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -415576.000000 Penalty: 806.279602 Iteration 11Q: 3 clusters Score -415576 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5178 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -415643.812500 Penalty: 806.279602 Iteration 12Q: 3 clusters Score -415643.8 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5343 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -415730.625000 Penalty: 806.279602 Iteration 13Q: 3 clusters Score -415730.6 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5512 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -415825.312500 Penalty: 806.279602 Iteration 14Q: 3 clusters Score -415825.3 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5675 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -415925.218750 Penalty: 806.279602 Iteration 15Q: 3 clusters Score -415925.2 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5824 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -416026.843750 Penalty: 806.279602 Iteration 16Q: 3 clusters Score -416026.8 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5958 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -416128.906250 Penalty: 806.279602 Iteration 17Q: 3 clusters Score -416128.9 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6067 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -416212.843750 Penalty: 806.279602 Iteration 18Q: 3 clusters Score -416212.8 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6163 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -416287.250000 Penalty: 806.279602 Iteration 19Q: 3 clusters Score -416287.2 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6246 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -416337.562500 Penalty: 806.279602 Iteration 20F: 3 clusters Score -416337.6 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6315 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -416379.937500 Penalty: 806.279602 Iteration 21Q: 3 clusters Score -416379.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6369 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -416420.812500 Penalty: 806.279602 Iteration 22Q: 3 clusters Score -416420.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6417 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -416463.312500 Penalty: 806.279602 Iteration 23Q: 3 clusters Score -416463.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6468 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -416506.062500 Penalty: 806.279602 Iteration 24Q: 3 clusters Score -416506.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6504 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -416533.781250 Penalty: 806.279602 Iteration 25Q: 3 clusters Score -416533.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6532 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -416553.781250 Penalty: 806.279602 Iteration 26Q: 3 clusters Score -416553.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6559 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -416565.906250 Penalty: 806.279602 Iteration 27Q: 3 clusters Score -416565.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6572 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -416573.125000 Penalty: 806.279602 Iteration 28Q: 3 clusters Score -416573.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6589 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -416583.750000 Penalty: 806.279602 Iteration 29Q: 3 clusters Score -416583.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6600 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -416587.531250 Penalty: 806.279602 Iteration 30Q: 3 clusters Score -416587.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6611 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -416592.750000 Penalty: 806.279602 Iteration 31Q: 3 clusters Score -416592.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6618 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -416594.625000 Penalty: 806.279602 Iteration 32Q: 3 clusters Score -416594.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6628 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -416598.562500 Penalty: 806.279602 Iteration 33Q: 3 clusters Score -416598.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6638 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -416602.593750 Penalty: 806.279602 Iteration 34Q: 3 clusters Score -416602.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6648 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -416607.156250 Penalty: 806.279602 Iteration 35Q: 3 clusters Score -416607.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6655 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -416609.000000 Penalty: 806.279602 Iteration 36Q: 3 clusters Score -416609 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6663 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -416613.218750 Penalty: 806.279602 Iteration 37Q: 3 clusters Score -416613.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6671 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -416615.718750 Penalty: 806.279602 Iteration 38Q: 3 clusters Score -416615.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6679 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -416617.093750 Penalty: 806.279602 Iteration 39Q: 3 clusters Score -416617.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6683 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -416619.593750 Penalty: 806.279602 Iteration 40F: 3 clusters Score -416619.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6689 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -416625.343750 Penalty: 806.279602 Iteration 41Q: 3 clusters Score -416625.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6698 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -416637.218750 Penalty: 806.279602 Iteration 42Q: 3 clusters Score -416637.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6705 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -416649.218750 Penalty: 806.279602 Iteration 43Q: 3 clusters Score -416649.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6715 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -416675.375000 Penalty: 806.279602 Iteration 44Q: 3 clusters Score -416675.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6720 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -416687.281250 Penalty: 806.279602 Iteration 45Q: 3 clusters Score -416687.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6728 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -416693.468750 Penalty: 806.279602 Iteration 46Q: 3 clusters Score -416693.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6734 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -416696.000000 Penalty: 806.279602 Iteration 47Q: 3 clusters Score -416696 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6736 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -416696.906250 Penalty: 806.279602 Iteration 48Q: 3 clusters Score -416696.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6738 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -416698.187500 Penalty: 806.279602 Iteration 49Q: 3 clusters Score -416698.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6737 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -416699.093750 Penalty: 806.279602 Iteration 50Q: 3 clusters Score -416699.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6737 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -416699.593750 Penalty: 806.279602 Iteration 51Q: 3 clusters Score -416699.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6739 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -416699.437500 Penalty: 806.279602 Iteration 52Q: 3 clusters Score -416699.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6740 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -416699.875000 Penalty: 806.279602 Iteration 53Q: 3 clusters Score -416699.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6741 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -416699.906250 Penalty: 806.279602 Iteration 54Q: 3 clusters Score -416699.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6742 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -416699.500000 Penalty: 806.279602 Iteration 55Q: 3 clusters Score -416699.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6744 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -416700.281250 Penalty: 806.279602 Iteration 56Q: 3 clusters Score -416700.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6744 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -416700.937500 Penalty: 806.279602 Iteration 57Q: 3 clusters Score -416700.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6746 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -416702.656250 Penalty: 806.279602 Iteration 58Q: 3 clusters Score -416702.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6748 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -416703.562500 Penalty: 806.279602 Iteration 59Q: 3 clusters Score -416703.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6748 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -416703.562500 Penalty: 806.279602 Iteration 60F: 3 clusters Score -416703.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (3466 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3466 members Entering Unmasked Estep Score: -195468.421875 Penalty: 370.859436 Iteration 0F: 2 clusters Score -195468.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -193076.531250 Penalty: 741.718872 Iteration 0F: 3 clusters Score -193076.5 nChanged 1560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 1803 members Entering Unmasked Estep Score: -193996.656250 Penalty: 741.718872 Iteration 1F: 3 clusters Score -193996.7 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 1849 members Entering Unmasked Estep Score: -194130.625000 Penalty: 741.718872 Iteration 2F: 3 clusters Score -194130.6 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -194252.281250 Penalty: 741.718872 Iteration 3F: 3 clusters Score -194252.3 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -194349.109375 Penalty: 741.718872 Iteration 4F: 3 clusters Score -194349.1 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 2065 members Entering Unmasked Estep Score: -194444.515625 Penalty: 741.718872 Iteration 5Q: 3 clusters Score -194444.5 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 2150 members Entering Unmasked Estep Score: -194556.781250 Penalty: 741.718872 Iteration 6Q: 3 clusters Score -194556.8 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 2225 members Entering Unmasked Estep Score: -194664.234375 Penalty: 741.718872 Iteration 7Q: 3 clusters Score -194664.2 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 2276 members Entering Unmasked Estep Score: -194743.078125 Penalty: 741.718872 Iteration 8Q: 3 clusters Score -194743.1 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 2320 members Entering Unmasked Estep Score: -194793.968750 Penalty: 741.718872 Iteration 9Q: 3 clusters Score -194794 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 2354 members Entering Unmasked Estep Score: -194835.437500 Penalty: 741.718872 Iteration 10Q: 3 clusters Score -194835.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 2385 members Entering Unmasked Estep Score: -194868.140625 Penalty: 741.718872 Iteration 11Q: 3 clusters Score -194868.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 2413 members Entering Unmasked Estep Score: -194889.750000 Penalty: 741.718872 Iteration 12Q: 3 clusters Score -194889.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 2437 members Entering Unmasked Estep Score: -194902.828125 Penalty: 741.718872 Iteration 13Q: 3 clusters Score -194902.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 2464 members Entering Unmasked Estep Score: -194917.031250 Penalty: 741.718872 Iteration 14Q: 3 clusters Score -194917 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 2486 members Entering Unmasked Estep Score: -194928.281250 Penalty: 741.718872 Iteration 15Q: 3 clusters Score -194928.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 2512 members Entering Unmasked Estep Score: -194941.968750 Penalty: 741.718872 Iteration 16Q: 3 clusters Score -194942 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 2528 members Entering Unmasked Estep Score: -194949.140625 Penalty: 741.718872 Iteration 17Q: 3 clusters Score -194949.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 2545 members Entering Unmasked Estep Score: -194957.343750 Penalty: 741.718872 Iteration 18Q: 3 clusters Score -194957.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 2561 members Entering Unmasked Estep Score: -194962.734375 Penalty: 741.718872 Iteration 19Q: 3 clusters Score -194962.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 2579 members Entering Unmasked Estep Score: -194968.687500 Penalty: 741.718872 Iteration 20F: 3 clusters Score -194968.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 2597 members Entering Unmasked Estep Score: -194974.046875 Penalty: 741.718872 Iteration 21Q: 3 clusters Score -194974 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 2613 members Entering Unmasked Estep Score: -194980.218750 Penalty: 741.718872 Iteration 22Q: 3 clusters Score -194980.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 2629 members Entering Unmasked Estep Score: -194988.531250 Penalty: 741.718872 Iteration 23Q: 3 clusters Score -194988.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 2650 members Entering Unmasked Estep Score: -194999.109375 Penalty: 741.718872 Iteration 24Q: 3 clusters Score -194999.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 2676 members Entering Unmasked Estep Score: -195008.984375 Penalty: 741.718872 Iteration 25Q: 3 clusters Score -195009 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 2698 members Entering Unmasked Estep Score: -195016.937500 Penalty: 741.718872 Iteration 26Q: 3 clusters Score -195016.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 2718 members Entering Unmasked Estep Score: -195023.828125 Penalty: 741.718872 Iteration 27Q: 3 clusters Score -195023.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 2734 members Entering Unmasked Estep Score: -195030.921875 Penalty: 741.718872 Iteration 28Q: 3 clusters Score -195030.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 2751 members Entering Unmasked Estep Score: -195039.609375 Penalty: 741.718872 Iteration 29Q: 3 clusters Score -195039.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 2768 members Entering Unmasked Estep Score: -195048.343750 Penalty: 741.718872 Iteration 30Q: 3 clusters Score -195048.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 2788 members Entering Unmasked Estep Score: -195055.546875 Penalty: 741.718872 Iteration 31Q: 3 clusters Score -195055.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 2808 members Entering Unmasked Estep Score: -195063.062500 Penalty: 741.718872 Iteration 32Q: 3 clusters Score -195063.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 2826 members Entering Unmasked Estep Score: -195071.062500 Penalty: 741.718872 Iteration 33Q: 3 clusters Score -195071.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 2843 members Entering Unmasked Estep Score: -195074.265625 Penalty: 741.718872 Iteration 34Q: 3 clusters Score -195074.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 2858 members Entering Unmasked Estep Score: -195076.578125 Penalty: 741.718872 Iteration 35Q: 3 clusters Score -195076.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 2869 members Entering Unmasked Estep Score: -195081.015625 Penalty: 741.718872 Iteration 36Q: 3 clusters Score -195081 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 2879 members Entering Unmasked Estep Score: -195084.625000 Penalty: 741.718872 Iteration 37Q: 3 clusters Score -195084.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 2887 members Entering Unmasked Estep Score: -195087.781250 Penalty: 741.718872 Iteration 38Q: 3 clusters Score -195087.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 2896 members Entering Unmasked Estep Score: -195090.375000 Penalty: 741.718872 Iteration 39Q: 3 clusters Score -195090.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 2901 members Entering Unmasked Estep Score: -195092.734375 Penalty: 741.718872 Iteration 40F: 3 clusters Score -195092.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 2906 members Entering Unmasked Estep Score: -195094.125000 Penalty: 741.718872 Iteration 41Q: 3 clusters Score -195094.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 2911 members Entering Unmasked Estep Score: -195095.921875 Penalty: 741.718872 Iteration 42Q: 3 clusters Score -195095.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 2915 members Entering Unmasked Estep Score: -195097.109375 Penalty: 741.718872 Iteration 43Q: 3 clusters Score -195097.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 2915 members Entering Unmasked Estep Score: -195097.703125 Penalty: 741.718872 Iteration 44Q: 3 clusters Score -195097.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 2916 members Entering Unmasked Estep Score: -195098.375000 Penalty: 741.718872 Iteration 45Q: 3 clusters Score -195098.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 2918 members Entering Unmasked Estep Score: -195098.296875 Penalty: 741.718872 Iteration 46Q: 3 clusters Score -195098.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 2918 members Entering Unmasked Estep Score: -195098.296875 Penalty: 741.718872 Iteration 47F: 3 clusters Score -195098.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (174 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Entering Unmasked Estep Score: -5602.269043 Penalty: 234.737015 Iteration 0F: 2 clusters Score -5602.269 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -5387.696289 Penalty: 469.474030 Iteration 0F: 3 clusters Score -5387.696 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -5483.515625 Penalty: 469.474030 Iteration 1F: 3 clusters Score -5483.516 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 49 members Entering Unmasked Estep Score: -5521.652344 Penalty: 469.474030 Iteration 2F: 3 clusters Score -5521.652 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 41 members Entering Unmasked Estep Score: -5573.443848 Penalty: 469.474030 Iteration 3F: 3 clusters Score -5573.444 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 33 members Entering Unmasked Estep Score: -5596.141602 Penalty: 469.474030 Iteration 4Q: 3 clusters Score -5596.142 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 31 members Entering Unmasked Estep Score: -5609.729980 Penalty: 469.474030 Iteration 5Q: 3 clusters Score -5609.73 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 32 members Entering Unmasked Estep Score: -5612.280762 Penalty: 469.474030 Iteration 6Q: 3 clusters Score -5612.281 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 31 members Entering Unmasked Estep Score: -5615.117188 Penalty: 469.474030 Iteration 7Q: 3 clusters Score -5615.117 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 30 members Entering Unmasked Estep Score: -5624.475098 Penalty: 469.474030 Iteration 8Q: 3 clusters Score -5624.475 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 30 members Entering Unmasked Estep Score: -5624.475098 Penalty: 469.474030 Iteration 9F: 3 clusters Score -5624.475 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 101154 members Mstep: Class 2 contains 12655 members Mstep: Class 3 contains 1010 members Mstep: Class 4 contains 2398 members Mstep: Class 5 contains 4368 members Mstep: Class 6 contains 57836 members Mstep: Class 7 contains 1729 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 7232 members Mstep: Class 10 contains 11333 members Mstep: Class 11 contains 3812 members Mstep: Class 12 contains 7060 members Mstep: Class 13 contains 2751 members Mstep: Class 14 contains 888 members Mstep: Class 15 contains 8270 members Mstep: Class 16 contains 3941 members Mstep: Class 17 contains 515 members Mstep: Class 18 contains 15718 members Mstep: Class 19 contains 13326 members Mstep: Class 20 contains 6146 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 20054 members Mstep: Class 23 contains 704 members Mstep: Class 24 contains 920 members Mstep: Class 25 contains 10290 members Mstep: Class 26 contains 1430 members Mstep: Class 27 contains 5256 members Mstep: Class 28 contains 7046 members Mstep: Class 29 contains 3466 members Mstep: Class 30 contains 144 members Mstep: Class 31 contains 30 members Entering Unmasked Estep Score: -17798860.000000 Penalty: 17843.089844 Splitting cluster 30 changes total score from -17799204.000000 to -17798860.000000 So it's not getting split. Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 101154 members Mstep: Class 2 contains 12655 members Mstep: Class 3 contains 1010 members Mstep: Class 4 contains 2398 members Mstep: Class 5 contains 4368 members Mstep: Class 6 contains 57836 members Mstep: Class 7 contains 1729 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 7232 members Mstep: Class 10 contains 11333 members Mstep: Class 11 contains 3812 members Mstep: Class 12 contains 7060 members Mstep: Class 13 contains 2751 members Mstep: Class 14 contains 888 members Mstep: Class 15 contains 8270 members Mstep: Class 16 contains 3941 members Mstep: Class 17 contains 515 members Mstep: Class 18 contains 15718 members Mstep: Class 19 contains 13326 members Mstep: Class 20 contains 6146 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 20054 members Mstep: Class 23 contains 704 members Mstep: Class 24 contains 920 members Mstep: Class 25 contains 10290 members Mstep: Class 26 contains 1430 members Mstep: Class 27 contains 5256 members Mstep: Class 28 contains 7046 members Mstep: Class 29 contains 3466 members Mstep: Class 30 contains 174 members Entering Unmasked Estep ConsiderDeletion Score: -17799186.000000 Penalty: 17267.505859 Iteration 159Q: 31 clusters Score -1.779919e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 101133 members Mstep: Class 2 contains 12666 members Mstep: Class 3 contains 1010 members Mstep: Class 4 contains 2393 members Mstep: Class 5 contains 4368 members Mstep: Class 6 contains 57839 members Mstep: Class 7 contains 1729 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 7241 members Mstep: Class 10 contains 11337 members Mstep: Class 11 contains 3804 members Mstep: Class 12 contains 7084 members Mstep: Class 13 contains 2751 members Mstep: Class 14 contains 888 members Mstep: Class 15 contains 8270 members Mstep: Class 16 contains 3940 members Mstep: Class 17 contains 514 members Mstep: Class 18 contains 15706 members Mstep: Class 19 contains 13322 members Mstep: Class 20 contains 6147 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 20053 members Mstep: Class 23 contains 704 members Mstep: Class 24 contains 930 members Mstep: Class 25 contains 10290 members Mstep: Class 26 contains 1430 members Mstep: Class 27 contains 5256 members Mstep: Class 28 contains 7036 members Mstep: Class 29 contains 3467 members Mstep: Class 30 contains 174 members Entering Unmasked Estep ConsiderDeletion Score: -17799226.000000 Penalty: 17267.505859 Iteration 160F: 31 clusters Score -1.779923e+07 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 101105 members Mstep: Class 2 contains 12682 members Mstep: Class 3 contains 1010 members Mstep: Class 4 contains 2392 members Mstep: Class 5 contains 4368 members Mstep: Class 6 contains 57844 members Mstep: Class 7 contains 1730 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 7250 members Mstep: Class 10 contains 11339 members Mstep: Class 11 contains 3795 members Mstep: Class 12 contains 7109 members Mstep: Class 13 contains 2751 members Mstep: Class 14 contains 888 members Mstep: Class 15 contains 8269 members Mstep: Class 16 contains 3938 members Mstep: Class 17 contains 513 members Mstep: Class 18 contains 15695 members Mstep: Class 19 contains 13320 members Mstep: Class 20 contains 6148 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 20053 members Mstep: Class 23 contains 704 members Mstep: Class 24 contains 935 members Mstep: Class 25 contains 10289 members Mstep: Class 26 contains 1430 members Mstep: Class 27 contains 5256 members Mstep: Class 28 contains 7026 members Mstep: Class 29 contains 3469 members Mstep: Class 30 contains 174 members Entering Unmasked Estep ConsiderDeletion Score: -17799220.000000 Penalty: 17267.505859 Iteration 161Q: 31 clusters Score -1.779922e+07 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 101089 members Mstep: Class 2 contains 12696 members Mstep: Class 3 contains 1010 members Mstep: Class 4 contains 2390 members Mstep: Class 5 contains 4368 members Mstep: Class 6 contains 57850 members Mstep: Class 7 contains 1731 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 7260 members Mstep: Class 10 contains 11341 members Mstep: Class 11 contains 3789 members Mstep: Class 12 contains 7132 members Mstep: Class 13 contains 2751 members Mstep: Class 14 contains 888 members Mstep: Class 15 contains 8270 members Mstep: Class 16 contains 3939 members Mstep: Class 17 contains 511 members Mstep: Class 18 contains 15680 members Mstep: Class 19 contains 13314 members Mstep: Class 20 contains 6148 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 20052 members Mstep: Class 23 contains 704 members Mstep: Class 24 contains 941 members Mstep: Class 25 contains 10285 members Mstep: Class 26 contains 1430 members Mstep: Class 27 contains 5256 members Mstep: Class 28 contains 7010 members Mstep: Class 29 contains 3473 members Mstep: Class 30 contains 174 members Entering Unmasked Estep ConsiderDeletion Score: -17799258.000000 Penalty: 17267.505859 Iteration 162Q: 31 clusters Score -1.779926e+07 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 101076 members Mstep: Class 2 contains 12707 members Mstep: Class 3 contains 1010 members Mstep: Class 4 contains 2387 members Mstep: Class 5 contains 4368 members Mstep: Class 6 contains 57848 members Mstep: Class 7 contains 1731 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 7275 members Mstep: Class 10 contains 11348 members Mstep: Class 11 contains 3781 members Mstep: Class 12 contains 7146 members Mstep: Class 13 contains 2751 members Mstep: Class 14 contains 888 members Mstep: Class 15 contains 8270 members Mstep: Class 16 contains 3939 members Mstep: Class 17 contains 510 members Mstep: Class 18 contains 15668 members Mstep: Class 19 contains 13307 members Mstep: Class 20 contains 6149 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 20054 members Mstep: Class 23 contains 704 members Mstep: Class 24 contains 953 members Mstep: Class 25 contains 10284 members Mstep: Class 26 contains 1430 members Mstep: Class 27 contains 5257 members Mstep: Class 28 contains 6991 members Mstep: Class 29 contains 3476 members Mstep: Class 30 contains 174 members Entering Unmasked Estep ConsiderDeletion Score: -17799266.000000 Penalty: 17267.505859 Iteration 163Q: 31 clusters Score -1.779927e+07 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 101067 members Mstep: Class 2 contains 12717 members Mstep: Class 3 contains 1011 members Mstep: Class 4 contains 2386 members Mstep: Class 5 contains 4368 members Mstep: Class 6 contains 57842 members Mstep: Class 7 contains 1732 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 7290 members Mstep: Class 10 contains 11356 members Mstep: Class 11 contains 3774 members Mstep: Class 12 contains 7156 members Mstep: Class 13 contains 2751 members Mstep: Class 14 contains 888 members Mstep: Class 15 contains 8273 members Mstep: Class 16 contains 3937 members Mstep: Class 17 contains 507 members Mstep: Class 18 contains 15654 members Mstep: Class 19 contains 13301 members Mstep: Class 20 contains 6151 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 20051 members Mstep: Class 23 contains 704 members Mstep: Class 24 contains 969 members Mstep: Class 25 contains 10281 members Mstep: Class 26 contains 1430 members Mstep: Class 27 contains 5260 members Mstep: Class 28 contains 6973 members Mstep: Class 29 contains 3479 members Mstep: Class 30 contains 174 members Entering Unmasked Estep ConsiderDeletion Score: -17799268.000000 Penalty: 17267.505859 Iteration 164Q: 31 clusters Score -1.779927e+07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 101057 members Mstep: Class 2 contains 12731 members Mstep: Class 3 contains 1011 members Mstep: Class 4 contains 2384 members Mstep: Class 5 contains 4368 members Mstep: Class 6 contains 57838 members Mstep: Class 7 contains 1733 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 7299 members Mstep: Class 10 contains 11368 members Mstep: Class 11 contains 3763 members Mstep: Class 12 contains 7170 members Mstep: Class 13 contains 2751 members Mstep: Class 14 contains 888 members Mstep: Class 15 contains 8274 members Mstep: Class 16 contains 3936 members Mstep: Class 17 contains 505 members Mstep: Class 18 contains 15638 members Mstep: Class 19 contains 13294 members Mstep: Class 20 contains 6152 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 20048 members Mstep: Class 23 contains 704 members Mstep: Class 24 contains 979 members Mstep: Class 25 contains 10282 members Mstep: Class 26 contains 1430 members Mstep: Class 27 contains 5262 members Mstep: Class 28 contains 6963 members Mstep: Class 29 contains 3480 members Mstep: Class 30 contains 174 members Entering Unmasked Estep ConsiderDeletion Score: -17799290.000000 Penalty: 17267.505859 Iteration 165Q: 31 clusters Score -1.779929e+07 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 101051 members Mstep: Class 2 contains 12734 members Mstep: Class 3 contains 1011 members Mstep: Class 4 contains 2381 members Mstep: Class 5 contains 4366 members Mstep: Class 6 contains 57832 members Mstep: Class 7 contains 1735 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 7307 members Mstep: Class 10 contains 11380 members Mstep: Class 11 contains 3756 members Mstep: Class 12 contains 7184 members Mstep: Class 13 contains 2751 members Mstep: Class 14 contains 888 members Mstep: Class 15 contains 8274 members Mstep: Class 16 contains 3932 members Mstep: Class 17 contains 505 members Mstep: Class 18 contains 15625 members Mstep: Class 19 contains 13292 members Mstep: Class 20 contains 6153 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 20047 members Mstep: Class 23 contains 704 members Mstep: Class 24 contains 988 members Mstep: Class 25 contains 10283 members Mstep: Class 26 contains 1430 members Mstep: Class 27 contains 5264 members Mstep: Class 28 contains 6956 members Mstep: Class 29 contains 3479 members Mstep: Class 30 contains 174 members Entering Unmasked Estep ConsiderDeletion Score: -17799274.000000 Penalty: 17267.505859 Iteration 166Q: 31 clusters Score -1.779927e+07 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 101050 members Mstep: Class 2 contains 12731 members Mstep: Class 3 contains 1012 members Mstep: Class 4 contains 2379 members Mstep: Class 5 contains 4366 members Mstep: Class 6 contains 57827 members Mstep: Class 7 contains 1737 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 7318 members Mstep: Class 10 contains 11393 members Mstep: Class 11 contains 3754 members Mstep: Class 12 contains 7198 members Mstep: Class 13 contains 2751 members Mstep: Class 14 contains 888 members Mstep: Class 15 contains 8272 members Mstep: Class 16 contains 3931 members Mstep: Class 17 contains 504 members Mstep: Class 18 contains 15615 members Mstep: Class 19 contains 13282 members Mstep: Class 20 contains 6155 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 20045 members Mstep: Class 23 contains 704 members Mstep: Class 24 contains 999 members Mstep: Class 25 contains 10283 members Mstep: Class 26 contains 1430 members Mstep: Class 27 contains 5264 members Mstep: Class 28 contains 6941 members Mstep: Class 29 contains 3479 members Mstep: Class 30 contains 174 members Entering Unmasked Estep ConsiderDeletion Score: -17799286.000000 Penalty: 17267.505859 Iteration 167Q: 31 clusters Score -1.779929e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 101043 members Mstep: Class 2 contains 12733 members Mstep: Class 3 contains 1012 members Mstep: Class 4 contains 2374 members Mstep: Class 5 contains 4366 members Mstep: Class 6 contains 57821 members Mstep: Class 7 contains 1739 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 7327 members Mstep: Class 10 contains 11404 members Mstep: Class 11 contains 3751 members Mstep: Class 12 contains 7211 members Mstep: Class 13 contains 2751 members Mstep: Class 14 contains 888 members Mstep: Class 15 contains 8272 members Mstep: Class 16 contains 3929 members Mstep: Class 17 contains 504 members Mstep: Class 18 contains 15607 members Mstep: Class 19 contains 13276 members Mstep: Class 20 contains 6155 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 20043 members Mstep: Class 23 contains 704 members Mstep: Class 24 contains 1007 members Mstep: Class 25 contains 10283 members Mstep: Class 26 contains 1430 members Mstep: Class 27 contains 5264 members Mstep: Class 28 contains 6935 members Mstep: Class 29 contains 3479 members Mstep: Class 30 contains 174 members Entering Unmasked Estep ConsiderDeletion Score: -17799324.000000 Penalty: 17267.505859 Iteration 168Q: 31 clusters Score -1.779932e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 101037 members Mstep: Class 2 contains 12735 members Mstep: Class 3 contains 1012 members Mstep: Class 4 contains 2372 members Mstep: Class 5 contains 4366 members Mstep: Class 6 contains 57817 members Mstep: Class 7 contains 1741 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 7333 members Mstep: Class 10 contains 11413 members Mstep: Class 11 contains 3751 members Mstep: Class 12 contains 7228 members Mstep: Class 13 contains 2751 members Mstep: Class 14 contains 888 members Mstep: Class 15 contains 8271 members Mstep: Class 16 contains 3925 members Mstep: Class 17 contains 503 members Mstep: Class 18 contains 15596 members Mstep: Class 19 contains 13269 members Mstep: Class 20 contains 6155 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 20043 members Mstep: Class 23 contains 704 members Mstep: Class 24 contains 1008 members Mstep: Class 25 contains 10284 members Mstep: Class 26 contains 1430 members Mstep: Class 27 contains 5264 members Mstep: Class 28 contains 6933 members Mstep: Class 29 contains 3479 members Mstep: Class 30 contains 174 members Entering Unmasked Estep ConsiderDeletion Score: -17799308.000000 Penalty: 17267.505859 Iteration 169Q: 31 clusters Score -1.779931e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 101025 members Mstep: Class 2 contains 12742 members Mstep: Class 3 contains 1014 members Mstep: Class 4 contains 2370 members Mstep: Class 5 contains 4367 members Mstep: Class 6 contains 57813 members Mstep: Class 7 contains 1742 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 7336 members Mstep: Class 10 contains 11420 members Mstep: Class 11 contains 3749 members Mstep: Class 12 contains 7231 members Mstep: Class 13 contains 2751 members Mstep: Class 14 contains 888 members Mstep: Class 15 contains 8273 members Mstep: Class 16 contains 3923 members Mstep: Class 17 contains 503 members Mstep: Class 18 contains 15595 members Mstep: Class 19 contains 13265 members Mstep: Class 20 contains 6156 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 20043 members Mstep: Class 23 contains 704 members Mstep: Class 24 contains 1011 members Mstep: Class 25 contains 10286 members Mstep: Class 26 contains 1430 members Mstep: Class 27 contains 5264 members Mstep: Class 28 contains 6928 members Mstep: Class 29 contains 3479 members Mstep: Class 30 contains 174 members Entering Unmasked Estep ConsiderDeletion Score: -17799300.000000 Penalty: 17267.505859 Iteration 170Q: 31 clusters Score -1.77993e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 101015 members Mstep: Class 2 contains 12750 members Mstep: Class 3 contains 1015 members Mstep: Class 4 contains 2369 members Mstep: Class 5 contains 4367 members Mstep: Class 6 contains 57809 members Mstep: Class 7 contains 1742 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 7337 members Mstep: Class 10 contains 11428 members Mstep: Class 11 contains 3743 members Mstep: Class 12 contains 7237 members Mstep: Class 13 contains 2751 members Mstep: Class 14 contains 888 members Mstep: Class 15 contains 8272 members Mstep: Class 16 contains 3920 members Mstep: Class 17 contains 503 members Mstep: Class 18 contains 15588 members Mstep: Class 19 contains 13264 members Mstep: Class 20 contains 6156 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 20042 members Mstep: Class 23 contains 704 members Mstep: Class 24 contains 1016 members Mstep: Class 25 contains 10288 members Mstep: Class 26 contains 1430 members Mstep: Class 27 contains 5266 members Mstep: Class 28 contains 6929 members Mstep: Class 29 contains 3479 members Mstep: Class 30 contains 174 members Entering Unmasked Estep ConsiderDeletion Score: -17799256.000000 Penalty: 17267.505859 Iteration 171Q: 31 clusters Score -1.779926e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 101008 members Mstep: Class 2 contains 12755 members Mstep: Class 3 contains 1017 members Mstep: Class 4 contains 2367 members Mstep: Class 5 contains 4367 members Mstep: Class 6 contains 57807 members Mstep: Class 7 contains 1742 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 7341 members Mstep: Class 10 contains 11437 members Mstep: Class 11 contains 3737 members Mstep: Class 12 contains 7248 members Mstep: Class 13 contains 2751 members Mstep: Class 14 contains 888 members Mstep: Class 15 contains 8270 members Mstep: Class 16 contains 3918 members Mstep: Class 17 contains 503 members Mstep: Class 18 contains 15576 members Mstep: Class 19 contains 13262 members Mstep: Class 20 contains 6156 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 20041 members Mstep: Class 23 contains 704 members Mstep: Class 24 contains 1024 members Mstep: Class 25 contains 10287 members Mstep: Class 26 contains 1430 members Mstep: Class 27 contains 5268 members Mstep: Class 28 contains 6924 members Mstep: Class 29 contains 3480 members Mstep: Class 30 contains 174 members Entering Unmasked Estep ConsiderDeletion Score: -17799288.000000 Penalty: 17267.505859 Iteration 172Q: 31 clusters Score -1.779929e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 101003 members Mstep: Class 2 contains 12760 members Mstep: Class 3 contains 1017 members Mstep: Class 4 contains 2367 members Mstep: Class 5 contains 4367 members Mstep: Class 6 contains 57808 members Mstep: Class 7 contains 1742 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 7346 members Mstep: Class 10 contains 11443 members Mstep: Class 11 contains 3736 members Mstep: Class 12 contains 7255 members Mstep: Class 13 contains 2751 members Mstep: Class 14 contains 888 members Mstep: Class 15 contains 8270 members Mstep: Class 16 contains 3916 members Mstep: Class 17 contains 504 members Mstep: Class 18 contains 15563 members Mstep: Class 19 contains 13261 members Mstep: Class 20 contains 6156 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 20041 members Mstep: Class 23 contains 704 members Mstep: Class 24 contains 1032 members Mstep: Class 25 contains 10287 members Mstep: Class 26 contains 1430 members Mstep: Class 27 contains 5270 members Mstep: Class 28 contains 6911 members Mstep: Class 29 contains 3480 members Mstep: Class 30 contains 174 members Entering Unmasked Estep ConsiderDeletion Score: -17799288.000000 Penalty: 17267.505859 Iteration 173Q: 31 clusters Score -1.779929e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 100998 members Mstep: Class 2 contains 12763 members Mstep: Class 3 contains 1017 members Mstep: Class 4 contains 2369 members Mstep: Class 5 contains 4367 members Mstep: Class 6 contains 57807 members Mstep: Class 7 contains 1742 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 7350 members Mstep: Class 10 contains 11447 members Mstep: Class 11 contains 3734 members Mstep: Class 12 contains 7261 members Mstep: Class 13 contains 2751 members Mstep: Class 14 contains 888 members Mstep: Class 15 contains 8269 members Mstep: Class 16 contains 3915 members Mstep: Class 17 contains 504 members Mstep: Class 18 contains 15555 members Mstep: Class 19 contains 13261 members Mstep: Class 20 contains 6156 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 20041 members Mstep: Class 23 contains 704 members Mstep: Class 24 contains 1033 members Mstep: Class 25 contains 10288 members Mstep: Class 26 contains 1430 members Mstep: Class 27 contains 5270 members Mstep: Class 28 contains 6908 members Mstep: Class 29 contains 3480 members Mstep: Class 30 contains 174 members Entering Unmasked Estep ConsiderDeletion Score: -17799226.000000 Penalty: 17267.505859 Iteration 174Q: 31 clusters Score -1.779923e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 100995 members Mstep: Class 2 contains 12763 members Mstep: Class 3 contains 1017 members Mstep: Class 4 contains 2368 members Mstep: Class 5 contains 4367 members Mstep: Class 6 contains 57805 members Mstep: Class 7 contains 1743 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 7351 members Mstep: Class 10 contains 11454 members Mstep: Class 11 contains 3731 members Mstep: Class 12 contains 7267 members Mstep: Class 13 contains 2751 members Mstep: Class 14 contains 888 members Mstep: Class 15 contains 8271 members Mstep: Class 16 contains 3915 members Mstep: Class 17 contains 504 members Mstep: Class 18 contains 15548 members Mstep: Class 19 contains 13259 members Mstep: Class 20 contains 6156 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 20041 members Mstep: Class 23 contains 704 members Mstep: Class 24 contains 1034 members Mstep: Class 25 contains 10288 members Mstep: Class 26 contains 1430 members Mstep: Class 27 contains 5270 members Mstep: Class 28 contains 6908 members Mstep: Class 29 contains 3480 members Mstep: Class 30 contains 174 members Entering Unmasked Estep ConsiderDeletion Score: -17799248.000000 Penalty: 17267.505859 Iteration 175Q: 31 clusters Score -1.779925e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 100990 members Mstep: Class 2 contains 12765 members Mstep: Class 3 contains 1017 members Mstep: Class 4 contains 2369 members Mstep: Class 5 contains 4367 members Mstep: Class 6 contains 57808 members Mstep: Class 7 contains 1745 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 7350 members Mstep: Class 10 contains 11456 members Mstep: Class 11 contains 3729 members Mstep: Class 12 contains 7274 members Mstep: Class 13 contains 2751 members Mstep: Class 14 contains 888 members Mstep: Class 15 contains 8271 members Mstep: Class 16 contains 3915 members Mstep: Class 17 contains 504 members Mstep: Class 18 contains 15541 members Mstep: Class 19 contains 13259 members Mstep: Class 20 contains 6156 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 20041 members Mstep: Class 23 contains 704 members Mstep: Class 24 contains 1038 members Mstep: Class 25 contains 10288 members Mstep: Class 26 contains 1430 members Mstep: Class 27 contains 5270 members Mstep: Class 28 contains 6902 members Mstep: Class 29 contains 3480 members Mstep: Class 30 contains 174 members Entering Unmasked Estep ConsiderDeletion Score: -17799278.000000 Penalty: 17267.505859 Iteration 176Q: 31 clusters Score -1.779928e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 100985 members Mstep: Class 2 contains 12768 members Mstep: Class 3 contains 1017 members Mstep: Class 4 contains 2367 members Mstep: Class 5 contains 4367 members Mstep: Class 6 contains 57816 members Mstep: Class 7 contains 1746 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 7350 members Mstep: Class 10 contains 11456 members Mstep: Class 11 contains 3726 members Mstep: Class 12 contains 7283 members Mstep: Class 13 contains 2751 members Mstep: Class 14 contains 888 members Mstep: Class 15 contains 8271 members Mstep: Class 16 contains 3915 members Mstep: Class 17 contains 504 members Mstep: Class 18 contains 15533 members Mstep: Class 19 contains 13260 members Mstep: Class 20 contains 6157 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 20040 members Mstep: Class 23 contains 704 members Mstep: Class 24 contains 1041 members Mstep: Class 25 contains 10288 members Mstep: Class 26 contains 1430 members Mstep: Class 27 contains 5270 members Mstep: Class 28 contains 6895 members Mstep: Class 29 contains 3480 members Mstep: Class 30 contains 174 members Entering Unmasked Estep ConsiderDeletion Score: -17799274.000000 Penalty: 17267.505859 Iteration 177Q: 31 clusters Score -1.779927e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 100978 members Mstep: Class 2 contains 12771 members Mstep: Class 3 contains 1017 members Mstep: Class 4 contains 2365 members Mstep: Class 5 contains 4367 members Mstep: Class 6 contains 57821 members Mstep: Class 7 contains 1746 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 7354 members Mstep: Class 10 contains 11457 members Mstep: Class 11 contains 3721 members Mstep: Class 12 contains 7288 members Mstep: Class 13 contains 2751 members Mstep: Class 14 contains 888 members Mstep: Class 15 contains 8271 members Mstep: Class 16 contains 3915 members Mstep: Class 17 contains 504 members Mstep: Class 18 contains 15530 members Mstep: Class 19 contains 13258 members Mstep: Class 20 contains 6158 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 20040 members Mstep: Class 23 contains 704 members Mstep: Class 24 contains 1048 members Mstep: Class 25 contains 10288 members Mstep: Class 26 contains 1430 members Mstep: Class 27 contains 5271 members Mstep: Class 28 contains 6887 members Mstep: Class 29 contains 3480 members Mstep: Class 30 contains 174 members Entering Unmasked Estep ConsiderDeletion Score: -17799268.000000 Penalty: 17267.505859 Iteration 178Q: 31 clusters Score -1.779927e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 100979 members Mstep: Class 2 contains 12769 members Mstep: Class 3 contains 1017 members Mstep: Class 4 contains 2363 members Mstep: Class 5 contains 4367 members Mstep: Class 6 contains 57822 members Mstep: Class 7 contains 1746 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 7361 members Mstep: Class 10 contains 11458 members Mstep: Class 11 contains 3718 members Mstep: Class 12 contains 7293 members Mstep: Class 13 contains 2751 members Mstep: Class 14 contains 888 members Mstep: Class 15 contains 8271 members Mstep: Class 16 contains 3915 members Mstep: Class 17 contains 504 members Mstep: Class 18 contains 15527 members Mstep: Class 19 contains 13256 members Mstep: Class 20 contains 6158 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 20040 members Mstep: Class 23 contains 704 members Mstep: Class 24 contains 1050 members Mstep: Class 25 contains 10289 members Mstep: Class 26 contains 1430 members Mstep: Class 27 contains 5271 members Mstep: Class 28 contains 6881 members Mstep: Class 29 contains 3480 members Mstep: Class 30 contains 174 members Entering Unmasked Estep ConsiderDeletion Score: -17799288.000000 Penalty: 17267.505859 Iteration 179Q: 31 clusters Score -1.779929e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 100978 members Mstep: Class 2 contains 12764 members Mstep: Class 3 contains 1017 members Mstep: Class 4 contains 2363 members Mstep: Class 5 contains 4368 members Mstep: Class 6 contains 57824 members Mstep: Class 7 contains 1746 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 7368 members Mstep: Class 10 contains 11458 members Mstep: Class 11 contains 3713 members Mstep: Class 12 contains 7300 members Mstep: Class 13 contains 2751 members Mstep: Class 14 contains 888 members Mstep: Class 15 contains 8271 members Mstep: Class 16 contains 3915 members Mstep: Class 17 contains 504 members Mstep: Class 18 contains 15525 members Mstep: Class 19 contains 13256 members Mstep: Class 20 contains 6158 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 20040 members Mstep: Class 23 contains 704 members Mstep: Class 24 contains 1049 members Mstep: Class 25 contains 10289 members Mstep: Class 26 contains 1430 members Mstep: Class 27 contains 5271 members Mstep: Class 28 contains 6878 members Mstep: Class 29 contains 3480 members Mstep: Class 30 contains 174 members Entering Unmasked Estep ConsiderDeletion Score: -17799298.000000 Penalty: 17267.505859 Iteration 180F: 31 clusters Score -1.77993e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 100978 members Mstep: Class 2 contains 12759 members Mstep: Class 3 contains 1016 members Mstep: Class 4 contains 2362 members Mstep: Class 5 contains 4371 members Mstep: Class 6 contains 57827 members Mstep: Class 7 contains 1746 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 7372 members Mstep: Class 10 contains 11459 members Mstep: Class 11 contains 3703 members Mstep: Class 12 contains 7305 members Mstep: Class 13 contains 2751 members Mstep: Class 14 contains 888 members Mstep: Class 15 contains 8271 members Mstep: Class 16 contains 3915 members Mstep: Class 17 contains 504 members Mstep: Class 18 contains 15525 members Mstep: Class 19 contains 13256 members Mstep: Class 20 contains 6158 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 20040 members Mstep: Class 23 contains 704 members Mstep: Class 24 contains 1056 members Mstep: Class 25 contains 10289 members Mstep: Class 26 contains 1430 members Mstep: Class 27 contains 5271 members Mstep: Class 28 contains 6871 members Mstep: Class 29 contains 3481 members Mstep: Class 30 contains 174 members Entering Unmasked Estep ConsiderDeletion Score: -17799288.000000 Penalty: 17267.505859 Iteration 181Q: 31 clusters Score -1.779929e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 100979 members Mstep: Class 2 contains 12758 members Mstep: Class 3 contains 1016 members Mstep: Class 4 contains 2361 members Mstep: Class 5 contains 4370 members Mstep: Class 6 contains 57831 members Mstep: Class 7 contains 1746 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 7368 members Mstep: Class 10 contains 11460 members Mstep: Class 11 contains 3697 members Mstep: Class 12 contains 7306 members Mstep: Class 13 contains 2751 members Mstep: Class 14 contains 888 members Mstep: Class 15 contains 8271 members Mstep: Class 16 contains 3914 members Mstep: Class 17 contains 504 members Mstep: Class 18 contains 15524 members Mstep: Class 19 contains 13256 members Mstep: Class 20 contains 6158 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 20041 members Mstep: Class 23 contains 704 members Mstep: Class 24 contains 1072 members Mstep: Class 25 contains 10289 members Mstep: Class 26 contains 1430 members Mstep: Class 27 contains 5271 members Mstep: Class 28 contains 6860 members Mstep: Class 29 contains 3483 members Mstep: Class 30 contains 174 members Entering Unmasked Estep ConsiderDeletion Score: -17799294.000000 Penalty: 17267.505859 Iteration 182Q: 31 clusters Score -1.779929e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 100977 members Mstep: Class 2 contains 12756 members Mstep: Class 3 contains 1016 members Mstep: Class 4 contains 2360 members Mstep: Class 5 contains 4370 members Mstep: Class 6 contains 57826 members Mstep: Class 7 contains 1745 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 7371 members Mstep: Class 10 contains 11461 members Mstep: Class 11 contains 3690 members Mstep: Class 12 contains 7306 members Mstep: Class 13 contains 2751 members Mstep: Class 14 contains 888 members Mstep: Class 15 contains 8271 members Mstep: Class 16 contains 3913 members Mstep: Class 17 contains 504 members Mstep: Class 18 contains 15527 members Mstep: Class 19 contains 13256 members Mstep: Class 20 contains 6158 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 20041 members Mstep: Class 23 contains 704 members Mstep: Class 24 contains 1086 members Mstep: Class 25 contains 10287 members Mstep: Class 26 contains 1430 members Mstep: Class 27 contains 5271 members Mstep: Class 28 contains 6857 members Mstep: Class 29 contains 3486 members Mstep: Class 30 contains 174 members Entering Unmasked Estep ConsiderDeletion Score: -17799310.000000 Penalty: 17267.505859 Iteration 183Q: 31 clusters Score -1.779931e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 100972 members Mstep: Class 2 contains 12760 members Mstep: Class 3 contains 1017 members Mstep: Class 4 contains 2360 members Mstep: Class 5 contains 4369 members Mstep: Class 6 contains 57816 members Mstep: Class 7 contains 1746 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 7376 members Mstep: Class 10 contains 11462 members Mstep: Class 11 contains 3679 members Mstep: Class 12 contains 7307 members Mstep: Class 13 contains 2751 members Mstep: Class 14 contains 888 members Mstep: Class 15 contains 8273 members Mstep: Class 16 contains 3910 members Mstep: Class 17 contains 503 members Mstep: Class 18 contains 15527 members Mstep: Class 19 contains 13256 members Mstep: Class 20 contains 6158 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 20041 members Mstep: Class 23 contains 704 members Mstep: Class 24 contains 1101 members Mstep: Class 25 contains 10286 members Mstep: Class 26 contains 1430 members Mstep: Class 27 contains 5271 members Mstep: Class 28 contains 6859 members Mstep: Class 29 contains 3486 members Mstep: Class 30 contains 174 members Entering Unmasked Estep ConsiderDeletion Score: -17799304.000000 Penalty: 17267.505859 Iteration 184Q: 31 clusters Score -1.77993e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 100969 members Mstep: Class 2 contains 12763 members Mstep: Class 3 contains 1017 members Mstep: Class 4 contains 2364 members Mstep: Class 5 contains 4368 members Mstep: Class 6 contains 57810 members Mstep: Class 7 contains 1746 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 7382 members Mstep: Class 10 contains 11462 members Mstep: Class 11 contains 3671 members Mstep: Class 12 contains 7306 members Mstep: Class 13 contains 2751 members Mstep: Class 14 contains 888 members Mstep: Class 15 contains 8277 members Mstep: Class 16 contains 3904 members Mstep: Class 17 contains 502 members Mstep: Class 18 contains 15526 members Mstep: Class 19 contains 13257 members Mstep: Class 20 contains 6159 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 20041 members Mstep: Class 23 contains 704 members Mstep: Class 24 contains 1114 members Mstep: Class 25 contains 10287 members Mstep: Class 26 contains 1430 members Mstep: Class 27 contains 5271 members Mstep: Class 28 contains 6852 members Mstep: Class 29 contains 3487 members Mstep: Class 30 contains 174 members Entering Unmasked Estep ConsiderDeletion Score: -17799316.000000 Penalty: 17267.505859 Iteration 185Q: 31 clusters Score -1.779932e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 100968 members Mstep: Class 2 contains 12765 members Mstep: Class 3 contains 1018 members Mstep: Class 4 contains 2364 members Mstep: Class 5 contains 4368 members Mstep: Class 6 contains 57806 members Mstep: Class 7 contains 1746 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 7386 members Mstep: Class 10 contains 11467 members Mstep: Class 11 contains 3656 members Mstep: Class 12 contains 7307 members Mstep: Class 13 contains 2751 members Mstep: Class 14 contains 887 members Mstep: Class 15 contains 8277 members Mstep: Class 16 contains 3902 members Mstep: Class 17 contains 502 members Mstep: Class 18 contains 15525 members Mstep: Class 19 contains 13255 members Mstep: Class 20 contains 6160 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 20041 members Mstep: Class 23 contains 704 members Mstep: Class 24 contains 1129 members Mstep: Class 25 contains 10287 members Mstep: Class 26 contains 1430 members Mstep: Class 27 contains 5270 members Mstep: Class 28 contains 6845 members Mstep: Class 29 contains 3492 members Mstep: Class 30 contains 174 members Entering Unmasked Estep ConsiderDeletion Score: -17799348.000000 Penalty: 17267.505859 Iteration 186Q: 31 clusters Score -1.779935e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 100966 members Mstep: Class 2 contains 12768 members Mstep: Class 3 contains 1018 members Mstep: Class 4 contains 2358 members Mstep: Class 5 contains 4368 members Mstep: Class 6 contains 57803 members Mstep: Class 7 contains 1746 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 7391 members Mstep: Class 10 contains 11473 members Mstep: Class 11 contains 3643 members Mstep: Class 12 contains 7308 members Mstep: Class 13 contains 2751 members Mstep: Class 14 contains 887 members Mstep: Class 15 contains 8278 members Mstep: Class 16 contains 3901 members Mstep: Class 17 contains 502 members Mstep: Class 18 contains 15524 members Mstep: Class 19 contains 13252 members Mstep: Class 20 contains 6161 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 20040 members Mstep: Class 23 contains 704 members Mstep: Class 24 contains 1146 members Mstep: Class 25 contains 10286 members Mstep: Class 26 contains 1430 members Mstep: Class 27 contains 5272 members Mstep: Class 28 contains 6837 members Mstep: Class 29 contains 3495 members Mstep: Class 30 contains 174 members Entering Unmasked Estep ConsiderDeletion Score: -17799358.000000 Penalty: 17267.505859 Iteration 187Q: 31 clusters Score -1.779936e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 100963 members Mstep: Class 2 contains 12769 members Mstep: Class 3 contains 1018 members Mstep: Class 4 contains 2358 members Mstep: Class 5 contains 4368 members Mstep: Class 6 contains 57799 members Mstep: Class 7 contains 1747 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 7395 members Mstep: Class 10 contains 11480 members Mstep: Class 11 contains 3640 members Mstep: Class 12 contains 7311 members Mstep: Class 13 contains 2751 members Mstep: Class 14 contains 887 members Mstep: Class 15 contains 8277 members Mstep: Class 16 contains 3896 members Mstep: Class 17 contains 502 members Mstep: Class 18 contains 15523 members Mstep: Class 19 contains 13248 members Mstep: Class 20 contains 6164 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 20038 members Mstep: Class 23 contains 704 members Mstep: Class 24 contains 1156 members Mstep: Class 25 contains 10289 members Mstep: Class 26 contains 1430 members Mstep: Class 27 contains 5272 members Mstep: Class 28 contains 6826 members Mstep: Class 29 contains 3497 members Mstep: Class 30 contains 174 members Entering Unmasked Estep ConsiderDeletion Score: -17799372.000000 Penalty: 17267.505859 Iteration 188Q: 31 clusters Score -1.779937e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 100957 members Mstep: Class 2 contains 12775 members Mstep: Class 3 contains 1019 members Mstep: Class 4 contains 2353 members Mstep: Class 5 contains 4368 members Mstep: Class 6 contains 57797 members Mstep: Class 7 contains 1748 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 7398 members Mstep: Class 10 contains 11488 members Mstep: Class 11 contains 3633 members Mstep: Class 12 contains 7313 members Mstep: Class 13 contains 2751 members Mstep: Class 14 contains 887 members Mstep: Class 15 contains 8276 members Mstep: Class 16 contains 3896 members Mstep: Class 17 contains 501 members Mstep: Class 18 contains 15522 members Mstep: Class 19 contains 13246 members Mstep: Class 20 contains 6167 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 20035 members Mstep: Class 23 contains 704 members Mstep: Class 24 contains 1161 members Mstep: Class 25 contains 10289 members Mstep: Class 26 contains 1430 members Mstep: Class 27 contains 5270 members Mstep: Class 28 contains 6824 members Mstep: Class 29 contains 3500 members Mstep: Class 30 contains 174 members Entering Unmasked Estep ConsiderDeletion Score: -17799346.000000 Penalty: 17267.505859 Iteration 189Q: 31 clusters Score -1.779935e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 100955 members Mstep: Class 2 contains 12774 members Mstep: Class 3 contains 1021 members Mstep: Class 4 contains 2348 members Mstep: Class 5 contains 4365 members Mstep: Class 6 contains 57799 members Mstep: Class 7 contains 1749 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 7407 members Mstep: Class 10 contains 11496 members Mstep: Class 11 contains 3627 members Mstep: Class 12 contains 7318 members Mstep: Class 13 contains 2751 members Mstep: Class 14 contains 886 members Mstep: Class 15 contains 8277 members Mstep: Class 16 contains 3893 members Mstep: Class 17 contains 501 members Mstep: Class 18 contains 15519 members Mstep: Class 19 contains 13246 members Mstep: Class 20 contains 6169 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 20031 members Mstep: Class 23 contains 705 members Mstep: Class 24 contains 1166 members Mstep: Class 25 contains 10289 members Mstep: Class 26 contains 1430 members Mstep: Class 27 contains 5271 members Mstep: Class 28 contains 6815 members Mstep: Class 29 contains 3500 members Mstep: Class 30 contains 174 members Entering Unmasked Estep ConsiderDeletion Score: -17799354.000000 Penalty: 17267.505859 Iteration 190Q: 31 clusters Score -1.779935e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 100955 members Mstep: Class 2 contains 12774 members Mstep: Class 3 contains 1022 members Mstep: Class 4 contains 2347 members Mstep: Class 5 contains 4365 members Mstep: Class 6 contains 57798 members Mstep: Class 7 contains 1750 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 7411 members Mstep: Class 10 contains 11503 members Mstep: Class 11 contains 3624 members Mstep: Class 12 contains 7323 members Mstep: Class 13 contains 2751 members Mstep: Class 14 contains 887 members Mstep: Class 15 contains 8278 members Mstep: Class 16 contains 3889 members Mstep: Class 17 contains 501 members Mstep: Class 18 contains 15514 members Mstep: Class 19 contains 13245 members Mstep: Class 20 contains 6169 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 20029 members Mstep: Class 23 contains 705 members Mstep: Class 24 contains 1173 members Mstep: Class 25 contains 10291 members Mstep: Class 26 contains 1430 members Mstep: Class 27 contains 5271 members Mstep: Class 28 contains 6804 members Mstep: Class 29 contains 3499 members Mstep: Class 30 contains 174 members Entering Unmasked Estep ConsiderDeletion Score: -17799360.000000 Penalty: 17267.505859 Iteration 191Q: 31 clusters Score -1.779936e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 100954 members Mstep: Class 2 contains 12777 members Mstep: Class 3 contains 1025 members Mstep: Class 4 contains 2346 members Mstep: Class 5 contains 4365 members Mstep: Class 6 contains 57800 members Mstep: Class 7 contains 1751 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 7413 members Mstep: Class 10 contains 11512 members Mstep: Class 11 contains 3617 members Mstep: Class 12 contains 7327 members Mstep: Class 13 contains 2751 members Mstep: Class 14 contains 888 members Mstep: Class 15 contains 8275 members Mstep: Class 16 contains 3887 members Mstep: Class 17 contains 501 members Mstep: Class 18 contains 15507 members Mstep: Class 19 contains 13243 members Mstep: Class 20 contains 6171 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 20028 members Mstep: Class 23 contains 704 members Mstep: Class 24 contains 1179 members Mstep: Class 25 contains 10290 members Mstep: Class 26 contains 1431 members Mstep: Class 27 contains 5271 members Mstep: Class 28 contains 6797 members Mstep: Class 29 contains 3498 members Mstep: Class 30 contains 174 members Entering Unmasked Estep ConsiderDeletion Score: -17799342.000000 Penalty: 17267.505859 Iteration 192Q: 31 clusters Score -1.779934e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 100955 members Mstep: Class 2 contains 12777 members Mstep: Class 3 contains 1025 members Mstep: Class 4 contains 2340 members Mstep: Class 5 contains 4366 members Mstep: Class 6 contains 57801 members Mstep: Class 7 contains 1752 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 7417 members Mstep: Class 10 contains 11524 members Mstep: Class 11 contains 3613 members Mstep: Class 12 contains 7329 members Mstep: Class 13 contains 2751 members Mstep: Class 14 contains 888 members Mstep: Class 15 contains 8275 members Mstep: Class 16 contains 3882 members Mstep: Class 17 contains 501 members Mstep: Class 18 contains 15500 members Mstep: Class 19 contains 13243 members Mstep: Class 20 contains 6174 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 20025 members Mstep: Class 23 contains 704 members Mstep: Class 24 contains 1191 members Mstep: Class 25 contains 10289 members Mstep: Class 26 contains 1431 members Mstep: Class 27 contains 5272 members Mstep: Class 28 contains 6785 members Mstep: Class 29 contains 3498 members Mstep: Class 30 contains 174 members Entering Unmasked Estep ConsiderDeletion Score: -17799364.000000 Penalty: 17267.505859 Iteration 193Q: 31 clusters Score -1.779936e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 100959 members Mstep: Class 2 contains 12778 members Mstep: Class 3 contains 1025 members Mstep: Class 4 contains 2340 members Mstep: Class 5 contains 4367 members Mstep: Class 6 contains 57803 members Mstep: Class 7 contains 1753 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 7422 members Mstep: Class 10 contains 11531 members Mstep: Class 11 contains 3609 members Mstep: Class 12 contains 7331 members Mstep: Class 13 contains 2750 members Mstep: Class 14 contains 888 members Mstep: Class 15 contains 8273 members Mstep: Class 16 contains 3876 members Mstep: Class 17 contains 501 members Mstep: Class 18 contains 15496 members Mstep: Class 19 contains 13240 members Mstep: Class 20 contains 6175 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 20024 members Mstep: Class 23 contains 704 members Mstep: Class 24 contains 1202 members Mstep: Class 25 contains 10288 members Mstep: Class 26 contains 1433 members Mstep: Class 27 contains 5272 members Mstep: Class 28 contains 6770 members Mstep: Class 29 contains 3498 members Mstep: Class 30 contains 174 members Entering Unmasked Estep ConsiderDeletion Score: -17799350.000000 Penalty: 17267.505859 Iteration 194Q: 31 clusters Score -1.779935e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 100962 members Mstep: Class 2 contains 12778 members Mstep: Class 3 contains 1024 members Mstep: Class 4 contains 2338 members Mstep: Class 5 contains 4368 members Mstep: Class 6 contains 57803 members Mstep: Class 7 contains 1753 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 7429 members Mstep: Class 10 contains 11536 members Mstep: Class 11 contains 3606 members Mstep: Class 12 contains 7331 members Mstep: Class 13 contains 2749 members Mstep: Class 14 contains 887 members Mstep: Class 15 contains 8270 members Mstep: Class 16 contains 3874 members Mstep: Class 17 contains 501 members Mstep: Class 18 contains 15494 members Mstep: Class 19 contains 13239 members Mstep: Class 20 contains 6176 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 20023 members Mstep: Class 23 contains 704 members Mstep: Class 24 contains 1214 members Mstep: Class 25 contains 10287 members Mstep: Class 26 contains 1435 members Mstep: Class 27 contains 5272 members Mstep: Class 28 contains 6758 members Mstep: Class 29 contains 3497 members Mstep: Class 30 contains 174 members Entering Unmasked Estep ConsiderDeletion Score: -17799334.000000 Penalty: 17267.505859 Iteration 195Q: 31 clusters Score -1.779933e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 100963 members Mstep: Class 2 contains 12778 members Mstep: Class 3 contains 1024 members Mstep: Class 4 contains 2337 members Mstep: Class 5 contains 4368 members Mstep: Class 6 contains 57799 members Mstep: Class 7 contains 1753 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 7433 members Mstep: Class 10 contains 11539 members Mstep: Class 11 contains 3602 members Mstep: Class 12 contains 7331 members Mstep: Class 13 contains 2749 members Mstep: Class 14 contains 887 members Mstep: Class 15 contains 8269 members Mstep: Class 16 contains 3872 members Mstep: Class 17 contains 501 members Mstep: Class 18 contains 15492 members Mstep: Class 19 contains 13236 members Mstep: Class 20 contains 6178 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 20021 members Mstep: Class 23 contains 704 members Mstep: Class 24 contains 1225 members Mstep: Class 25 contains 10288 members Mstep: Class 26 contains 1437 members Mstep: Class 27 contains 5272 members Mstep: Class 28 contains 6754 members Mstep: Class 29 contains 3496 members Mstep: Class 30 contains 174 members Entering Unmasked Estep ConsiderDeletion Score: -17799362.000000 Penalty: 17267.505859 Iteration 196Q: 31 clusters Score -1.779936e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 100964 members Mstep: Class 2 contains 12778 members Mstep: Class 3 contains 1024 members Mstep: Class 4 contains 2337 members Mstep: Class 5 contains 4368 members Mstep: Class 6 contains 57796 members Mstep: Class 7 contains 1753 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 7437 members Mstep: Class 10 contains 11541 members Mstep: Class 11 contains 3597 members Mstep: Class 12 contains 7332 members Mstep: Class 13 contains 2750 members Mstep: Class 14 contains 886 members Mstep: Class 15 contains 8269 members Mstep: Class 16 contains 3870 members Mstep: Class 17 contains 501 members Mstep: Class 18 contains 15491 members Mstep: Class 19 contains 13234 members Mstep: Class 20 contains 6178 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 20021 members Mstep: Class 23 contains 704 members Mstep: Class 24 contains 1236 members Mstep: Class 25 contains 10289 members Mstep: Class 26 contains 1438 members Mstep: Class 27 contains 5272 members Mstep: Class 28 contains 6745 members Mstep: Class 29 contains 3497 members Mstep: Class 30 contains 174 members Entering Unmasked Estep ConsiderDeletion Score: -17799390.000000 Penalty: 17267.505859 Iteration 197Q: 31 clusters Score -1.779939e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 100965 members Mstep: Class 2 contains 12778 members Mstep: Class 3 contains 1024 members Mstep: Class 4 contains 2336 members Mstep: Class 5 contains 4368 members Mstep: Class 6 contains 57793 members Mstep: Class 7 contains 1753 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 7441 members Mstep: Class 10 contains 11548 members Mstep: Class 11 contains 3586 members Mstep: Class 12 contains 7333 members Mstep: Class 13 contains 2751 members Mstep: Class 14 contains 883 members Mstep: Class 15 contains 8269 members Mstep: Class 16 contains 3870 members Mstep: Class 17 contains 501 members Mstep: Class 18 contains 15487 members Mstep: Class 19 contains 13231 members Mstep: Class 20 contains 6178 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 20021 members Mstep: Class 23 contains 704 members Mstep: Class 24 contains 1253 members Mstep: Class 25 contains 10289 members Mstep: Class 26 contains 1439 members Mstep: Class 27 contains 5272 members Mstep: Class 28 contains 6738 members Mstep: Class 29 contains 3497 members Mstep: Class 30 contains 174 members Entering Unmasked Estep ConsiderDeletion Score: -17799370.000000 Penalty: 17267.505859 Iteration 198Q: 31 clusters Score -1.779937e+07 nChanged 37 Entering ConstructFrom: Score: -17799370.000000 Penalty: 17267.505859 Entering ConstructFrom: Trying to split cluster 1 (100967 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100967 members Entering Unmasked Estep Score: -6269553.000000 Penalty: 524.275940 Iteration 0F: 2 clusters Score -6269553 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50389 members Mstep: Class 2 contains 50578 members Entering Unmasked Estep Score: -6201896.000000 Penalty: 1048.551880 Iteration 0F: 3 clusters Score -6201896 nChanged 49141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43616 members Mstep: Class 2 contains 57351 members Entering Unmasked Estep Score: -6235870.000000 Penalty: 1048.551880 Iteration 1F: 3 clusters Score -6235870 nChanged 6635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39841 members Mstep: Class 2 contains 61126 members Entering Unmasked Estep Score: -6240369.500000 Penalty: 1048.551880 Iteration 2F: 3 clusters Score -6240370 nChanged 6792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35905 members Mstep: Class 2 contains 65062 members Entering Unmasked Estep Score: -6245701.500000 Penalty: 1048.551880 Iteration 3F: 3 clusters Score -6245702 nChanged 6258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32477 members Mstep: Class 2 contains 68490 members Entering Unmasked Estep Score: -6250974.000000 Penalty: 1048.551880 Iteration 4F: 3 clusters Score -6250974 nChanged 5201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29894 members Mstep: Class 2 contains 71073 members Entering Unmasked Estep Score: -6254584.000000 Penalty: 1048.551880 Iteration 5F: 3 clusters Score -6254584 nChanged 3627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27801 members Mstep: Class 2 contains 73166 members Entering Unmasked Estep Score: -6256450.000000 Penalty: 1048.551880 Iteration 6Q: 3 clusters Score -6256450 nChanged 2430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25769 members Mstep: Class 2 contains 75198 members Entering Unmasked Estep Score: -6257495.000000 Penalty: 1048.551880 Iteration 7Q: 3 clusters Score -6257495 nChanged 2076 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23731 members Mstep: Class 2 contains 77236 members Entering Unmasked Estep Score: -6258278.000000 Penalty: 1048.551880 Iteration 8Q: 3 clusters Score -6258278 nChanged 2017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21720 members Mstep: Class 2 contains 79247 members Entering Unmasked Estep Score: -6259065.000000 Penalty: 1048.551880 Iteration 9Q: 3 clusters Score -6259065 nChanged 1976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19744 members Mstep: Class 2 contains 81223 members Entering Unmasked Estep Score: -6259902.500000 Penalty: 1048.551880 Iteration 10Q: 3 clusters Score -6259902 nChanged 1974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17770 members Mstep: Class 2 contains 83197 members Entering Unmasked Estep Score: -6260773.000000 Penalty: 1048.551880 Iteration 11Q: 3 clusters Score -6260773 nChanged 2012 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15758 members Mstep: Class 2 contains 85209 members Entering Unmasked Estep Score: -6261707.000000 Penalty: 1048.551880 Iteration 12Q: 3 clusters Score -6261707 nChanged 1969 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13789 members Mstep: Class 2 contains 87178 members Entering Unmasked Estep Score: -6262626.500000 Penalty: 1048.551880 Iteration 13Q: 3 clusters Score -6262626 nChanged 1845 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11944 members Mstep: Class 2 contains 89023 members Entering Unmasked Estep Score: -6263526.500000 Penalty: 1048.551880 Iteration 14Q: 3 clusters Score -6263526 nChanged 1746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10198 members Mstep: Class 2 contains 90769 members Entering Unmasked Estep Score: -6264380.000000 Penalty: 1048.551880 Iteration 15Q: 3 clusters Score -6264380 nChanged 1542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8656 members Mstep: Class 2 contains 92311 members Entering Unmasked Estep Score: -6265131.000000 Penalty: 1048.551880 Iteration 16Q: 3 clusters Score -6265131 nChanged 1317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7339 members Mstep: Class 2 contains 93628 members Entering Unmasked Estep Score: -6265762.500000 Penalty: 1048.551880 Iteration 17Q: 3 clusters Score -6265762 nChanged 1227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6112 members Mstep: Class 2 contains 94855 members Entering Unmasked Estep Score: -6266408.500000 Penalty: 1048.551880 Iteration 18Q: 3 clusters Score -6266408 nChanged 1086 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5026 members Mstep: Class 2 contains 95941 members Entering Unmasked Estep Score: -6266948.000000 Penalty: 1048.551880 Iteration 19Q: 3 clusters Score -6266948 nChanged 971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4057 members Mstep: Class 2 contains 96910 members Entering Unmasked Estep Score: -6267467.000000 Penalty: 1048.551880 Iteration 20F: 3 clusters Score -6267467 nChanged 859 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3200 members Mstep: Class 2 contains 97767 members Entering Unmasked Estep Score: -6267926.500000 Penalty: 1048.551880 Iteration 21Q: 3 clusters Score -6267926 nChanged 694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2506 members Mstep: Class 2 contains 98461 members Entering Unmasked Estep Score: -6268345.500000 Penalty: 1048.551880 Iteration 22Q: 3 clusters Score -6268346 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 99036 members Entering Unmasked Estep Score: -6268684.500000 Penalty: 1048.551880 Iteration 23Q: 3 clusters Score -6268684 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 99443 members Entering Unmasked Estep Score: -6268852.500000 Penalty: 1048.551880 Iteration 24Q: 3 clusters Score -6268852 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 99753 members Entering Unmasked Estep Score: -6268943.000000 Penalty: 1048.551880 Iteration 25Q: 3 clusters Score -6268943 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 99978 members Entering Unmasked Estep Score: -6269026.500000 Penalty: 1048.551880 Iteration 26Q: 3 clusters Score -6269026 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 100140 members Entering Unmasked Estep Score: -6269097.000000 Penalty: 1048.551880 Iteration 27Q: 3 clusters Score -6269097 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 100267 members Entering Unmasked Estep Score: -6269142.500000 Penalty: 1048.551880 Iteration 28Q: 3 clusters Score -6269142 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 100346 members Entering Unmasked Estep Score: -6269164.500000 Penalty: 1048.551880 Iteration 29Q: 3 clusters Score -6269164 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 100398 members Entering Unmasked Estep Score: -6269187.000000 Penalty: 1048.551880 Iteration 30Q: 3 clusters Score -6269187 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 100442 members Entering Unmasked Estep Score: -6269207.500000 Penalty: 1048.551880 Iteration 31Q: 3 clusters Score -6269208 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 100477 members Entering Unmasked Estep Score: -6269211.000000 Penalty: 1048.551880 Iteration 32Q: 3 clusters Score -6269211 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 100504 members Entering Unmasked Estep Score: -6269211.500000 Penalty: 1048.551880 Iteration 33Q: 3 clusters Score -6269212 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 100513 members Entering Unmasked Estep Score: -6269217.000000 Penalty: 1048.551880 Iteration 34Q: 3 clusters Score -6269217 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 100515 members Entering Unmasked Estep Score: -6269217.000000 Penalty: 1048.551880 Iteration 35Q: 3 clusters Score -6269217 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 100518 members Entering Unmasked Estep Score: -6269220.500000 Penalty: 1048.551880 Iteration 36Q: 3 clusters Score -6269220 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 100520 members Entering Unmasked Estep Score: -6269219.000000 Penalty: 1048.551880 Iteration 37Q: 3 clusters Score -6269219 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 100522 members Entering Unmasked Estep Score: -6269214.000000 Penalty: 1048.551880 Iteration 38Q: 3 clusters Score -6269214 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 100523 members Entering Unmasked Estep Score: -6269217.000000 Penalty: 1048.551880 Iteration 39Q: 3 clusters Score -6269217 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 100525 members Entering Unmasked Estep Score: -6269213.000000 Penalty: 1048.551880 Iteration 40F: 3 clusters Score -6269213 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 100526 members Entering Unmasked Estep Score: -6269211.000000 Penalty: 1048.551880 Iteration 41Q: 3 clusters Score -6269211 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 100527 members Entering Unmasked Estep Score: -6269210.000000 Penalty: 1048.551880 Iteration 42Q: 3 clusters Score -6269210 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 100529 members Entering Unmasked Estep Score: -6269212.000000 Penalty: 1048.551880 Iteration 43Q: 3 clusters Score -6269212 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 100531 members Entering Unmasked Estep Score: -6269217.500000 Penalty: 1048.551880 Iteration 44Q: 3 clusters Score -6269218 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 100534 members Entering Unmasked Estep Score: -6269221.000000 Penalty: 1048.551880 Iteration 45Q: 3 clusters Score -6269221 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 100537 members Entering Unmasked Estep Score: -6269221.500000 Penalty: 1048.551880 Iteration 46Q: 3 clusters Score -6269222 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 100542 members Entering Unmasked Estep Score: -6269224.000000 Penalty: 1048.551880 Iteration 47Q: 3 clusters Score -6269224 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 100542 members Entering Unmasked Estep Score: -6269224.000000 Penalty: 1048.551880 Iteration 48F: 3 clusters Score -6269224 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (12778 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12778 members Entering Unmasked Estep Score: -775757.875000 Penalty: 430.224365 Iteration 0F: 2 clusters Score -775757.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6379 members Mstep: Class 2 contains 6399 members Entering Unmasked Estep Score: -767381.750000 Penalty: 860.448730 Iteration 0F: 3 clusters Score -767381.8 nChanged 5846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6681 members Mstep: Class 2 contains 6097 members Entering Unmasked Estep Score: -770800.875000 Penalty: 860.448730 Iteration 1F: 3 clusters Score -770800.9 nChanged 841 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7048 members Mstep: Class 2 contains 5730 members Entering Unmasked Estep Score: -771205.437500 Penalty: 860.448730 Iteration 2F: 3 clusters Score -771205.4 nChanged 853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7411 members Mstep: Class 2 contains 5367 members Entering Unmasked Estep Score: -771679.937500 Penalty: 860.448730 Iteration 3F: 3 clusters Score -771679.9 nChanged 797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7770 members Mstep: Class 2 contains 5008 members Entering Unmasked Estep Score: -772156.812500 Penalty: 860.448730 Iteration 4F: 3 clusters Score -772156.8 nChanged 749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8119 members Mstep: Class 2 contains 4659 members Entering Unmasked Estep Score: -772589.562500 Penalty: 860.448730 Iteration 5F: 3 clusters Score -772589.6 nChanged 636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8375 members Mstep: Class 2 contains 4403 members Entering Unmasked Estep Score: -772946.000000 Penalty: 860.448730 Iteration 6Q: 3 clusters Score -772946 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8591 members Mstep: Class 2 contains 4187 members Entering Unmasked Estep Score: -773254.500000 Penalty: 860.448730 Iteration 7Q: 3 clusters Score -773254.5 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8794 members Mstep: Class 2 contains 3984 members Entering Unmasked Estep Score: -773515.500000 Penalty: 860.448730 Iteration 8Q: 3 clusters Score -773515.5 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8943 members Mstep: Class 2 contains 3835 members Entering Unmasked Estep Score: -773698.437500 Penalty: 860.448730 Iteration 9Q: 3 clusters Score -773698.4 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9089 members Mstep: Class 2 contains 3689 members Entering Unmasked Estep Score: -773803.312500 Penalty: 860.448730 Iteration 10Q: 3 clusters Score -773803.3 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9251 members Mstep: Class 2 contains 3527 members Entering Unmasked Estep Score: -773879.687500 Penalty: 860.448730 Iteration 11Q: 3 clusters Score -773879.7 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9421 members Mstep: Class 2 contains 3357 members Entering Unmasked Estep Score: -773943.375000 Penalty: 860.448730 Iteration 12Q: 3 clusters Score -773943.4 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9613 members Mstep: Class 2 contains 3165 members Entering Unmasked Estep Score: -774002.937500 Penalty: 860.448730 Iteration 13Q: 3 clusters Score -774002.9 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9788 members Mstep: Class 2 contains 2990 members Entering Unmasked Estep Score: -774068.750000 Penalty: 860.448730 Iteration 14Q: 3 clusters Score -774068.8 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9972 members Mstep: Class 2 contains 2806 members Entering Unmasked Estep Score: -774130.062500 Penalty: 860.448730 Iteration 15Q: 3 clusters Score -774130.1 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10168 members Mstep: Class 2 contains 2610 members Entering Unmasked Estep Score: -774208.375000 Penalty: 860.448730 Iteration 16Q: 3 clusters Score -774208.4 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10370 members Mstep: Class 2 contains 2408 members Entering Unmasked Estep Score: -774287.062500 Penalty: 860.448730 Iteration 17Q: 3 clusters Score -774287.1 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10566 members Mstep: Class 2 contains 2212 members Entering Unmasked Estep Score: -774374.125000 Penalty: 860.448730 Iteration 18Q: 3 clusters Score -774374.1 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10778 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -774493.062500 Penalty: 860.448730 Iteration 19Q: 3 clusters Score -774493.1 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11007 members Mstep: Class 2 contains 1771 members Entering Unmasked Estep Score: -774640.562500 Penalty: 860.448730 Iteration 20F: 3 clusters Score -774640.6 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11199 members Mstep: Class 2 contains 1579 members Entering Unmasked Estep Score: -774800.687500 Penalty: 860.448730 Iteration 21Q: 3 clusters Score -774800.7 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11362 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -774938.625000 Penalty: 860.448730 Iteration 22Q: 3 clusters Score -774938.6 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11495 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -775038.562500 Penalty: 860.448730 Iteration 23Q: 3 clusters Score -775038.6 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11602 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -775110.062500 Penalty: 860.448730 Iteration 24Q: 3 clusters Score -775110.1 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11676 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -775168.625000 Penalty: 860.448730 Iteration 25Q: 3 clusters Score -775168.6 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11741 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -775209.312500 Penalty: 860.448730 Iteration 26Q: 3 clusters Score -775209.3 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11794 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -775240.375000 Penalty: 860.448730 Iteration 27Q: 3 clusters Score -775240.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11841 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -775265.375000 Penalty: 860.448730 Iteration 28Q: 3 clusters Score -775265.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11888 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -775285.375000 Penalty: 860.448730 Iteration 29Q: 3 clusters Score -775285.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11933 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -775300.500000 Penalty: 860.448730 Iteration 30Q: 3 clusters Score -775300.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11963 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -775309.562500 Penalty: 860.448730 Iteration 31Q: 3 clusters Score -775309.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11988 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -775319.375000 Penalty: 860.448730 Iteration 32Q: 3 clusters Score -775319.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12013 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -775328.375000 Penalty: 860.448730 Iteration 33Q: 3 clusters Score -775328.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12042 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -775341.437500 Penalty: 860.448730 Iteration 34Q: 3 clusters Score -775341.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12065 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -775351.687500 Penalty: 860.448730 Iteration 35Q: 3 clusters Score -775351.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12088 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -775358.187500 Penalty: 860.448730 Iteration 36Q: 3 clusters Score -775358.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12104 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -775362.625000 Penalty: 860.448730 Iteration 37Q: 3 clusters Score -775362.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12118 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -775370.812500 Penalty: 860.448730 Iteration 38Q: 3 clusters Score -775370.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12136 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -775378.562500 Penalty: 860.448730 Iteration 39Q: 3 clusters Score -775378.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12163 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -775392.937500 Penalty: 860.448730 Iteration 40F: 3 clusters Score -775392.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12180 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -775400.625000 Penalty: 860.448730 Iteration 41Q: 3 clusters Score -775400.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12191 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -775404.187500 Penalty: 860.448730 Iteration 42Q: 3 clusters Score -775404.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12195 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -775405.187500 Penalty: 860.448730 Iteration 43Q: 3 clusters Score -775405.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12198 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -775406.000000 Penalty: 860.448730 Iteration 44Q: 3 clusters Score -775406 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12201 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -775407.062500 Penalty: 860.448730 Iteration 45Q: 3 clusters Score -775407.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12206 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -775408.750000 Penalty: 860.448730 Iteration 46Q: 3 clusters Score -775408.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12210 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -775408.250000 Penalty: 860.448730 Iteration 47Q: 3 clusters Score -775408.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12212 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -775409.312500 Penalty: 860.448730 Iteration 48Q: 3 clusters Score -775409.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12215 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -775410.437500 Penalty: 860.448730 Iteration 49Q: 3 clusters Score -775410.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12218 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -775410.187500 Penalty: 860.448730 Iteration 50Q: 3 clusters Score -775410.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12221 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -775410.125000 Penalty: 860.448730 Iteration 51Q: 3 clusters Score -775410.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12221 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -775410.125000 Penalty: 860.448730 Iteration 52F: 3 clusters Score -775410.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1024 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Entering Unmasked Estep Score: -52310.539062 Penalty: 315.381958 Iteration 0F: 2 clusters Score -52310.54 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 509 members Entering Unmasked Estep Score: -51489.726562 Penalty: 630.763916 Iteration 0F: 3 clusters Score -51489.73 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -51781.281250 Penalty: 630.763916 Iteration 1F: 3 clusters Score -51781.28 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -51856.332031 Penalty: 630.763916 Iteration 2F: 3 clusters Score -51856.33 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -51934.660156 Penalty: 630.763916 Iteration 3F: 3 clusters Score -51934.66 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -51982.187500 Penalty: 630.763916 Iteration 4F: 3 clusters Score -51982.19 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -52002.781250 Penalty: 630.763916 Iteration 5Q: 3 clusters Score -52002.78 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -52018.515625 Penalty: 630.763916 Iteration 6Q: 3 clusters Score -52018.52 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -52027.593750 Penalty: 630.763916 Iteration 7Q: 3 clusters Score -52027.59 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -52042.343750 Penalty: 630.763916 Iteration 8Q: 3 clusters Score -52042.34 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -52061.722656 Penalty: 630.763916 Iteration 9Q: 3 clusters Score -52061.72 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -52078.562500 Penalty: 630.763916 Iteration 10Q: 3 clusters Score -52078.56 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -52095.929688 Penalty: 630.763916 Iteration 11Q: 3 clusters Score -52095.93 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -52103.214844 Penalty: 630.763916 Iteration 12Q: 3 clusters Score -52103.21 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -52108.515625 Penalty: 630.763916 Iteration 13Q: 3 clusters Score -52108.52 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -52114.292969 Penalty: 630.763916 Iteration 14Q: 3 clusters Score -52114.29 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -52121.960938 Penalty: 630.763916 Iteration 15Q: 3 clusters Score -52121.96 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -52130.562500 Penalty: 630.763916 Iteration 16Q: 3 clusters Score -52130.56 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -52136.214844 Penalty: 630.763916 Iteration 17Q: 3 clusters Score -52136.21 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -52144.031250 Penalty: 630.763916 Iteration 18Q: 3 clusters Score -52144.03 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -52154.093750 Penalty: 630.763916 Iteration 19Q: 3 clusters Score -52154.09 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -52159.757812 Penalty: 630.763916 Iteration 20F: 3 clusters Score -52159.76 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -52163.617188 Penalty: 630.763916 Iteration 21Q: 3 clusters Score -52163.62 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -52165.367188 Penalty: 630.763916 Iteration 22Q: 3 clusters Score -52165.37 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -52165.804688 Penalty: 630.763916 Iteration 23Q: 3 clusters Score -52165.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -52165.804688 Penalty: 630.763916 Iteration 24F: 3 clusters Score -52165.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2332 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2332 members Entering Unmasked Estep Score: -106012.976562 Penalty: 352.828888 Iteration 0F: 2 clusters Score -106013 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -104388.812500 Penalty: 705.657776 Iteration 0F: 3 clusters Score -104388.8 nChanged 1025 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -105123.820312 Penalty: 705.657776 Iteration 1F: 3 clusters Score -105123.8 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -105335.640625 Penalty: 705.657776 Iteration 2F: 3 clusters Score -105335.6 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -105483.851562 Penalty: 705.657776 Iteration 3F: 3 clusters Score -105483.9 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -105567.070312 Penalty: 705.657776 Iteration 4Q: 3 clusters Score -105567.1 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -105635.507812 Penalty: 705.657776 Iteration 5Q: 3 clusters Score -105635.5 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -105697.226562 Penalty: 705.657776 Iteration 6Q: 3 clusters Score -105697.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1802 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -105745.429688 Penalty: 705.657776 Iteration 7Q: 3 clusters Score -105745.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -105796.367188 Penalty: 705.657776 Iteration 8Q: 3 clusters Score -105796.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -105859.843750 Penalty: 705.657776 Iteration 9Q: 3 clusters Score -105859.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -105936.820312 Penalty: 705.657776 Iteration 10Q: 3 clusters Score -105936.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -105993.929688 Penalty: 705.657776 Iteration 11Q: 3 clusters Score -105993.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -106028.304688 Penalty: 705.657776 Iteration 12Q: 3 clusters Score -106028.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -106055.757812 Penalty: 705.657776 Iteration 13Q: 3 clusters Score -106055.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -106110.539062 Penalty: 705.657776 Iteration 14Q: 3 clusters Score -106110.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -106177.500000 Penalty: 705.657776 Iteration 15Q: 3 clusters Score -106177.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -106213.359375 Penalty: 705.657776 Iteration 16Q: 3 clusters Score -106213.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -106235.648438 Penalty: 705.657776 Iteration 17Q: 3 clusters Score -106235.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -106248.992188 Penalty: 705.657776 Iteration 18Q: 3 clusters Score -106249 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -106258.523438 Penalty: 705.657776 Iteration 19Q: 3 clusters Score -106258.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -106264.656250 Penalty: 705.657776 Iteration 20F: 3 clusters Score -106264.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -106267.070312 Penalty: 705.657776 Iteration 21Q: 3 clusters Score -106267.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -106270.882812 Penalty: 705.657776 Iteration 22Q: 3 clusters Score -106270.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -106273.070312 Penalty: 705.657776 Iteration 23Q: 3 clusters Score -106273.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1982 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -106273.781250 Penalty: 705.657776 Iteration 24Q: 3 clusters Score -106273.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1982 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -106273.781250 Penalty: 705.657776 Iteration 25F: 3 clusters Score -106273.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 100967 members Mstep: Class 2 contains 12778 members Mstep: Class 3 contains 1024 members Mstep: Class 4 contains 1982 members Mstep: Class 5 contains 4368 members Mstep: Class 6 contains 57793 members Mstep: Class 7 contains 1753 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 7442 members Mstep: Class 10 contains 11552 members Mstep: Class 11 contains 3581 members Mstep: Class 12 contains 7334 members Mstep: Class 13 contains 2751 members Mstep: Class 14 contains 883 members Mstep: Class 15 contains 8268 members Mstep: Class 16 contains 3869 members Mstep: Class 17 contains 500 members Mstep: Class 18 contains 15483 members Mstep: Class 19 contains 13230 members Mstep: Class 20 contains 6178 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 20021 members Mstep: Class 23 contains 704 members Mstep: Class 24 contains 1270 members Mstep: Class 25 contains 10289 members Mstep: Class 26 contains 1439 members Mstep: Class 27 contains 5272 members Mstep: Class 28 contains 6728 members Mstep: Class 29 contains 3499 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 350 members Entering Unmasked Estep Score: -17799444.000000 Penalty: 17843.089844 Splitting cluster 4 changes total score from -17799370.000000 to -17799444.000000 So it's getting split into cluster 31. Entering ConstructFrom: Trying to split cluster 5 (4368 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4368 members Entering Unmasked Estep Score: -246670.375000 Penalty: 381.383728 Iteration 0F: 2 clusters Score -246670.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2177 members Mstep: Class 2 contains 2191 members Entering Unmasked Estep Score: -243674.687500 Penalty: 762.767456 Iteration 0F: 3 clusters Score -243674.7 nChanged 1980 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2243 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -244902.828125 Penalty: 762.767456 Iteration 1F: 3 clusters Score -244902.8 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2319 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -245078.015625 Penalty: 762.767456 Iteration 2F: 3 clusters Score -245078 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2392 members Mstep: Class 2 contains 1976 members Entering Unmasked Estep Score: -245212.750000 Penalty: 762.767456 Iteration 3F: 3 clusters Score -245212.8 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 1920 members Entering Unmasked Estep Score: -245323.968750 Penalty: 762.767456 Iteration 4F: 3 clusters Score -245324 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2499 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -245433.359375 Penalty: 762.767456 Iteration 5F: 3 clusters Score -245433.4 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2544 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -245523.218750 Penalty: 762.767456 Iteration 6Q: 3 clusters Score -245523.2 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2567 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -245596.828125 Penalty: 762.767456 Iteration 7Q: 3 clusters Score -245596.8 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2582 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -245666.156250 Penalty: 762.767456 Iteration 8Q: 3 clusters Score -245666.2 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2593 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -245730.656250 Penalty: 762.767456 Iteration 9Q: 3 clusters Score -245730.7 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2617 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -245781.578125 Penalty: 762.767456 Iteration 10Q: 3 clusters Score -245781.6 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2637 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -245812.765625 Penalty: 762.767456 Iteration 11Q: 3 clusters Score -245812.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2662 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -245836.125000 Penalty: 762.767456 Iteration 12Q: 3 clusters Score -245836.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2679 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -245848.078125 Penalty: 762.767456 Iteration 13Q: 3 clusters Score -245848.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2688 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -245853.703125 Penalty: 762.767456 Iteration 14Q: 3 clusters Score -245853.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2700 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -245860.203125 Penalty: 762.767456 Iteration 15Q: 3 clusters Score -245860.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2718 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -245863.359375 Penalty: 762.767456 Iteration 16Q: 3 clusters Score -245863.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2735 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -245866.515625 Penalty: 762.767456 Iteration 17Q: 3 clusters Score -245866.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2753 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -245870.390625 Penalty: 762.767456 Iteration 18Q: 3 clusters Score -245870.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2777 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -245879.281250 Penalty: 762.767456 Iteration 19Q: 3 clusters Score -245879.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2801 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -245886.156250 Penalty: 762.767456 Iteration 20F: 3 clusters Score -245886.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2818 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -245891.187500 Penalty: 762.767456 Iteration 21Q: 3 clusters Score -245891.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2839 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -245893.437500 Penalty: 762.767456 Iteration 22Q: 3 clusters Score -245893.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2856 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -245895.890625 Penalty: 762.767456 Iteration 23Q: 3 clusters Score -245895.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2874 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -245898.765625 Penalty: 762.767456 Iteration 24Q: 3 clusters Score -245898.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2891 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -245901.265625 Penalty: 762.767456 Iteration 25Q: 3 clusters Score -245901.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2913 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -245904.484375 Penalty: 762.767456 Iteration 26Q: 3 clusters Score -245904.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2938 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -245910.046875 Penalty: 762.767456 Iteration 27Q: 3 clusters Score -245910 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2961 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -245915.734375 Penalty: 762.767456 Iteration 28Q: 3 clusters Score -245915.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2987 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -245921.125000 Penalty: 762.767456 Iteration 29Q: 3 clusters Score -245921.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3011 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -245928.359375 Penalty: 762.767456 Iteration 30Q: 3 clusters Score -245928.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3040 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -245934.609375 Penalty: 762.767456 Iteration 31Q: 3 clusters Score -245934.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3060 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -245941.687500 Penalty: 762.767456 Iteration 32Q: 3 clusters Score -245941.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3088 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -245953.031250 Penalty: 762.767456 Iteration 33Q: 3 clusters Score -245953 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3110 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -245961.343750 Penalty: 762.767456 Iteration 34Q: 3 clusters Score -245961.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3130 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -245970.375000 Penalty: 762.767456 Iteration 35Q: 3 clusters Score -245970.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3149 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -245982.281250 Penalty: 762.767456 Iteration 36Q: 3 clusters Score -245982.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3175 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -245998.343750 Penalty: 762.767456 Iteration 37Q: 3 clusters Score -245998.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3200 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -246011.718750 Penalty: 762.767456 Iteration 38Q: 3 clusters Score -246011.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3227 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -246026.468750 Penalty: 762.767456 Iteration 39Q: 3 clusters Score -246026.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3265 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -246049.453125 Penalty: 762.767456 Iteration 40F: 3 clusters Score -246049.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3311 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -246071.578125 Penalty: 762.767456 Iteration 41Q: 3 clusters Score -246071.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3344 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -246084.890625 Penalty: 762.767456 Iteration 42Q: 3 clusters Score -246084.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3365 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -246094.031250 Penalty: 762.767456 Iteration 43Q: 3 clusters Score -246094 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3383 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -246102.265625 Penalty: 762.767456 Iteration 44Q: 3 clusters Score -246102.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3396 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -246116.046875 Penalty: 762.767456 Iteration 45Q: 3 clusters Score -246116 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3412 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -246130.375000 Penalty: 762.767456 Iteration 46Q: 3 clusters Score -246130.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3427 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -246144.671875 Penalty: 762.767456 Iteration 47Q: 3 clusters Score -246144.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3443 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -246155.859375 Penalty: 762.767456 Iteration 48Q: 3 clusters Score -246155.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3464 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -246167.875000 Penalty: 762.767456 Iteration 49Q: 3 clusters Score -246167.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3478 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -246181.359375 Penalty: 762.767456 Iteration 50Q: 3 clusters Score -246181.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3501 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -246201.953125 Penalty: 762.767456 Iteration 51Q: 3 clusters Score -246202 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3526 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -246214.015625 Penalty: 762.767456 Iteration 52Q: 3 clusters Score -246214 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3552 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -246224.000000 Penalty: 762.767456 Iteration 53Q: 3 clusters Score -246224 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3581 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -246236.953125 Penalty: 762.767456 Iteration 54Q: 3 clusters Score -246237 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3611 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -246247.781250 Penalty: 762.767456 Iteration 55Q: 3 clusters Score -246247.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3634 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -246255.531250 Penalty: 762.767456 Iteration 56Q: 3 clusters Score -246255.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3661 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -246262.140625 Penalty: 762.767456 Iteration 57Q: 3 clusters Score -246262.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3677 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -246266.109375 Penalty: 762.767456 Iteration 58Q: 3 clusters Score -246266.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3698 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -246273.234375 Penalty: 762.767456 Iteration 59Q: 3 clusters Score -246273.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3721 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -246283.203125 Penalty: 762.767456 Iteration 60F: 3 clusters Score -246283.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3736 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -246292.859375 Penalty: 762.767456 Iteration 61Q: 3 clusters Score -246292.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3759 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -246313.390625 Penalty: 762.767456 Iteration 62Q: 3 clusters Score -246313.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3782 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -246336.718750 Penalty: 762.767456 Iteration 63Q: 3 clusters Score -246336.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3809 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -246378.500000 Penalty: 762.767456 Iteration 64Q: 3 clusters Score -246378.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3830 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -246487.984375 Penalty: 762.767456 Iteration 65Q: 3 clusters Score -246488 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3836 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -246706.796875 Penalty: 762.767456 Iteration 66Q: 3 clusters Score -246706.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3799 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -246754.390625 Penalty: 762.767456 Iteration 67Q: 3 clusters Score -246754.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3756 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -246795.859375 Penalty: 762.767456 Iteration 68Q: 3 clusters Score -246795.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3714 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -246832.671875 Penalty: 762.767456 Iteration 69Q: 3 clusters Score -246832.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3668 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -246886.703125 Penalty: 762.767456 Iteration 70Q: 3 clusters Score -246886.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3614 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -246951.250000 Penalty: 762.767456 Iteration 71Q: 3 clusters Score -246951.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3576 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -246979.046875 Penalty: 762.767456 Iteration 72Q: 3 clusters Score -246979 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3542 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -247002.687500 Penalty: 762.767456 Iteration 73Q: 3 clusters Score -247002.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3514 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -247028.187500 Penalty: 762.767456 Iteration 74Q: 3 clusters Score -247028.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3483 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -247048.000000 Penalty: 762.767456 Iteration 75Q: 3 clusters Score -247048 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3465 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -247062.828125 Penalty: 762.767456 Iteration 76Q: 3 clusters Score -247062.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3457 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -247071.093750 Penalty: 762.767456 Iteration 77Q: 3 clusters Score -247071.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3454 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -247075.734375 Penalty: 762.767456 Iteration 78Q: 3 clusters Score -247075.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3451 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -247076.484375 Penalty: 762.767456 Iteration 79Q: 3 clusters Score -247076.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3450 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -247149.093750 Penalty: 762.767456 Iteration 80F: 3 clusters Score -247149.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3421 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -247187.343750 Penalty: 762.767456 Iteration 81Q: 3 clusters Score -247187.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3410 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -247191.921875 Penalty: 762.767456 Iteration 82Q: 3 clusters Score -247191.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3407 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -247194.109375 Penalty: 762.767456 Iteration 83Q: 3 clusters Score -247194.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3404 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -247196.171875 Penalty: 762.767456 Iteration 84Q: 3 clusters Score -247196.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3399 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -247197.140625 Penalty: 762.767456 Iteration 85Q: 3 clusters Score -247197.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3398 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -247197.062500 Penalty: 762.767456 Iteration 86Q: 3 clusters Score -247197.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3397 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -247197.265625 Penalty: 762.767456 Iteration 87Q: 3 clusters Score -247197.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3395 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -247197.953125 Penalty: 762.767456 Iteration 88Q: 3 clusters Score -247198 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3395 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -247197.953125 Penalty: 762.767456 Iteration 89F: 3 clusters Score -247198 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 100967 members Mstep: Class 2 contains 12778 members Mstep: Class 3 contains 1024 members Mstep: Class 4 contains 1982 members Mstep: Class 5 contains 3395 members Mstep: Class 6 contains 57793 members Mstep: Class 7 contains 1753 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 7442 members Mstep: Class 10 contains 11552 members Mstep: Class 11 contains 3581 members Mstep: Class 12 contains 7334 members Mstep: Class 13 contains 2751 members Mstep: Class 14 contains 883 members Mstep: Class 15 contains 8268 members Mstep: Class 16 contains 3869 members Mstep: Class 17 contains 500 members Mstep: Class 18 contains 15483 members Mstep: Class 19 contains 13230 members Mstep: Class 20 contains 6178 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 20021 members Mstep: Class 23 contains 704 members Mstep: Class 24 contains 1270 members Mstep: Class 25 contains 10289 members Mstep: Class 26 contains 1439 members Mstep: Class 27 contains 5272 members Mstep: Class 28 contains 6728 members Mstep: Class 29 contains 3499 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 350 members Mstep: Class 32 contains 973 members Entering Unmasked Estep Score: -17799762.000000 Penalty: 18418.673828 Splitting cluster 5 changes total score from -17799370.000000 to -17799762.000000 So it's getting split into cluster 32. Entering ConstructFrom: Trying to split cluster 6 (57793 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57793 members Entering Unmasked Estep Score: -3604883.000000 Penalty: 498.890320 Iteration 0F: 2 clusters Score -3604883 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28848 members Mstep: Class 2 contains 28945 members Entering Unmasked Estep Score: -3566289.250000 Penalty: 997.780640 Iteration 0F: 3 clusters Score -3566289 nChanged 27908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27120 members Mstep: Class 2 contains 30673 members Entering Unmasked Estep Score: -3583822.250000 Penalty: 997.780640 Iteration 1F: 3 clusters Score -3583822 nChanged 3364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26062 members Mstep: Class 2 contains 31731 members Entering Unmasked Estep Score: -3585556.500000 Penalty: 997.780640 Iteration 2F: 3 clusters Score -3585556 nChanged 3710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24930 members Mstep: Class 2 contains 32863 members Entering Unmasked Estep Score: -3587597.500000 Penalty: 997.780640 Iteration 3F: 3 clusters Score -3587598 nChanged 3737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23911 members Mstep: Class 2 contains 33882 members Entering Unmasked Estep Score: -3589669.500000 Penalty: 997.780640 Iteration 4F: 3 clusters Score -3589670 nChanged 3323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23084 members Mstep: Class 2 contains 34709 members Entering Unmasked Estep Score: -3591459.250000 Penalty: 997.780640 Iteration 5F: 3 clusters Score -3591459 nChanged 2923 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22521 members Mstep: Class 2 contains 35272 members Entering Unmasked Estep Score: -3593070.500000 Penalty: 997.780640 Iteration 6F: 3 clusters Score -3593070 nChanged 2509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22022 members Mstep: Class 2 contains 35771 members Entering Unmasked Estep Score: -3594507.000000 Penalty: 997.780640 Iteration 7Q: 3 clusters Score -3594507 nChanged 2170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21432 members Mstep: Class 2 contains 36361 members Entering Unmasked Estep Score: -3595677.000000 Penalty: 997.780640 Iteration 8Q: 3 clusters Score -3595677 nChanged 1715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20743 members Mstep: Class 2 contains 37050 members Entering Unmasked Estep Score: -3596445.750000 Penalty: 997.780640 Iteration 9Q: 3 clusters Score -3596446 nChanged 1182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19981 members Mstep: Class 2 contains 37812 members Entering Unmasked Estep Score: -3596806.500000 Penalty: 997.780640 Iteration 10Q: 3 clusters Score -3596806 nChanged 956 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19161 members Mstep: Class 2 contains 38632 members Entering Unmasked Estep Score: -3597104.750000 Penalty: 997.780640 Iteration 11Q: 3 clusters Score -3597105 nChanged 891 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18308 members Mstep: Class 2 contains 39485 members Entering Unmasked Estep Score: -3597377.250000 Penalty: 997.780640 Iteration 12Q: 3 clusters Score -3597377 nChanged 897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17425 members Mstep: Class 2 contains 40368 members Entering Unmasked Estep Score: -3597654.250000 Penalty: 997.780640 Iteration 13Q: 3 clusters Score -3597654 nChanged 888 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16555 members Mstep: Class 2 contains 41238 members Entering Unmasked Estep Score: -3597925.500000 Penalty: 997.780640 Iteration 14Q: 3 clusters Score -3597926 nChanged 921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15662 members Mstep: Class 2 contains 42131 members Entering Unmasked Estep Score: -3598262.000000 Penalty: 997.780640 Iteration 15Q: 3 clusters Score -3598262 nChanged 943 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14737 members Mstep: Class 2 contains 43056 members Entering Unmasked Estep Score: -3598570.000000 Penalty: 997.780640 Iteration 16Q: 3 clusters Score -3598570 nChanged 950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13801 members Mstep: Class 2 contains 43992 members Entering Unmasked Estep Score: -3598921.000000 Penalty: 997.780640 Iteration 17Q: 3 clusters Score -3598921 nChanged 972 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12849 members Mstep: Class 2 contains 44944 members Entering Unmasked Estep Score: -3599294.000000 Penalty: 997.780640 Iteration 18Q: 3 clusters Score -3599294 nChanged 992 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11873 members Mstep: Class 2 contains 45920 members Entering Unmasked Estep Score: -3599687.250000 Penalty: 997.780640 Iteration 19Q: 3 clusters Score -3599687 nChanged 972 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10927 members Mstep: Class 2 contains 46866 members Entering Unmasked Estep Score: -3600105.500000 Penalty: 997.780640 Iteration 20F: 3 clusters Score -3600106 nChanged 925 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10022 members Mstep: Class 2 contains 47771 members Entering Unmasked Estep Score: -3600508.000000 Penalty: 997.780640 Iteration 21Q: 3 clusters Score -3600508 nChanged 908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9126 members Mstep: Class 2 contains 48667 members Entering Unmasked Estep Score: -3600913.750000 Penalty: 997.780640 Iteration 22Q: 3 clusters Score -3600914 nChanged 894 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8250 members Mstep: Class 2 contains 49543 members Entering Unmasked Estep Score: -3601348.500000 Penalty: 997.780640 Iteration 23Q: 3 clusters Score -3601348 nChanged 839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7419 members Mstep: Class 2 contains 50374 members Entering Unmasked Estep Score: -3601738.250000 Penalty: 997.780640 Iteration 24Q: 3 clusters Score -3601738 nChanged 760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6671 members Mstep: Class 2 contains 51122 members Entering Unmasked Estep Score: -3602045.750000 Penalty: 997.780640 Iteration 25Q: 3 clusters Score -3602046 nChanged 695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5978 members Mstep: Class 2 contains 51815 members Entering Unmasked Estep Score: -3602348.000000 Penalty: 997.780640 Iteration 26Q: 3 clusters Score -3602348 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5356 members Mstep: Class 2 contains 52437 members Entering Unmasked Estep Score: -3602610.750000 Penalty: 997.780640 Iteration 27Q: 3 clusters Score -3602611 nChanged 572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4786 members Mstep: Class 2 contains 53007 members Entering Unmasked Estep Score: -3602847.500000 Penalty: 997.780640 Iteration 28Q: 3 clusters Score -3602848 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4279 members Mstep: Class 2 contains 53514 members Entering Unmasked Estep Score: -3603036.250000 Penalty: 997.780640 Iteration 29Q: 3 clusters Score -3603036 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3848 members Mstep: Class 2 contains 53945 members Entering Unmasked Estep Score: -3603189.250000 Penalty: 997.780640 Iteration 30Q: 3 clusters Score -3603189 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3458 members Mstep: Class 2 contains 54335 members Entering Unmasked Estep Score: -3603297.500000 Penalty: 997.780640 Iteration 31Q: 3 clusters Score -3603298 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3094 members Mstep: Class 2 contains 54699 members Entering Unmasked Estep Score: -3603440.250000 Penalty: 997.780640 Iteration 32Q: 3 clusters Score -3603440 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2741 members Mstep: Class 2 contains 55052 members Entering Unmasked Estep Score: -3603565.750000 Penalty: 997.780640 Iteration 33Q: 3 clusters Score -3603566 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2418 members Mstep: Class 2 contains 55375 members Entering Unmasked Estep Score: -3603696.250000 Penalty: 997.780640 Iteration 34Q: 3 clusters Score -3603696 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2127 members Mstep: Class 2 contains 55666 members Entering Unmasked Estep Score: -3603809.500000 Penalty: 997.780640 Iteration 35Q: 3 clusters Score -3603810 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 55914 members Entering Unmasked Estep Score: -3603911.750000 Penalty: 997.780640 Iteration 36Q: 3 clusters Score -3603912 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 56151 members Entering Unmasked Estep Score: -3604010.500000 Penalty: 997.780640 Iteration 37Q: 3 clusters Score -3604010 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 56362 members Entering Unmasked Estep Score: -3604081.500000 Penalty: 997.780640 Iteration 38Q: 3 clusters Score -3604082 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 56546 members Entering Unmasked Estep Score: -3604159.250000 Penalty: 997.780640 Iteration 39Q: 3 clusters Score -3604159 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 56714 members Entering Unmasked Estep Score: -3604242.250000 Penalty: 997.780640 Iteration 40F: 3 clusters Score -3604242 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 56857 members Entering Unmasked Estep Score: -3604285.500000 Penalty: 997.780640 Iteration 41Q: 3 clusters Score -3604286 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 56980 members Entering Unmasked Estep Score: -3604329.500000 Penalty: 997.780640 Iteration 42Q: 3 clusters Score -3604330 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 57087 members Entering Unmasked Estep Score: -3604392.750000 Penalty: 997.780640 Iteration 43Q: 3 clusters Score -3604393 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 57171 members Entering Unmasked Estep Score: -3604429.500000 Penalty: 997.780640 Iteration 44Q: 3 clusters Score -3604430 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 57234 members Entering Unmasked Estep Score: -3604461.750000 Penalty: 997.780640 Iteration 45Q: 3 clusters Score -3604462 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 57286 members Entering Unmasked Estep Score: -3604480.500000 Penalty: 997.780640 Iteration 46Q: 3 clusters Score -3604480 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 57323 members Entering Unmasked Estep Score: -3604491.750000 Penalty: 997.780640 Iteration 47Q: 3 clusters Score -3604492 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 57351 members Entering Unmasked Estep Score: -3604504.000000 Penalty: 997.780640 Iteration 48Q: 3 clusters Score -3604504 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 57376 members Entering Unmasked Estep Score: -3604508.750000 Penalty: 997.780640 Iteration 49Q: 3 clusters Score -3604509 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 57398 members Entering Unmasked Estep Score: -3604526.250000 Penalty: 997.780640 Iteration 50Q: 3 clusters Score -3604526 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 57412 members Entering Unmasked Estep Score: -3604537.250000 Penalty: 997.780640 Iteration 51Q: 3 clusters Score -3604537 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 57420 members Entering Unmasked Estep Score: -3604550.250000 Penalty: 997.780640 Iteration 52Q: 3 clusters Score -3604550 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 57422 members Entering Unmasked Estep Score: -3604552.000000 Penalty: 997.780640 Iteration 53Q: 3 clusters Score -3604552 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 57426 members Entering Unmasked Estep Score: -3604556.000000 Penalty: 997.780640 Iteration 54Q: 3 clusters Score -3604556 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 57433 members Entering Unmasked Estep Score: -3604559.750000 Penalty: 997.780640 Iteration 55Q: 3 clusters Score -3604560 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 57434 members Entering Unmasked Estep Score: -3604558.750000 Penalty: 997.780640 Iteration 56Q: 3 clusters Score -3604559 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 57436 members Entering Unmasked Estep Score: -3604561.250000 Penalty: 997.780640 Iteration 57Q: 3 clusters Score -3604561 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 57440 members Entering Unmasked Estep Score: -3604562.750000 Penalty: 997.780640 Iteration 58Q: 3 clusters Score -3604563 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 57442 members Entering Unmasked Estep Score: -3604559.500000 Penalty: 997.780640 Iteration 59Q: 3 clusters Score -3604560 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 57443 members Entering Unmasked Estep Score: -3604561.500000 Penalty: 997.780640 Iteration 60F: 3 clusters Score -3604562 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 57445 members Entering Unmasked Estep Score: -3604561.750000 Penalty: 997.780640 Iteration 61Q: 3 clusters Score -3604562 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 57445 members Entering Unmasked Estep Score: -3604561.750000 Penalty: 997.780640 Iteration 62F: 3 clusters Score -3604562 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (1753 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Entering Unmasked Estep Score: -101006.890625 Penalty: 339.843323 Iteration 0F: 2 clusters Score -101006.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -99729.484375 Penalty: 679.686646 Iteration 0F: 3 clusters Score -99729.48 nChanged 714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -100083.265625 Penalty: 679.686646 Iteration 1F: 3 clusters Score -100083.3 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -100165.023438 Penalty: 679.686646 Iteration 2F: 3 clusters Score -100165 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -100250.734375 Penalty: 679.686646 Iteration 3F: 3 clusters Score -100250.7 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -100343.273438 Penalty: 679.686646 Iteration 4F: 3 clusters Score -100343.3 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -100445.882812 Penalty: 679.686646 Iteration 5F: 3 clusters Score -100445.9 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -100529.148438 Penalty: 679.686646 Iteration 6F: 3 clusters Score -100529.1 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -100604.960938 Penalty: 679.686646 Iteration 7F: 3 clusters Score -100605 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -100665.226562 Penalty: 679.686646 Iteration 8Q: 3 clusters Score -100665.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -100719.820312 Penalty: 679.686646 Iteration 9Q: 3 clusters Score -100719.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -100761.781250 Penalty: 679.686646 Iteration 10Q: 3 clusters Score -100761.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -100784.429688 Penalty: 679.686646 Iteration 11Q: 3 clusters Score -100784.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -100799.210938 Penalty: 679.686646 Iteration 12Q: 3 clusters Score -100799.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -100811.296875 Penalty: 679.686646 Iteration 13Q: 3 clusters Score -100811.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -100816.437500 Penalty: 679.686646 Iteration 14Q: 3 clusters Score -100816.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -100818.148438 Penalty: 679.686646 Iteration 15Q: 3 clusters Score -100818.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -100819.156250 Penalty: 679.686646 Iteration 16Q: 3 clusters Score -100819.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -100819.265625 Penalty: 679.686646 Iteration 17Q: 3 clusters Score -100819.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -100819.500000 Penalty: 679.686646 Iteration 18Q: 3 clusters Score -100819.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -100819.937500 Penalty: 679.686646 Iteration 19Q: 3 clusters Score -100819.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -100819.937500 Penalty: 679.686646 Iteration 20F: 3 clusters Score -100819.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (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: -6115.267578 Penalty: 227.679550 Iteration 0F: 2 clusters Score -6115.268 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -5874.887695 Penalty: 455.359100 Iteration 0F: 3 clusters Score -5874.888 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -5930.091797 Penalty: 455.359100 Iteration 1F: 3 clusters Score -5930.092 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -5946.694336 Penalty: 455.359100 Iteration 2F: 3 clusters Score -5946.694 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -5955.814453 Penalty: 455.359100 Iteration 3Q: 3 clusters Score -5955.814 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -5959.813477 Penalty: 455.359100 Iteration 4Q: 3 clusters Score -5959.813 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -5973.119629 Penalty: 455.359100 Iteration 5Q: 3 clusters Score -5973.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -5973.732910 Penalty: 455.359100 Iteration 6Q: 3 clusters Score -5973.733 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -5974.060059 Penalty: 455.359100 Iteration 7Q: 3 clusters Score -5974.06 nChanged 1 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: -5975.388672 Penalty: 455.359100 Iteration 8Q: 3 clusters Score -5975.389 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -5976.134277 Penalty: 455.359100 Iteration 9Q: 3 clusters Score -5976.134 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -5976.486816 Penalty: 455.359100 Iteration 10Q: 3 clusters Score -5976.487 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -5976.486816 Penalty: 455.359100 Iteration 11F: 3 clusters Score -5976.487 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (7442 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7442 members Entering Unmasked Estep Score: -424560.093750 Penalty: 405.627716 Iteration 0F: 2 clusters Score -424560.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3732 members Mstep: Class 2 contains 3710 members Entering Unmasked Estep Score: -419642.187500 Penalty: 811.255432 Iteration 0F: 3 clusters Score -419642.2 nChanged 3396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3660 members Mstep: Class 2 contains 3782 members Entering Unmasked Estep Score: -421741.562500 Penalty: 811.255432 Iteration 1F: 3 clusters Score -421741.6 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3648 members Mstep: Class 2 contains 3794 members Entering Unmasked Estep Score: -422014.062500 Penalty: 811.255432 Iteration 2F: 3 clusters Score -422014.1 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3660 members Mstep: Class 2 contains 3782 members Entering Unmasked Estep Score: -422273.593750 Penalty: 811.255432 Iteration 3F: 3 clusters Score -422273.6 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3698 members Mstep: Class 2 contains 3744 members Entering Unmasked Estep Score: -422468.468750 Penalty: 811.255432 Iteration 4F: 3 clusters Score -422468.5 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3742 members Mstep: Class 2 contains 3700 members Entering Unmasked Estep Score: -422648.625000 Penalty: 811.255432 Iteration 5Q: 3 clusters Score -422648.6 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3778 members Mstep: Class 2 contains 3664 members Entering Unmasked Estep Score: -422836.343750 Penalty: 811.255432 Iteration 6Q: 3 clusters Score -422836.3 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3800 members Mstep: Class 2 contains 3642 members Entering Unmasked Estep Score: -423029.281250 Penalty: 811.255432 Iteration 7Q: 3 clusters Score -423029.3 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3832 members Mstep: Class 2 contains 3610 members Entering Unmasked Estep Score: -423226.250000 Penalty: 811.255432 Iteration 8Q: 3 clusters Score -423226.2 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3865 members Mstep: Class 2 contains 3577 members Entering Unmasked Estep Score: -423396.093750 Penalty: 811.255432 Iteration 9Q: 3 clusters Score -423396.1 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3884 members Mstep: Class 2 contains 3558 members Entering Unmasked Estep Score: -423520.312500 Penalty: 811.255432 Iteration 10Q: 3 clusters Score -423520.3 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3888 members Mstep: Class 2 contains 3554 members Entering Unmasked Estep Score: -423603.125000 Penalty: 811.255432 Iteration 11Q: 3 clusters Score -423603.1 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3879 members Mstep: Class 2 contains 3563 members Entering Unmasked Estep Score: -423679.468750 Penalty: 811.255432 Iteration 12Q: 3 clusters Score -423679.5 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3873 members Mstep: Class 2 contains 3569 members Entering Unmasked Estep Score: -423744.437500 Penalty: 811.255432 Iteration 13Q: 3 clusters Score -423744.4 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3860 members Mstep: Class 2 contains 3582 members Entering Unmasked Estep Score: -423801.218750 Penalty: 811.255432 Iteration 14Q: 3 clusters Score -423801.2 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3836 members Mstep: Class 2 contains 3606 members Entering Unmasked Estep Score: -423847.656250 Penalty: 811.255432 Iteration 15Q: 3 clusters Score -423847.7 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3799 members Mstep: Class 2 contains 3643 members Entering Unmasked Estep Score: -423901.187500 Penalty: 811.255432 Iteration 16Q: 3 clusters Score -423901.2 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3761 members Mstep: Class 2 contains 3681 members Entering Unmasked Estep Score: -423950.125000 Penalty: 811.255432 Iteration 17Q: 3 clusters Score -423950.1 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3744 members Mstep: Class 2 contains 3698 members Entering Unmasked Estep Score: -423982.781250 Penalty: 811.255432 Iteration 18Q: 3 clusters Score -423982.8 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3718 members Mstep: Class 2 contains 3724 members Entering Unmasked Estep Score: -424011.031250 Penalty: 811.255432 Iteration 19Q: 3 clusters Score -424011 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3687 members Mstep: Class 2 contains 3755 members Entering Unmasked Estep Score: -424036.187500 Penalty: 811.255432 Iteration 20F: 3 clusters Score -424036.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3659 members Mstep: Class 2 contains 3783 members Entering Unmasked Estep Score: -424062.031250 Penalty: 811.255432 Iteration 21Q: 3 clusters Score -424062 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3620 members Mstep: Class 2 contains 3822 members Entering Unmasked Estep Score: -424094.156250 Penalty: 811.255432 Iteration 22Q: 3 clusters Score -424094.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3586 members Mstep: Class 2 contains 3856 members Entering Unmasked Estep Score: -424114.968750 Penalty: 811.255432 Iteration 23Q: 3 clusters Score -424115 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3549 members Mstep: Class 2 contains 3893 members Entering Unmasked Estep Score: -424131.656250 Penalty: 811.255432 Iteration 24Q: 3 clusters Score -424131.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3524 members Mstep: Class 2 contains 3918 members Entering Unmasked Estep Score: -424142.062500 Penalty: 811.255432 Iteration 25Q: 3 clusters Score -424142.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3493 members Mstep: Class 2 contains 3949 members Entering Unmasked Estep Score: -424151.718750 Penalty: 811.255432 Iteration 26Q: 3 clusters Score -424151.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3470 members Mstep: Class 2 contains 3972 members Entering Unmasked Estep Score: -424159.687500 Penalty: 811.255432 Iteration 27Q: 3 clusters Score -424159.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3439 members Mstep: Class 2 contains 4003 members Entering Unmasked Estep Score: -424165.500000 Penalty: 811.255432 Iteration 28Q: 3 clusters Score -424165.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3409 members Mstep: Class 2 contains 4033 members Entering Unmasked Estep Score: -424171.093750 Penalty: 811.255432 Iteration 29Q: 3 clusters Score -424171.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3381 members Mstep: Class 2 contains 4061 members Entering Unmasked Estep Score: -424176.437500 Penalty: 811.255432 Iteration 30Q: 3 clusters Score -424176.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3358 members Mstep: Class 2 contains 4084 members Entering Unmasked Estep Score: -424182.843750 Penalty: 811.255432 Iteration 31Q: 3 clusters Score -424182.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3339 members Mstep: Class 2 contains 4103 members Entering Unmasked Estep Score: -424190.687500 Penalty: 811.255432 Iteration 32Q: 3 clusters Score -424190.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3313 members Mstep: Class 2 contains 4129 members Entering Unmasked Estep Score: -424198.250000 Penalty: 811.255432 Iteration 33Q: 3 clusters Score -424198.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3291 members Mstep: Class 2 contains 4151 members Entering Unmasked Estep Score: -424202.718750 Penalty: 811.255432 Iteration 34Q: 3 clusters Score -424202.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3276 members Mstep: Class 2 contains 4166 members Entering Unmasked Estep Score: -424205.875000 Penalty: 811.255432 Iteration 35Q: 3 clusters Score -424205.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3263 members Mstep: Class 2 contains 4179 members Entering Unmasked Estep Score: -424209.281250 Penalty: 811.255432 Iteration 36Q: 3 clusters Score -424209.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3246 members Mstep: Class 2 contains 4196 members Entering Unmasked Estep Score: -424210.312500 Penalty: 811.255432 Iteration 37Q: 3 clusters Score -424210.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3239 members Mstep: Class 2 contains 4203 members Entering Unmasked Estep Score: -424211.312500 Penalty: 811.255432 Iteration 38Q: 3 clusters Score -424211.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3234 members Mstep: Class 2 contains 4208 members Entering Unmasked Estep Score: -424212.843750 Penalty: 811.255432 Iteration 39Q: 3 clusters Score -424212.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3222 members Mstep: Class 2 contains 4220 members Entering Unmasked Estep Score: -424213.906250 Penalty: 811.255432 Iteration 40F: 3 clusters Score -424213.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3210 members Mstep: Class 2 contains 4232 members Entering Unmasked Estep Score: -424213.968750 Penalty: 811.255432 Iteration 41Q: 3 clusters Score -424214 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3197 members Mstep: Class 2 contains 4245 members Entering Unmasked Estep Score: -424215.125000 Penalty: 811.255432 Iteration 42Q: 3 clusters Score -424215.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3188 members Mstep: Class 2 contains 4254 members Entering Unmasked Estep Score: -424215.218750 Penalty: 811.255432 Iteration 43Q: 3 clusters Score -424215.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3182 members Mstep: Class 2 contains 4260 members Entering Unmasked Estep Score: -424215.187500 Penalty: 811.255432 Iteration 44Q: 3 clusters Score -424215.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3172 members Mstep: Class 2 contains 4270 members Entering Unmasked Estep Score: -424216.437500 Penalty: 811.255432 Iteration 45Q: 3 clusters Score -424216.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3166 members Mstep: Class 2 contains 4276 members Entering Unmasked Estep Score: -424216.687500 Penalty: 811.255432 Iteration 46Q: 3 clusters Score -424216.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3161 members Mstep: Class 2 contains 4281 members Entering Unmasked Estep Score: -424217.656250 Penalty: 811.255432 Iteration 47Q: 3 clusters Score -424217.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3156 members Mstep: Class 2 contains 4286 members Entering Unmasked Estep Score: -424217.406250 Penalty: 811.255432 Iteration 48Q: 3 clusters Score -424217.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3154 members Mstep: Class 2 contains 4288 members Entering Unmasked Estep Score: -424217.625000 Penalty: 811.255432 Iteration 49Q: 3 clusters Score -424217.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3153 members Mstep: Class 2 contains 4289 members Entering Unmasked Estep Score: -424217.312500 Penalty: 811.255432 Iteration 50Q: 3 clusters Score -424217.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3152 members Mstep: Class 2 contains 4290 members Entering Unmasked Estep Score: -424217.593750 Penalty: 811.255432 Iteration 51Q: 3 clusters Score -424217.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3150 members Mstep: Class 2 contains 4292 members Entering Unmasked Estep Score: -424217.406250 Penalty: 811.255432 Iteration 52Q: 3 clusters Score -424217.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3150 members Mstep: Class 2 contains 4292 members Entering Unmasked Estep Score: -424218.468750 Penalty: 811.255432 Iteration 53Q: 3 clusters Score -424218.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3149 members Mstep: Class 2 contains 4293 members Entering Unmasked Estep Score: -424218.218750 Penalty: 811.255432 Iteration 54Q: 3 clusters Score -424218.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3146 members Mstep: Class 2 contains 4296 members Entering Unmasked Estep Score: -424218.906250 Penalty: 811.255432 Iteration 55Q: 3 clusters Score -424218.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3141 members Mstep: Class 2 contains 4301 members Entering Unmasked Estep Score: -424220.031250 Penalty: 811.255432 Iteration 56Q: 3 clusters Score -424220 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3135 members Mstep: Class 2 contains 4307 members Entering Unmasked Estep Score: -424218.937500 Penalty: 811.255432 Iteration 57Q: 3 clusters Score -424218.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3129 members Mstep: Class 2 contains 4313 members Entering Unmasked Estep Score: -424221.031250 Penalty: 811.255432 Iteration 58Q: 3 clusters Score -424221 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3120 members Mstep: Class 2 contains 4322 members Entering Unmasked Estep Score: -424222.187500 Penalty: 811.255432 Iteration 59Q: 3 clusters Score -424222.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3108 members Mstep: Class 2 contains 4334 members Entering Unmasked Estep Score: -424223.812500 Penalty: 811.255432 Iteration 60F: 3 clusters Score -424223.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3098 members Mstep: Class 2 contains 4344 members Entering Unmasked Estep Score: -424223.656250 Penalty: 811.255432 Iteration 61Q: 3 clusters Score -424223.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3088 members Mstep: Class 2 contains 4354 members Entering Unmasked Estep Score: -424224.937500 Penalty: 811.255432 Iteration 62Q: 3 clusters Score -424224.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3076 members Mstep: Class 2 contains 4366 members Entering Unmasked Estep Score: -424226.750000 Penalty: 811.255432 Iteration 63Q: 3 clusters Score -424226.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3066 members Mstep: Class 2 contains 4376 members Entering Unmasked Estep Score: -424227.156250 Penalty: 811.255432 Iteration 64Q: 3 clusters Score -424227.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3054 members Mstep: Class 2 contains 4388 members Entering Unmasked Estep Score: -424228.562500 Penalty: 811.255432 Iteration 65Q: 3 clusters Score -424228.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3040 members Mstep: Class 2 contains 4402 members Entering Unmasked Estep Score: -424230.843750 Penalty: 811.255432 Iteration 66Q: 3 clusters Score -424230.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3030 members Mstep: Class 2 contains 4412 members Entering Unmasked Estep Score: -424231.500000 Penalty: 811.255432 Iteration 67Q: 3 clusters Score -424231.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3018 members Mstep: Class 2 contains 4424 members Entering Unmasked Estep Score: -424232.281250 Penalty: 811.255432 Iteration 68Q: 3 clusters Score -424232.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3008 members Mstep: Class 2 contains 4434 members Entering Unmasked Estep Score: -424234.531250 Penalty: 811.255432 Iteration 69Q: 3 clusters Score -424234.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3000 members Mstep: Class 2 contains 4442 members Entering Unmasked Estep Score: -424234.687500 Penalty: 811.255432 Iteration 70Q: 3 clusters Score -424234.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2990 members Mstep: Class 2 contains 4452 members Entering Unmasked Estep Score: -424236.312500 Penalty: 811.255432 Iteration 71Q: 3 clusters Score -424236.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2979 members Mstep: Class 2 contains 4463 members Entering Unmasked Estep Score: -424237.562500 Penalty: 811.255432 Iteration 72Q: 3 clusters Score -424237.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2970 members Mstep: Class 2 contains 4472 members Entering Unmasked Estep Score: -424237.468750 Penalty: 811.255432 Iteration 73Q: 3 clusters Score -424237.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 4480 members Entering Unmasked Estep Score: -424239.125000 Penalty: 811.255432 Iteration 74Q: 3 clusters Score -424239.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2952 members Mstep: Class 2 contains 4490 members Entering Unmasked Estep Score: -424239.281250 Penalty: 811.255432 Iteration 75Q: 3 clusters Score -424239.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2948 members Mstep: Class 2 contains 4494 members Entering Unmasked Estep Score: -424239.812500 Penalty: 811.255432 Iteration 76Q: 3 clusters Score -424239.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2946 members Mstep: Class 2 contains 4496 members Entering Unmasked Estep Score: -424238.906250 Penalty: 811.255432 Iteration 77Q: 3 clusters Score -424238.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2942 members Mstep: Class 2 contains 4500 members Entering Unmasked Estep Score: -424240.000000 Penalty: 811.255432 Iteration 78Q: 3 clusters Score -424240 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2942 members Mstep: Class 2 contains 4500 members Entering Unmasked Estep Score: -424239.968750 Penalty: 811.255432 Iteration 79Q: 3 clusters Score -424240 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2941 members Mstep: Class 2 contains 4501 members Entering Unmasked Estep Score: -424240.625000 Penalty: 811.255432 Iteration 80F: 3 clusters Score -424240.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2935 members Mstep: Class 2 contains 4507 members Entering Unmasked Estep Score: -424241.593750 Penalty: 811.255432 Iteration 81Q: 3 clusters Score -424241.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2931 members Mstep: Class 2 contains 4511 members Entering Unmasked Estep Score: -424240.750000 Penalty: 811.255432 Iteration 82Q: 3 clusters Score -424240.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2925 members Mstep: Class 2 contains 4517 members Entering Unmasked Estep Score: -424241.781250 Penalty: 811.255432 Iteration 83Q: 3 clusters Score -424241.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2921 members Mstep: Class 2 contains 4521 members Entering Unmasked Estep Score: -424242.593750 Penalty: 811.255432 Iteration 84Q: 3 clusters Score -424242.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2912 members Mstep: Class 2 contains 4530 members Entering Unmasked Estep Score: -424242.343750 Penalty: 811.255432 Iteration 85Q: 3 clusters Score -424242.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2907 members Mstep: Class 2 contains 4535 members Entering Unmasked Estep Score: -424242.906250 Penalty: 811.255432 Iteration 86Q: 3 clusters Score -424242.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2903 members Mstep: Class 2 contains 4539 members Entering Unmasked Estep Score: -424243.843750 Penalty: 811.255432 Iteration 87Q: 3 clusters Score -424243.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2899 members Mstep: Class 2 contains 4543 members Entering Unmasked Estep Score: -424244.437500 Penalty: 811.255432 Iteration 88Q: 3 clusters Score -424244.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2900 members Mstep: Class 2 contains 4542 members Entering Unmasked Estep Score: -424243.875000 Penalty: 811.255432 Iteration 89Q: 3 clusters Score -424243.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2900 members Mstep: Class 2 contains 4542 members Entering Unmasked Estep Score: -424243.437500 Penalty: 811.255432 Iteration 90Q: 3 clusters Score -424243.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2897 members Mstep: Class 2 contains 4545 members Entering Unmasked Estep Score: -424244.125000 Penalty: 811.255432 Iteration 91Q: 3 clusters Score -424244.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2893 members Mstep: Class 2 contains 4549 members Entering Unmasked Estep Score: -424244.562500 Penalty: 811.255432 Iteration 92Q: 3 clusters Score -424244.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2888 members Mstep: Class 2 contains 4554 members Entering Unmasked Estep Score: -424244.937500 Penalty: 811.255432 Iteration 93Q: 3 clusters Score -424244.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2885 members Mstep: Class 2 contains 4557 members Entering Unmasked Estep Score: -424246.031250 Penalty: 811.255432 Iteration 94Q: 3 clusters Score -424246 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2887 members Mstep: Class 2 contains 4555 members Entering Unmasked Estep Score: -424245.843750 Penalty: 811.255432 Iteration 95Q: 3 clusters Score -424245.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2885 members Mstep: Class 2 contains 4557 members Entering Unmasked Estep Score: -424246.687500 Penalty: 811.255432 Iteration 96Q: 3 clusters Score -424246.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2883 members Mstep: Class 2 contains 4559 members Entering Unmasked Estep Score: -424245.968750 Penalty: 811.255432 Iteration 97Q: 3 clusters Score -424246 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2880 members Mstep: Class 2 contains 4562 members Entering Unmasked Estep Score: -424247.062500 Penalty: 811.255432 Iteration 98Q: 3 clusters Score -424247.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2876 members Mstep: Class 2 contains 4566 members Entering Unmasked Estep Score: -424247.562500 Penalty: 811.255432 Iteration 99Q: 3 clusters Score -424247.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2871 members Mstep: Class 2 contains 4571 members Entering Unmasked Estep Score: -424247.781250 Penalty: 811.255432 Iteration 100F: 3 clusters Score -424247.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2865 members Mstep: Class 2 contains 4577 members Entering Unmasked Estep Score: -424248.625000 Penalty: 811.255432 Iteration 101Q: 3 clusters Score -424248.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2857 members Mstep: Class 2 contains 4585 members Entering Unmasked Estep Score: -424250.843750 Penalty: 811.255432 Iteration 102Q: 3 clusters Score -424250.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2850 members Mstep: Class 2 contains 4592 members Entering Unmasked Estep Score: -424250.250000 Penalty: 811.255432 Iteration 103Q: 3 clusters Score -424250.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2846 members Mstep: Class 2 contains 4596 members Entering Unmasked Estep Score: -424250.218750 Penalty: 811.255432 Iteration 104Q: 3 clusters Score -424250.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2842 members Mstep: Class 2 contains 4600 members Entering Unmasked Estep Score: -424251.406250 Penalty: 811.255432 Iteration 105Q: 3 clusters Score -424251.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2838 members Mstep: Class 2 contains 4604 members Entering Unmasked Estep Score: -424251.031250 Penalty: 811.255432 Iteration 106Q: 3 clusters Score -424251 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2835 members Mstep: Class 2 contains 4607 members Entering Unmasked Estep Score: -424250.593750 Penalty: 811.255432 Iteration 107Q: 3 clusters Score -424250.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2832 members Mstep: Class 2 contains 4610 members Entering Unmasked Estep Score: -424250.750000 Penalty: 811.255432 Iteration 108Q: 3 clusters Score -424250.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2831 members Mstep: Class 2 contains 4611 members Entering Unmasked Estep Score: -424250.562500 Penalty: 811.255432 Iteration 109Q: 3 clusters Score -424250.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2829 members Mstep: Class 2 contains 4613 members Entering Unmasked Estep Score: -424251.031250 Penalty: 811.255432 Iteration 110Q: 3 clusters Score -424251 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2827 members Mstep: Class 2 contains 4615 members Entering Unmasked Estep Score: -424251.593750 Penalty: 811.255432 Iteration 111Q: 3 clusters Score -424251.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2824 members Mstep: Class 2 contains 4618 members Entering Unmasked Estep Score: -424252.187500 Penalty: 811.255432 Iteration 112Q: 3 clusters Score -424252.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2824 members Mstep: Class 2 contains 4618 members Entering Unmasked Estep Score: -424252.187500 Penalty: 811.255432 Iteration 113F: 3 clusters Score -424252.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (11552 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11552 members Entering Unmasked Estep Score: -612570.500000 Penalty: 425.634949 Iteration 0F: 2 clusters Score -612570.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5828 members Mstep: Class 2 contains 5724 members Entering Unmasked Estep Score: -604972.750000 Penalty: 851.269897 Iteration 0F: 3 clusters Score -604972.8 nChanged 5357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6165 members Mstep: Class 2 contains 5387 members Entering Unmasked Estep Score: -608260.312500 Penalty: 851.269897 Iteration 1F: 3 clusters Score -608260.3 nChanged 800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6439 members Mstep: Class 2 contains 5113 members Entering Unmasked Estep Score: -608661.687500 Penalty: 851.269897 Iteration 2F: 3 clusters Score -608661.7 nChanged 779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6790 members Mstep: Class 2 contains 4762 members Entering Unmasked Estep Score: -609065.687500 Penalty: 851.269897 Iteration 3F: 3 clusters Score -609065.7 nChanged 733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7221 members Mstep: Class 2 contains 4331 members Entering Unmasked Estep Score: -609443.500000 Penalty: 851.269897 Iteration 4F: 3 clusters Score -609443.5 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7649 members Mstep: Class 2 contains 3903 members Entering Unmasked Estep Score: -609776.812500 Penalty: 851.269897 Iteration 5F: 3 clusters Score -609776.8 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8061 members Mstep: Class 2 contains 3491 members Entering Unmasked Estep Score: -610114.437500 Penalty: 851.269897 Iteration 6Q: 3 clusters Score -610114.4 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8491 members Mstep: Class 2 contains 3061 members Entering Unmasked Estep Score: -610479.625000 Penalty: 851.269897 Iteration 7Q: 3 clusters Score -610479.6 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8918 members Mstep: Class 2 contains 2634 members Entering Unmasked Estep Score: -610819.187500 Penalty: 851.269897 Iteration 8Q: 3 clusters Score -610819.2 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9320 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -611135.125000 Penalty: 851.269897 Iteration 9Q: 3 clusters Score -611135.1 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9654 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -611415.187500 Penalty: 851.269897 Iteration 10Q: 3 clusters Score -611415.2 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9943 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -611650.312500 Penalty: 851.269897 Iteration 11Q: 3 clusters Score -611650.3 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10195 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -611855.875000 Penalty: 851.269897 Iteration 12Q: 3 clusters Score -611855.9 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10386 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -611999.812500 Penalty: 851.269897 Iteration 13Q: 3 clusters Score -611999.8 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10538 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -612117.125000 Penalty: 851.269897 Iteration 14Q: 3 clusters Score -612117.1 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10657 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -612206.312500 Penalty: 851.269897 Iteration 15Q: 3 clusters Score -612206.3 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10746 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -612279.875000 Penalty: 851.269897 Iteration 16Q: 3 clusters Score -612279.9 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10824 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -612362.375000 Penalty: 851.269897 Iteration 17Q: 3 clusters Score -612362.4 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10884 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -612417.437500 Penalty: 851.269897 Iteration 18Q: 3 clusters Score -612417.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10916 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -612445.875000 Penalty: 851.269897 Iteration 19Q: 3 clusters Score -612445.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10943 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -612464.625000 Penalty: 851.269897 Iteration 20F: 3 clusters Score -612464.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10965 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -612475.312500 Penalty: 851.269897 Iteration 21Q: 3 clusters Score -612475.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10973 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -612479.937500 Penalty: 851.269897 Iteration 22Q: 3 clusters Score -612479.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10978 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -612483.375000 Penalty: 851.269897 Iteration 23Q: 3 clusters Score -612483.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10978 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -612487.187500 Penalty: 851.269897 Iteration 24Q: 3 clusters Score -612487.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10979 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -612488.000000 Penalty: 851.269897 Iteration 25Q: 3 clusters Score -612488 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10981 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -612489.062500 Penalty: 851.269897 Iteration 26Q: 3 clusters Score -612489.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10984 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -612489.000000 Penalty: 851.269897 Iteration 27Q: 3 clusters Score -612489 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10988 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -612490.125000 Penalty: 851.269897 Iteration 28Q: 3 clusters Score -612490.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10990 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -612490.375000 Penalty: 851.269897 Iteration 29Q: 3 clusters Score -612490.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10989 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -612490.875000 Penalty: 851.269897 Iteration 30Q: 3 clusters Score -612490.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10989 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -612490.875000 Penalty: 851.269897 Iteration 31F: 3 clusters Score -612490.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (3581 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3581 members Entering Unmasked Estep Score: -175302.250000 Penalty: 372.344574 Iteration 0F: 2 clusters Score -175302.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -172839.828125 Penalty: 744.689148 Iteration 0F: 3 clusters Score -172839.8 nChanged 1595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 1959 members Entering Unmasked Estep Score: -173892.640625 Penalty: 744.689148 Iteration 1F: 3 clusters Score -173892.6 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 2078 members Entering Unmasked Estep Score: -174060.406250 Penalty: 744.689148 Iteration 2F: 3 clusters Score -174060.4 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 2161 members Entering Unmasked Estep Score: -174163.609375 Penalty: 744.689148 Iteration 3F: 3 clusters Score -174163.6 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 2212 members Entering Unmasked Estep Score: -174230.125000 Penalty: 744.689148 Iteration 4Q: 3 clusters Score -174230.1 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 2252 members Entering Unmasked Estep Score: -174264.781250 Penalty: 744.689148 Iteration 5Q: 3 clusters Score -174264.8 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 2280 members Entering Unmasked Estep Score: -174292.328125 Penalty: 744.689148 Iteration 6Q: 3 clusters Score -174292.3 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 2314 members Entering Unmasked Estep Score: -174311.031250 Penalty: 744.689148 Iteration 7Q: 3 clusters Score -174311 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 2345 members Entering Unmasked Estep Score: -174332.406250 Penalty: 744.689148 Iteration 8Q: 3 clusters Score -174332.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 2379 members Entering Unmasked Estep Score: -174369.343750 Penalty: 744.689148 Iteration 9Q: 3 clusters Score -174369.3 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 2425 members Entering Unmasked Estep Score: -174439.343750 Penalty: 744.689148 Iteration 10Q: 3 clusters Score -174439.3 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 2486 members Entering Unmasked Estep Score: -174508.015625 Penalty: 744.689148 Iteration 11Q: 3 clusters Score -174508 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 2536 members Entering Unmasked Estep Score: -174551.359375 Penalty: 744.689148 Iteration 12Q: 3 clusters Score -174551.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 2587 members Entering Unmasked Estep Score: -174599.890625 Penalty: 744.689148 Iteration 13Q: 3 clusters Score -174599.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 2640 members Entering Unmasked Estep Score: -174654.515625 Penalty: 744.689148 Iteration 14Q: 3 clusters Score -174654.5 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 2693 members Entering Unmasked Estep Score: -174711.656250 Penalty: 744.689148 Iteration 15Q: 3 clusters Score -174711.7 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 2752 members Entering Unmasked Estep Score: -174777.843750 Penalty: 744.689148 Iteration 16Q: 3 clusters Score -174777.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 2795 members Entering Unmasked Estep Score: -174831.593750 Penalty: 744.689148 Iteration 17Q: 3 clusters Score -174831.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 2829 members Entering Unmasked Estep Score: -174862.265625 Penalty: 744.689148 Iteration 18Q: 3 clusters Score -174862.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 2847 members Entering Unmasked Estep Score: -174871.515625 Penalty: 744.689148 Iteration 19Q: 3 clusters Score -174871.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 2865 members Entering Unmasked Estep Score: -174878.781250 Penalty: 744.689148 Iteration 20F: 3 clusters Score -174878.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 2876 members Entering Unmasked Estep Score: -174882.796875 Penalty: 744.689148 Iteration 21Q: 3 clusters Score -174882.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 2888 members Entering Unmasked Estep Score: -174887.609375 Penalty: 744.689148 Iteration 22Q: 3 clusters Score -174887.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 2898 members Entering Unmasked Estep Score: -174891.281250 Penalty: 744.689148 Iteration 23Q: 3 clusters Score -174891.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 2908 members Entering Unmasked Estep Score: -174895.859375 Penalty: 744.689148 Iteration 24Q: 3 clusters Score -174895.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 2917 members Entering Unmasked Estep Score: -174900.015625 Penalty: 744.689148 Iteration 25Q: 3 clusters Score -174900 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 2928 members Entering Unmasked Estep Score: -174908.328125 Penalty: 744.689148 Iteration 26Q: 3 clusters Score -174908.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 2941 members Entering Unmasked Estep Score: -174915.125000 Penalty: 744.689148 Iteration 27Q: 3 clusters Score -174915.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 2950 members Entering Unmasked Estep Score: -174920.390625 Penalty: 744.689148 Iteration 28Q: 3 clusters Score -174920.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 2968 members Entering Unmasked Estep Score: -174925.906250 Penalty: 744.689148 Iteration 29Q: 3 clusters Score -174925.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 2977 members Entering Unmasked Estep Score: -174929.515625 Penalty: 744.689148 Iteration 30Q: 3 clusters Score -174929.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 2992 members Entering Unmasked Estep Score: -174933.343750 Penalty: 744.689148 Iteration 31Q: 3 clusters Score -174933.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 3003 members Entering Unmasked Estep Score: -174936.406250 Penalty: 744.689148 Iteration 32Q: 3 clusters Score -174936.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 3016 members Entering Unmasked Estep Score: -174940.171875 Penalty: 744.689148 Iteration 33Q: 3 clusters Score -174940.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 3023 members Entering Unmasked Estep Score: -174941.968750 Penalty: 744.689148 Iteration 34Q: 3 clusters Score -174942 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 3029 members Entering Unmasked Estep Score: -174943.718750 Penalty: 744.689148 Iteration 35Q: 3 clusters Score -174943.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 3031 members Entering Unmasked Estep Score: -174943.906250 Penalty: 744.689148 Iteration 36Q: 3 clusters Score -174943.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 3035 members Entering Unmasked Estep Score: -174944.906250 Penalty: 744.689148 Iteration 37Q: 3 clusters Score -174944.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 3040 members Entering Unmasked Estep Score: -174945.515625 Penalty: 744.689148 Iteration 38Q: 3 clusters Score -174945.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 3042 members Entering Unmasked Estep Score: -174946.218750 Penalty: 744.689148 Iteration 39Q: 3 clusters Score -174946.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 3044 members Entering Unmasked Estep Score: -174946.500000 Penalty: 744.689148 Iteration 40F: 3 clusters Score -174946.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 3045 members Entering Unmasked Estep Score: -174946.562500 Penalty: 744.689148 Iteration 41Q: 3 clusters Score -174946.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 3045 members Entering Unmasked Estep Score: -174946.562500 Penalty: 744.689148 Iteration 42F: 3 clusters Score -174946.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (7334 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7334 members Entering Unmasked Estep Score: -429091.281250 Penalty: 404.962555 Iteration 0F: 2 clusters Score -429091.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3695 members Mstep: Class 2 contains 3639 members Entering Unmasked Estep Score: -424164.656250 Penalty: 809.925110 Iteration 0F: 3 clusters Score -424164.7 nChanged 3337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4084 members Mstep: Class 2 contains 3250 members Entering Unmasked Estep Score: -426109.750000 Penalty: 809.925110 Iteration 1F: 3 clusters Score -426109.8 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4334 members Mstep: Class 2 contains 3000 members Entering Unmasked Estep Score: -426310.156250 Penalty: 809.925110 Iteration 2F: 3 clusters Score -426310.2 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4649 members Mstep: Class 2 contains 2685 members Entering Unmasked Estep Score: -426539.281250 Penalty: 809.925110 Iteration 3F: 3 clusters Score -426539.3 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5025 members Mstep: Class 2 contains 2309 members Entering Unmasked Estep Score: -426794.531250 Penalty: 809.925110 Iteration 4F: 3 clusters Score -426794.5 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5436 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -427086.687500 Penalty: 809.925110 Iteration 5F: 3 clusters Score -427086.7 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5905 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -427468.625000 Penalty: 809.925110 Iteration 6F: 3 clusters Score -427468.6 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6370 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -427890.281250 Penalty: 809.925110 Iteration 7F: 3 clusters Score -427890.3 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6735 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -428230.093750 Penalty: 809.925110 Iteration 8F: 3 clusters Score -428230.1 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6964 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -428429.312500 Penalty: 809.925110 Iteration 9Q: 3 clusters Score -428429.3 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7104 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -428553.718750 Penalty: 809.925110 Iteration 10Q: 3 clusters Score -428553.7 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7180 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -428627.093750 Penalty: 809.925110 Iteration 11Q: 3 clusters Score -428627.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7217 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -428663.437500 Penalty: 809.925110 Iteration 12Q: 3 clusters Score -428663.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7236 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -428690.468750 Penalty: 809.925110 Iteration 13Q: 3 clusters Score -428690.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7246 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -428709.156250 Penalty: 809.925110 Iteration 14Q: 3 clusters Score -428709.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7254 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -428724.562500 Penalty: 809.925110 Iteration 15Q: 3 clusters Score -428724.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7259 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -428735.312500 Penalty: 809.925110 Iteration 16Q: 3 clusters Score -428735.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7258 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -428740.906250 Penalty: 809.925110 Iteration 17Q: 3 clusters Score -428740.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7260 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -428748.031250 Penalty: 809.925110 Iteration 18Q: 3 clusters Score -428748 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7261 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -428752.187500 Penalty: 809.925110 Iteration 19Q: 3 clusters Score -428752.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7261 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -428752.187500 Penalty: 809.925110 Iteration 20F: 3 clusters Score -428752.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (2751 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2751 members Entering Unmasked Estep Score: -165034.328125 Penalty: 360.347260 Iteration 0F: 2 clusters Score -165034.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -163147.343750 Penalty: 720.694519 Iteration 0F: 3 clusters Score -163147.3 nChanged 1136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -163854.625000 Penalty: 720.694519 Iteration 1F: 3 clusters Score -163854.6 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -163975.812500 Penalty: 720.694519 Iteration 2F: 3 clusters Score -163975.8 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -164094.687500 Penalty: 720.694519 Iteration 3F: 3 clusters Score -164094.7 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1810 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -164198.703125 Penalty: 720.694519 Iteration 4Q: 3 clusters Score -164198.7 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -164294.421875 Penalty: 720.694519 Iteration 5Q: 3 clusters Score -164294.4 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -164362.265625 Penalty: 720.694519 Iteration 6Q: 3 clusters Score -164362.3 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -164401.234375 Penalty: 720.694519 Iteration 7Q: 3 clusters Score -164401.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -164426.796875 Penalty: 720.694519 Iteration 8Q: 3 clusters Score -164426.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1986 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -164443.062500 Penalty: 720.694519 Iteration 9Q: 3 clusters Score -164443.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2011 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -164457.343750 Penalty: 720.694519 Iteration 10Q: 3 clusters Score -164457.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -164471.234375 Penalty: 720.694519 Iteration 11Q: 3 clusters Score -164471.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2049 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -164482.031250 Penalty: 720.694519 Iteration 12Q: 3 clusters Score -164482 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2068 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -164491.656250 Penalty: 720.694519 Iteration 13Q: 3 clusters Score -164491.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2083 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -164497.984375 Penalty: 720.694519 Iteration 14Q: 3 clusters Score -164498 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2096 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -164504.453125 Penalty: 720.694519 Iteration 15Q: 3 clusters Score -164504.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2106 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -164508.187500 Penalty: 720.694519 Iteration 16Q: 3 clusters Score -164508.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2118 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -164513.625000 Penalty: 720.694519 Iteration 17Q: 3 clusters Score -164513.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2130 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -164519.546875 Penalty: 720.694519 Iteration 18Q: 3 clusters Score -164519.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2146 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -164528.765625 Penalty: 720.694519 Iteration 19Q: 3 clusters Score -164528.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2161 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -164535.031250 Penalty: 720.694519 Iteration 20F: 3 clusters Score -164535 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2171 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -164544.234375 Penalty: 720.694519 Iteration 21Q: 3 clusters Score -164544.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -164554.562500 Penalty: 720.694519 Iteration 22Q: 3 clusters Score -164554.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2186 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -164563.781250 Penalty: 720.694519 Iteration 23Q: 3 clusters Score -164563.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -164569.562500 Penalty: 720.694519 Iteration 24Q: 3 clusters Score -164569.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2202 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -164576.515625 Penalty: 720.694519 Iteration 25Q: 3 clusters Score -164576.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2215 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -164583.000000 Penalty: 720.694519 Iteration 26Q: 3 clusters Score -164583 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2220 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -164588.546875 Penalty: 720.694519 Iteration 27Q: 3 clusters Score -164588.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2228 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -164595.281250 Penalty: 720.694519 Iteration 28Q: 3 clusters Score -164595.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -164599.953125 Penalty: 720.694519 Iteration 29Q: 3 clusters Score -164600 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2241 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -164600.718750 Penalty: 720.694519 Iteration 30Q: 3 clusters Score -164600.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -164601.031250 Penalty: 720.694519 Iteration 31Q: 3 clusters Score -164601 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -164601.437500 Penalty: 720.694519 Iteration 32Q: 3 clusters Score -164601.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2243 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -164602.140625 Penalty: 720.694519 Iteration 33Q: 3 clusters Score -164602.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -164602.796875 Penalty: 720.694519 Iteration 34Q: 3 clusters Score -164602.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -164604.046875 Penalty: 720.694519 Iteration 35Q: 3 clusters Score -164604 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2249 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -164605.328125 Penalty: 720.694519 Iteration 36Q: 3 clusters Score -164605.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2255 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -164607.250000 Penalty: 720.694519 Iteration 37Q: 3 clusters Score -164607.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -164609.406250 Penalty: 720.694519 Iteration 38Q: 3 clusters Score -164609.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -164611.750000 Penalty: 720.694519 Iteration 39Q: 3 clusters Score -164611.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2270 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -164612.906250 Penalty: 720.694519 Iteration 40F: 3 clusters Score -164612.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2270 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -164613.937500 Penalty: 720.694519 Iteration 41Q: 3 clusters Score -164613.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2273 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -164614.796875 Penalty: 720.694519 Iteration 42Q: 3 clusters Score -164614.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2276 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -164616.078125 Penalty: 720.694519 Iteration 43Q: 3 clusters Score -164616.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2280 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -164618.859375 Penalty: 720.694519 Iteration 44Q: 3 clusters Score -164618.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2286 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -164622.250000 Penalty: 720.694519 Iteration 45Q: 3 clusters Score -164622.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2297 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -164628.156250 Penalty: 720.694519 Iteration 46Q: 3 clusters Score -164628.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2308 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -164632.828125 Penalty: 720.694519 Iteration 47Q: 3 clusters Score -164632.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2321 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -164639.281250 Penalty: 720.694519 Iteration 48Q: 3 clusters Score -164639.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2331 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -164647.703125 Penalty: 720.694519 Iteration 49Q: 3 clusters Score -164647.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2344 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -164656.093750 Penalty: 720.694519 Iteration 50Q: 3 clusters Score -164656.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2355 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -164662.734375 Penalty: 720.694519 Iteration 51Q: 3 clusters Score -164662.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -164672.296875 Penalty: 720.694519 Iteration 52Q: 3 clusters Score -164672.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2387 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -164680.578125 Penalty: 720.694519 Iteration 53Q: 3 clusters Score -164680.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2395 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -164684.015625 Penalty: 720.694519 Iteration 54Q: 3 clusters Score -164684 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2400 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -164685.250000 Penalty: 720.694519 Iteration 55Q: 3 clusters Score -164685.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2411 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -164690.046875 Penalty: 720.694519 Iteration 56Q: 3 clusters Score -164690 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2421 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -164696.375000 Penalty: 720.694519 Iteration 57Q: 3 clusters Score -164696.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2430 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -164701.406250 Penalty: 720.694519 Iteration 58Q: 3 clusters Score -164701.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2435 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -164705.734375 Penalty: 720.694519 Iteration 59Q: 3 clusters Score -164705.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2445 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -164711.312500 Penalty: 720.694519 Iteration 60F: 3 clusters Score -164711.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2452 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -164714.406250 Penalty: 720.694519 Iteration 61Q: 3 clusters Score -164714.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2455 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -164715.531250 Penalty: 720.694519 Iteration 62Q: 3 clusters Score -164715.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2459 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -164717.562500 Penalty: 720.694519 Iteration 63Q: 3 clusters Score -164717.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -164720.578125 Penalty: 720.694519 Iteration 64Q: 3 clusters Score -164720.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2465 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -164722.187500 Penalty: 720.694519 Iteration 65Q: 3 clusters Score -164722.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2463 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -164722.750000 Penalty: 720.694519 Iteration 66Q: 3 clusters Score -164722.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -164723.781250 Penalty: 720.694519 Iteration 67Q: 3 clusters Score -164723.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2463 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -164724.328125 Penalty: 720.694519 Iteration 68Q: 3 clusters Score -164724.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2463 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -164725.125000 Penalty: 720.694519 Iteration 69Q: 3 clusters Score -164725.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -164726.328125 Penalty: 720.694519 Iteration 70Q: 3 clusters Score -164726.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2466 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -164726.984375 Penalty: 720.694519 Iteration 71Q: 3 clusters Score -164727 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2465 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -164727.140625 Penalty: 720.694519 Iteration 72Q: 3 clusters Score -164727.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2465 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -164727.140625 Penalty: 720.694519 Iteration 73F: 3 clusters Score -164727.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (883 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Entering Unmasked Estep Score: -42436.199219 Penalty: 308.641296 Iteration 0F: 2 clusters Score -42436.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -41698.464844 Penalty: 617.282593 Iteration 0F: 3 clusters Score -41698.46 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -41927.144531 Penalty: 617.282593 Iteration 1F: 3 clusters Score -41927.14 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -41999.753906 Penalty: 617.282593 Iteration 2F: 3 clusters Score -41999.75 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -42046.257812 Penalty: 617.282593 Iteration 3F: 3 clusters Score -42046.26 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -42103.054688 Penalty: 617.282593 Iteration 4F: 3 clusters Score -42103.05 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -42145.730469 Penalty: 617.282593 Iteration 5Q: 3 clusters Score -42145.73 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -42180.105469 Penalty: 617.282593 Iteration 6Q: 3 clusters Score -42180.11 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -42207.933594 Penalty: 617.282593 Iteration 7Q: 3 clusters Score -42207.93 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -42242.445312 Penalty: 617.282593 Iteration 8Q: 3 clusters Score -42242.45 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -42269.109375 Penalty: 617.282593 Iteration 9Q: 3 clusters Score -42269.11 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -42280.515625 Penalty: 617.282593 Iteration 10Q: 3 clusters Score -42280.52 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -42288.062500 Penalty: 617.282593 Iteration 11Q: 3 clusters Score -42288.06 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -42289.917969 Penalty: 617.282593 Iteration 12Q: 3 clusters Score -42289.92 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -42292.792969 Penalty: 617.282593 Iteration 13Q: 3 clusters Score -42292.79 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -42296.617188 Penalty: 617.282593 Iteration 14Q: 3 clusters Score -42296.62 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -42297.765625 Penalty: 617.282593 Iteration 15Q: 3 clusters Score -42297.77 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -42298.500000 Penalty: 617.282593 Iteration 16Q: 3 clusters Score -42298.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -42299.148438 Penalty: 617.282593 Iteration 17Q: 3 clusters Score -42299.15 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -42300.347656 Penalty: 617.282593 Iteration 18Q: 3 clusters Score -42300.35 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -42300.902344 Penalty: 617.282593 Iteration 19Q: 3 clusters Score -42300.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -42301.148438 Penalty: 617.282593 Iteration 20F: 3 clusters Score -42301.15 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -42301.386719 Penalty: 617.282593 Iteration 21Q: 3 clusters Score -42301.39 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -42301.570312 Penalty: 617.282593 Iteration 22Q: 3 clusters Score -42301.57 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -42301.894531 Penalty: 617.282593 Iteration 23Q: 3 clusters Score -42301.89 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -42302.238281 Penalty: 617.282593 Iteration 24Q: 3 clusters Score -42302.24 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -42302.394531 Penalty: 617.282593 Iteration 25Q: 3 clusters Score -42302.39 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -42302.394531 Penalty: 617.282593 Iteration 26F: 3 clusters Score -42302.39 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (8268 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8268 members Entering Unmasked Estep Score: -433552.468750 Penalty: 410.416748 Iteration 0F: 2 clusters Score -433552.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4088 members Mstep: Class 2 contains 4180 members Entering Unmasked Estep Score: -428120.468750 Penalty: 820.833496 Iteration 0F: 3 clusters Score -428120.5 nChanged 3760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3778 members Mstep: Class 2 contains 4490 members Entering Unmasked Estep Score: -430477.500000 Penalty: 820.833496 Iteration 1F: 3 clusters Score -430477.5 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3610 members Mstep: Class 2 contains 4658 members Entering Unmasked Estep Score: -430822.656250 Penalty: 820.833496 Iteration 2F: 3 clusters Score -430822.7 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3382 members Mstep: Class 2 contains 4886 members Entering Unmasked Estep Score: -431211.781250 Penalty: 820.833496 Iteration 3F: 3 clusters Score -431211.8 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3119 members Mstep: Class 2 contains 5149 members Entering Unmasked Estep Score: -431659.437500 Penalty: 820.833496 Iteration 4F: 3 clusters Score -431659.4 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2858 members Mstep: Class 2 contains 5410 members Entering Unmasked Estep Score: -432071.781250 Penalty: 820.833496 Iteration 5F: 3 clusters Score -432071.8 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2680 members Mstep: Class 2 contains 5588 members Entering Unmasked Estep Score: -432332.343750 Penalty: 820.833496 Iteration 6Q: 3 clusters Score -432332.3 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2544 members Mstep: Class 2 contains 5724 members Entering Unmasked Estep Score: -432495.437500 Penalty: 820.833496 Iteration 7Q: 3 clusters Score -432495.4 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2428 members Mstep: Class 2 contains 5840 members Entering Unmasked Estep Score: -432584.875000 Penalty: 820.833496 Iteration 8Q: 3 clusters Score -432584.9 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2315 members Mstep: Class 2 contains 5953 members Entering Unmasked Estep Score: -432644.375000 Penalty: 820.833496 Iteration 9Q: 3 clusters Score -432644.4 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2202 members Mstep: Class 2 contains 6066 members Entering Unmasked Estep Score: -432691.187500 Penalty: 820.833496 Iteration 10Q: 3 clusters Score -432691.2 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 6169 members Entering Unmasked Estep Score: -432732.250000 Penalty: 820.833496 Iteration 11Q: 3 clusters Score -432732.2 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1986 members Mstep: Class 2 contains 6282 members Entering Unmasked Estep Score: -432772.437500 Penalty: 820.833496 Iteration 12Q: 3 clusters Score -432772.4 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 6382 members Entering Unmasked Estep Score: -432810.000000 Penalty: 820.833496 Iteration 13Q: 3 clusters Score -432810 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1802 members Mstep: Class 2 contains 6466 members Entering Unmasked Estep Score: -432836.875000 Penalty: 820.833496 Iteration 14Q: 3 clusters Score -432836.9 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 6547 members Entering Unmasked Estep Score: -432859.468750 Penalty: 820.833496 Iteration 15Q: 3 clusters Score -432859.5 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 6630 members Entering Unmasked Estep Score: -432884.437500 Penalty: 820.833496 Iteration 16Q: 3 clusters Score -432884.4 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 6709 members Entering Unmasked Estep Score: -432907.250000 Penalty: 820.833496 Iteration 17Q: 3 clusters Score -432907.2 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 6782 members Entering Unmasked Estep Score: -432929.500000 Penalty: 820.833496 Iteration 18Q: 3 clusters Score -432929.5 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 6867 members Entering Unmasked Estep Score: -432952.468750 Penalty: 820.833496 Iteration 19Q: 3 clusters Score -432952.5 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 6941 members Entering Unmasked Estep Score: -432975.875000 Penalty: 820.833496 Iteration 20F: 3 clusters Score -432975.9 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 7006 members Entering Unmasked Estep Score: -432994.843750 Penalty: 820.833496 Iteration 21Q: 3 clusters Score -432994.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 7073 members Entering Unmasked Estep Score: -433013.500000 Penalty: 820.833496 Iteration 22Q: 3 clusters Score -433013.5 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 7139 members Entering Unmasked Estep Score: -433035.250000 Penalty: 820.833496 Iteration 23Q: 3 clusters Score -433035.2 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 7210 members Entering Unmasked Estep Score: -433063.843750 Penalty: 820.833496 Iteration 24Q: 3 clusters Score -433063.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 7271 members Entering Unmasked Estep Score: -433086.656250 Penalty: 820.833496 Iteration 25Q: 3 clusters Score -433086.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 7325 members Entering Unmasked Estep Score: -433105.718750 Penalty: 820.833496 Iteration 26Q: 3 clusters Score -433105.7 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 7381 members Entering Unmasked Estep Score: -433126.750000 Penalty: 820.833496 Iteration 27Q: 3 clusters Score -433126.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 7428 members Entering Unmasked Estep Score: -433146.937500 Penalty: 820.833496 Iteration 28Q: 3 clusters Score -433146.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 7472 members Entering Unmasked Estep Score: -433161.968750 Penalty: 820.833496 Iteration 29Q: 3 clusters Score -433162 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 7505 members Entering Unmasked Estep Score: -433171.312500 Penalty: 820.833496 Iteration 30Q: 3 clusters Score -433171.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 7523 members Entering Unmasked Estep Score: -433175.812500 Penalty: 820.833496 Iteration 31Q: 3 clusters Score -433175.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 7543 members Entering Unmasked Estep Score: -433181.687500 Penalty: 820.833496 Iteration 32Q: 3 clusters Score -433181.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 7559 members Entering Unmasked Estep Score: -433183.718750 Penalty: 820.833496 Iteration 33Q: 3 clusters Score -433183.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 7572 members Entering Unmasked Estep Score: -433187.062500 Penalty: 820.833496 Iteration 34Q: 3 clusters Score -433187.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 7585 members Entering Unmasked Estep Score: -433190.750000 Penalty: 820.833496 Iteration 35Q: 3 clusters Score -433190.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 7601 members Entering Unmasked Estep Score: -433194.000000 Penalty: 820.833496 Iteration 36Q: 3 clusters Score -433194 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 7612 members Entering Unmasked Estep Score: -433197.625000 Penalty: 820.833496 Iteration 37Q: 3 clusters Score -433197.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 7621 members Entering Unmasked Estep Score: -433199.281250 Penalty: 820.833496 Iteration 38Q: 3 clusters Score -433199.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 7633 members Entering Unmasked Estep Score: -433202.812500 Penalty: 820.833496 Iteration 39Q: 3 clusters Score -433202.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 7643 members Entering Unmasked Estep Score: -433205.312500 Penalty: 820.833496 Iteration 40F: 3 clusters Score -433205.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 7651 members Entering Unmasked Estep Score: -433206.375000 Penalty: 820.833496 Iteration 41Q: 3 clusters Score -433206.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 7660 members Entering Unmasked Estep Score: -433207.750000 Penalty: 820.833496 Iteration 42Q: 3 clusters Score -433207.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 7672 members Entering Unmasked Estep Score: -433211.343750 Penalty: 820.833496 Iteration 43Q: 3 clusters Score -433211.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 7680 members Entering Unmasked Estep Score: -433213.531250 Penalty: 820.833496 Iteration 44Q: 3 clusters Score -433213.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 7689 members Entering Unmasked Estep Score: -433215.187500 Penalty: 820.833496 Iteration 45Q: 3 clusters Score -433215.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 7698 members Entering Unmasked Estep Score: -433216.562500 Penalty: 820.833496 Iteration 46Q: 3 clusters Score -433216.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 7706 members Entering Unmasked Estep Score: -433219.031250 Penalty: 820.833496 Iteration 47Q: 3 clusters Score -433219 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 7711 members Entering Unmasked Estep Score: -433219.781250 Penalty: 820.833496 Iteration 48Q: 3 clusters Score -433219.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 7717 members Entering Unmasked Estep Score: -433222.156250 Penalty: 820.833496 Iteration 49Q: 3 clusters Score -433222.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 7723 members Entering Unmasked Estep Score: -433223.437500 Penalty: 820.833496 Iteration 50Q: 3 clusters Score -433223.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 7732 members Entering Unmasked Estep Score: -433224.531250 Penalty: 820.833496 Iteration 51Q: 3 clusters Score -433224.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 7740 members Entering Unmasked Estep Score: -433225.812500 Penalty: 820.833496 Iteration 52Q: 3 clusters Score -433225.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 7744 members Entering Unmasked Estep Score: -433226.937500 Penalty: 820.833496 Iteration 53Q: 3 clusters Score -433226.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 7749 members Entering Unmasked Estep Score: -433227.250000 Penalty: 820.833496 Iteration 54Q: 3 clusters Score -433227.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 7754 members Entering Unmasked Estep Score: -433228.812500 Penalty: 820.833496 Iteration 55Q: 3 clusters Score -433228.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 7760 members Entering Unmasked Estep Score: -433230.656250 Penalty: 820.833496 Iteration 56Q: 3 clusters Score -433230.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 7768 members Entering Unmasked Estep Score: -433232.718750 Penalty: 820.833496 Iteration 57Q: 3 clusters Score -433232.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 7774 members Entering Unmasked Estep Score: -433234.125000 Penalty: 820.833496 Iteration 58Q: 3 clusters Score -433234.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 7785 members Entering Unmasked Estep Score: -433241.781250 Penalty: 820.833496 Iteration 59Q: 3 clusters Score -433241.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 7797 members Entering Unmasked Estep Score: -433246.250000 Penalty: 820.833496 Iteration 60F: 3 clusters Score -433246.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 7808 members Entering Unmasked Estep Score: -433250.375000 Penalty: 820.833496 Iteration 61Q: 3 clusters Score -433250.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 7818 members Entering Unmasked Estep Score: -433251.906250 Penalty: 820.833496 Iteration 62Q: 3 clusters Score -433251.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 7822 members Entering Unmasked Estep Score: -433253.593750 Penalty: 820.833496 Iteration 63Q: 3 clusters Score -433253.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 7825 members Entering Unmasked Estep Score: -433253.500000 Penalty: 820.833496 Iteration 64Q: 3 clusters Score -433253.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 7830 members Entering Unmasked Estep Score: -433253.062500 Penalty: 820.833496 Iteration 65Q: 3 clusters Score -433253.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 7835 members Entering Unmasked Estep Score: -433254.031250 Penalty: 820.833496 Iteration 66Q: 3 clusters Score -433254 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 7838 members Entering Unmasked Estep Score: -433255.125000 Penalty: 820.833496 Iteration 67Q: 3 clusters Score -433255.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 7842 members Entering Unmasked Estep Score: -433256.750000 Penalty: 820.833496 Iteration 68Q: 3 clusters Score -433256.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 7850 members Entering Unmasked Estep Score: -433261.531250 Penalty: 820.833496 Iteration 69Q: 3 clusters Score -433261.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 7857 members Entering Unmasked Estep Score: -433266.750000 Penalty: 820.833496 Iteration 70Q: 3 clusters Score -433266.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 7861 members Entering Unmasked Estep Score: -433270.812500 Penalty: 820.833496 Iteration 71Q: 3 clusters Score -433270.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 7865 members Entering Unmasked Estep Score: -433273.906250 Penalty: 820.833496 Iteration 72Q: 3 clusters Score -433273.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 7870 members Entering Unmasked Estep Score: -433276.875000 Penalty: 820.833496 Iteration 73Q: 3 clusters Score -433276.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 7876 members Entering Unmasked Estep Score: -433279.875000 Penalty: 820.833496 Iteration 74Q: 3 clusters Score -433279.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 7882 members Entering Unmasked Estep Score: -433281.781250 Penalty: 820.833496 Iteration 75Q: 3 clusters Score -433281.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 7886 members Entering Unmasked Estep Score: -433282.656250 Penalty: 820.833496 Iteration 76Q: 3 clusters Score -433282.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 7885 members Entering Unmasked Estep Score: -433283.875000 Penalty: 820.833496 Iteration 77Q: 3 clusters Score -433283.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 7884 members Entering Unmasked Estep Score: -433284.031250 Penalty: 820.833496 Iteration 78Q: 3 clusters Score -433284 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 7884 members Entering Unmasked Estep Score: -433284.031250 Penalty: 820.833496 Iteration 79F: 3 clusters Score -433284 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (3869 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3869 members Entering Unmasked Estep Score: -179230.625000 Penalty: 375.864197 Iteration 0F: 2 clusters Score -179230.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1925 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -176579.468750 Penalty: 751.728394 Iteration 0F: 3 clusters Score -176579.5 nChanged 1721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -177693.218750 Penalty: 751.728394 Iteration 1F: 3 clusters Score -177693.2 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1976 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -177891.062500 Penalty: 751.728394 Iteration 2F: 3 clusters Score -177891.1 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2014 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -178038.093750 Penalty: 751.728394 Iteration 3F: 3 clusters Score -178038.1 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -178109.062500 Penalty: 751.728394 Iteration 4Q: 3 clusters Score -178109.1 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2086 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -178159.515625 Penalty: 751.728394 Iteration 5Q: 3 clusters Score -178159.5 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2106 members Mstep: Class 2 contains 1763 members Entering Unmasked Estep Score: -178195.437500 Penalty: 751.728394 Iteration 6Q: 3 clusters Score -178195.4 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2116 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -178222.390625 Penalty: 751.728394 Iteration 7Q: 3 clusters Score -178222.4 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2115 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -178252.937500 Penalty: 751.728394 Iteration 8Q: 3 clusters Score -178252.9 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -178280.671875 Penalty: 751.728394 Iteration 9Q: 3 clusters Score -178280.7 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -178306.781250 Penalty: 751.728394 Iteration 10Q: 3 clusters Score -178306.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 1843 members Entering Unmasked Estep Score: -178332.296875 Penalty: 751.728394 Iteration 11Q: 3 clusters Score -178332.3 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1985 members Mstep: Class 2 contains 1884 members Entering Unmasked Estep Score: -178359.265625 Penalty: 751.728394 Iteration 12Q: 3 clusters Score -178359.3 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1937 members Mstep: Class 2 contains 1932 members Entering Unmasked Estep Score: -178391.296875 Penalty: 751.728394 Iteration 13Q: 3 clusters Score -178391.3 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 1973 members Entering Unmasked Estep Score: -178420.234375 Penalty: 751.728394 Iteration 14Q: 3 clusters Score -178420.2 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 2018 members Entering Unmasked Estep Score: -178445.656250 Penalty: 751.728394 Iteration 15Q: 3 clusters Score -178445.7 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1810 members Mstep: Class 2 contains 2059 members Entering Unmasked Estep Score: -178463.218750 Penalty: 751.728394 Iteration 16Q: 3 clusters Score -178463.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 2095 members Entering Unmasked Estep Score: -178478.093750 Penalty: 751.728394 Iteration 17Q: 3 clusters Score -178478.1 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 2135 members Entering Unmasked Estep Score: -178494.968750 Penalty: 751.728394 Iteration 18Q: 3 clusters Score -178495 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -178505.437500 Penalty: 751.728394 Iteration 19Q: 3 clusters Score -178505.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -178514.390625 Penalty: 751.728394 Iteration 20F: 3 clusters Score -178514.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 2246 members Entering Unmasked Estep Score: -178521.671875 Penalty: 751.728394 Iteration 21Q: 3 clusters Score -178521.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 2273 members Entering Unmasked Estep Score: -178527.906250 Penalty: 751.728394 Iteration 22Q: 3 clusters Score -178527.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 2298 members Entering Unmasked Estep Score: -178534.156250 Penalty: 751.728394 Iteration 23Q: 3 clusters Score -178534.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 2321 members Entering Unmasked Estep Score: -178543.515625 Penalty: 751.728394 Iteration 24Q: 3 clusters Score -178543.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 2355 members Entering Unmasked Estep Score: -178556.859375 Penalty: 751.728394 Iteration 25Q: 3 clusters Score -178556.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 2389 members Entering Unmasked Estep Score: -178569.046875 Penalty: 751.728394 Iteration 26Q: 3 clusters Score -178569 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 2423 members Entering Unmasked Estep Score: -178578.140625 Penalty: 751.728394 Iteration 27Q: 3 clusters Score -178578.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 2464 members Entering Unmasked Estep Score: -178591.312500 Penalty: 751.728394 Iteration 28Q: 3 clusters Score -178591.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 2506 members Entering Unmasked Estep Score: -178604.250000 Penalty: 751.728394 Iteration 29Q: 3 clusters Score -178604.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 2549 members Entering Unmasked Estep Score: -178620.515625 Penalty: 751.728394 Iteration 30Q: 3 clusters Score -178620.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 2596 members Entering Unmasked Estep Score: -178643.125000 Penalty: 751.728394 Iteration 31Q: 3 clusters Score -178643.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 2649 members Entering Unmasked Estep Score: -178672.953125 Penalty: 751.728394 Iteration 32Q: 3 clusters Score -178673 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 2712 members Entering Unmasked Estep Score: -178717.671875 Penalty: 751.728394 Iteration 33Q: 3 clusters Score -178717.7 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 2784 members Entering Unmasked Estep Score: -178774.859375 Penalty: 751.728394 Iteration 34Q: 3 clusters Score -178774.9 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 2855 members Entering Unmasked Estep Score: -178835.390625 Penalty: 751.728394 Iteration 35Q: 3 clusters Score -178835.4 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 2934 members Entering Unmasked Estep Score: -178910.046875 Penalty: 751.728394 Iteration 36Q: 3 clusters Score -178910 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 2982 members Entering Unmasked Estep Score: -178963.437500 Penalty: 751.728394 Iteration 37Q: 3 clusters Score -178963.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 3006 members Entering Unmasked Estep Score: -178987.125000 Penalty: 751.728394 Iteration 38Q: 3 clusters Score -178987.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 3021 members Entering Unmasked Estep Score: -178998.859375 Penalty: 751.728394 Iteration 39Q: 3 clusters Score -178998.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 3039 members Entering Unmasked Estep Score: -179012.437500 Penalty: 751.728394 Iteration 40F: 3 clusters Score -179012.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 3054 members Entering Unmasked Estep Score: -179022.968750 Penalty: 751.728394 Iteration 41Q: 3 clusters Score -179023 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 3065 members Entering Unmasked Estep Score: -179032.421875 Penalty: 751.728394 Iteration 42Q: 3 clusters Score -179032.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 3086 members Entering Unmasked Estep Score: -179043.156250 Penalty: 751.728394 Iteration 43Q: 3 clusters Score -179043.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 3104 members Entering Unmasked Estep Score: -179050.234375 Penalty: 751.728394 Iteration 44Q: 3 clusters Score -179050.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 3118 members Entering Unmasked Estep Score: -179054.343750 Penalty: 751.728394 Iteration 45Q: 3 clusters Score -179054.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 3134 members Entering Unmasked Estep Score: -179059.000000 Penalty: 751.728394 Iteration 46Q: 3 clusters Score -179059 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 3148 members Entering Unmasked Estep Score: -179062.937500 Penalty: 751.728394 Iteration 47Q: 3 clusters Score -179062.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 3163 members Entering Unmasked Estep Score: -179068.218750 Penalty: 751.728394 Iteration 48Q: 3 clusters Score -179068.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 3173 members Entering Unmasked Estep Score: -179070.359375 Penalty: 751.728394 Iteration 49Q: 3 clusters Score -179070.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 3185 members Entering Unmasked Estep Score: -179073.390625 Penalty: 751.728394 Iteration 50Q: 3 clusters Score -179073.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 3190 members Entering Unmasked Estep Score: -179075.515625 Penalty: 751.728394 Iteration 51Q: 3 clusters Score -179075.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 3198 members Entering Unmasked Estep Score: -179077.484375 Penalty: 751.728394 Iteration 52Q: 3 clusters Score -179077.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 3202 members Entering Unmasked Estep Score: -179077.750000 Penalty: 751.728394 Iteration 53Q: 3 clusters Score -179077.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 3203 members Entering Unmasked Estep Score: -179078.125000 Penalty: 751.728394 Iteration 54Q: 3 clusters Score -179078.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 3204 members Entering Unmasked Estep Score: -179078.250000 Penalty: 751.728394 Iteration 55Q: 3 clusters Score -179078.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 3207 members Entering Unmasked Estep Score: -179078.312500 Penalty: 751.728394 Iteration 56Q: 3 clusters Score -179078.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 3209 members Entering Unmasked Estep Score: -179078.625000 Penalty: 751.728394 Iteration 57Q: 3 clusters Score -179078.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 3210 members Entering Unmasked Estep Score: -179078.906250 Penalty: 751.728394 Iteration 58Q: 3 clusters Score -179078.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 3211 members Entering Unmasked Estep Score: -179078.984375 Penalty: 751.728394 Iteration 59Q: 3 clusters Score -179079 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 3211 members Entering Unmasked Estep Score: -179078.984375 Penalty: 751.728394 Iteration 60F: 3 clusters Score -179079 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (500 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Entering Unmasked Estep Score: -20103.468750 Penalty: 282.764679 Iteration 0F: 2 clusters Score -20103.47 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -19676.708984 Penalty: 565.529358 Iteration 0F: 3 clusters Score -19676.71 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -19883.136719 Penalty: 565.529358 Iteration 1F: 3 clusters Score -19883.14 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -19950.572266 Penalty: 565.529358 Iteration 2F: 3 clusters Score -19950.57 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -20000.222656 Penalty: 565.529358 Iteration 3F: 3 clusters Score -20000.22 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -20019.763672 Penalty: 565.529358 Iteration 4Q: 3 clusters Score -20019.76 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -20029.886719 Penalty: 565.529358 Iteration 5Q: 3 clusters Score -20029.89 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -20039.318359 Penalty: 565.529358 Iteration 6Q: 3 clusters Score -20039.32 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -20048.837891 Penalty: 565.529358 Iteration 7Q: 3 clusters Score -20048.84 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -20054.318359 Penalty: 565.529358 Iteration 8Q: 3 clusters Score -20054.32 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -20056.355469 Penalty: 565.529358 Iteration 9Q: 3 clusters Score -20056.36 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -20056.355469 Penalty: 565.529358 Iteration 10F: 3 clusters Score -20056.36 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (15483 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15483 members Entering Unmasked Estep Score: -917138.750000 Penalty: 438.961151 Iteration 0F: 2 clusters Score -917138.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7703 members Mstep: Class 2 contains 7780 members Entering Unmasked Estep Score: -906887.687500 Penalty: 877.922302 Iteration 0F: 3 clusters Score -906887.7 nChanged 7275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7336 members Mstep: Class 2 contains 8147 members Entering Unmasked Estep Score: -911452.250000 Penalty: 877.922302 Iteration 1F: 3 clusters Score -911452.2 nChanged 968 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7118 members Mstep: Class 2 contains 8365 members Entering Unmasked Estep Score: -912056.250000 Penalty: 877.922302 Iteration 2F: 3 clusters Score -912056.2 nChanged 1039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6829 members Mstep: Class 2 contains 8654 members Entering Unmasked Estep Score: -912806.250000 Penalty: 877.922302 Iteration 3F: 3 clusters Score -912806.2 nChanged 1067 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6546 members Mstep: Class 2 contains 8937 members Entering Unmasked Estep Score: -913552.625000 Penalty: 877.922302 Iteration 4F: 3 clusters Score -913552.6 nChanged 927 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6315 members Mstep: Class 2 contains 9168 members Entering Unmasked Estep Score: -914109.687500 Penalty: 877.922302 Iteration 5F: 3 clusters Score -914109.7 nChanged 684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6139 members Mstep: Class 2 contains 9344 members Entering Unmasked Estep Score: -914419.687500 Penalty: 877.922302 Iteration 6Q: 3 clusters Score -914419.7 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5936 members Mstep: Class 2 contains 9547 members Entering Unmasked Estep Score: -914616.250000 Penalty: 877.922302 Iteration 7Q: 3 clusters Score -914616.2 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5710 members Mstep: Class 2 contains 9773 members Entering Unmasked Estep Score: -914770.937500 Penalty: 877.922302 Iteration 8Q: 3 clusters Score -914770.9 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5474 members Mstep: Class 2 contains 10009 members Entering Unmasked Estep Score: -914907.812500 Penalty: 877.922302 Iteration 9Q: 3 clusters Score -914907.8 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5212 members Mstep: Class 2 contains 10271 members Entering Unmasked Estep Score: -915049.250000 Penalty: 877.922302 Iteration 10Q: 3 clusters Score -915049.2 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4941 members Mstep: Class 2 contains 10542 members Entering Unmasked Estep Score: -915195.312500 Penalty: 877.922302 Iteration 11Q: 3 clusters Score -915195.3 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4636 members Mstep: Class 2 contains 10847 members Entering Unmasked Estep Score: -915374.687500 Penalty: 877.922302 Iteration 12Q: 3 clusters Score -915374.7 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4311 members Mstep: Class 2 contains 11172 members Entering Unmasked Estep Score: -915570.125000 Penalty: 877.922302 Iteration 13Q: 3 clusters Score -915570.1 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3985 members Mstep: Class 2 contains 11498 members Entering Unmasked Estep Score: -915784.375000 Penalty: 877.922302 Iteration 14Q: 3 clusters Score -915784.4 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3675 members Mstep: Class 2 contains 11808 members Entering Unmasked Estep Score: -916009.687500 Penalty: 877.922302 Iteration 15Q: 3 clusters Score -916009.7 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3380 members Mstep: Class 2 contains 12103 members Entering Unmasked Estep Score: -916214.875000 Penalty: 877.922302 Iteration 16Q: 3 clusters Score -916214.9 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3160 members Mstep: Class 2 contains 12323 members Entering Unmasked Estep Score: -916368.187500 Penalty: 877.922302 Iteration 17Q: 3 clusters Score -916368.2 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2969 members Mstep: Class 2 contains 12514 members Entering Unmasked Estep Score: -916479.750000 Penalty: 877.922302 Iteration 18Q: 3 clusters Score -916479.8 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2805 members Mstep: Class 2 contains 12678 members Entering Unmasked Estep Score: -916552.750000 Penalty: 877.922302 Iteration 19Q: 3 clusters Score -916552.8 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2677 members Mstep: Class 2 contains 12806 members Entering Unmasked Estep Score: -916597.937500 Penalty: 877.922302 Iteration 20F: 3 clusters Score -916597.9 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2573 members Mstep: Class 2 contains 12910 members Entering Unmasked Estep Score: -916630.750000 Penalty: 877.922302 Iteration 21Q: 3 clusters Score -916630.8 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2466 members Mstep: Class 2 contains 13017 members Entering Unmasked Estep Score: -916668.062500 Penalty: 877.922302 Iteration 22Q: 3 clusters Score -916668.1 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 13108 members Entering Unmasked Estep Score: -916694.437500 Penalty: 877.922302 Iteration 23Q: 3 clusters Score -916694.4 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2284 members Mstep: Class 2 contains 13199 members Entering Unmasked Estep Score: -916722.625000 Penalty: 877.922302 Iteration 24Q: 3 clusters Score -916722.6 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2201 members Mstep: Class 2 contains 13282 members Entering Unmasked Estep Score: -916741.750000 Penalty: 877.922302 Iteration 25Q: 3 clusters Score -916741.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2132 members Mstep: Class 2 contains 13351 members Entering Unmasked Estep Score: -916758.625000 Penalty: 877.922302 Iteration 26Q: 3 clusters Score -916758.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2073 members Mstep: Class 2 contains 13410 members Entering Unmasked Estep Score: -916772.687500 Penalty: 877.922302 Iteration 27Q: 3 clusters Score -916772.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2016 members Mstep: Class 2 contains 13467 members Entering Unmasked Estep Score: -916789.250000 Penalty: 877.922302 Iteration 28Q: 3 clusters Score -916789.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1942 members Mstep: Class 2 contains 13541 members Entering Unmasked Estep Score: -916802.250000 Penalty: 877.922302 Iteration 29Q: 3 clusters Score -916802.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 13604 members Entering Unmasked Estep Score: -916814.500000 Penalty: 877.922302 Iteration 30Q: 3 clusters Score -916814.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 13655 members Entering Unmasked Estep Score: -916822.937500 Penalty: 877.922302 Iteration 31Q: 3 clusters Score -916822.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 13700 members Entering Unmasked Estep Score: -916832.375000 Penalty: 877.922302 Iteration 32Q: 3 clusters Score -916832.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 13754 members Entering Unmasked Estep Score: -916841.437500 Penalty: 877.922302 Iteration 33Q: 3 clusters Score -916841.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 13809 members Entering Unmasked Estep Score: -916855.375000 Penalty: 877.922302 Iteration 34Q: 3 clusters Score -916855.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 13865 members Entering Unmasked Estep Score: -916869.000000 Penalty: 877.922302 Iteration 35Q: 3 clusters Score -916869 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 13909 members Entering Unmasked Estep Score: -916873.000000 Penalty: 877.922302 Iteration 36Q: 3 clusters Score -916873 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 13951 members Entering Unmasked Estep Score: -916882.562500 Penalty: 877.922302 Iteration 37Q: 3 clusters Score -916882.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 13994 members Entering Unmasked Estep Score: -916890.812500 Penalty: 877.922302 Iteration 38Q: 3 clusters Score -916890.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 14039 members Entering Unmasked Estep Score: -916900.625000 Penalty: 877.922302 Iteration 39Q: 3 clusters Score -916900.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 14076 members Entering Unmasked Estep Score: -916904.187500 Penalty: 877.922302 Iteration 40F: 3 clusters Score -916904.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 14111 members Entering Unmasked Estep Score: -916911.625000 Penalty: 877.922302 Iteration 41Q: 3 clusters Score -916911.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 14138 members Entering Unmasked Estep Score: -916915.375000 Penalty: 877.922302 Iteration 42Q: 3 clusters Score -916915.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 14166 members Entering Unmasked Estep Score: -916919.562500 Penalty: 877.922302 Iteration 43Q: 3 clusters Score -916919.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 14196 members Entering Unmasked Estep Score: -916925.750000 Penalty: 877.922302 Iteration 44Q: 3 clusters Score -916925.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 14214 members Entering Unmasked Estep Score: -916928.250000 Penalty: 877.922302 Iteration 45Q: 3 clusters Score -916928.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 14233 members Entering Unmasked Estep Score: -916928.187500 Penalty: 877.922302 Iteration 46Q: 3 clusters Score -916928.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 14241 members Entering Unmasked Estep Score: -916930.437500 Penalty: 877.922302 Iteration 47Q: 3 clusters Score -916930.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 14246 members Entering Unmasked Estep Score: -916931.500000 Penalty: 877.922302 Iteration 48Q: 3 clusters Score -916931.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 14252 members Entering Unmasked Estep Score: -916932.125000 Penalty: 877.922302 Iteration 49Q: 3 clusters Score -916932.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 14261 members Entering Unmasked Estep Score: -916933.062500 Penalty: 877.922302 Iteration 50Q: 3 clusters Score -916933.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 14270 members Entering Unmasked Estep Score: -916934.062500 Penalty: 877.922302 Iteration 51Q: 3 clusters Score -916934.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 14275 members Entering Unmasked Estep Score: -916934.062500 Penalty: 877.922302 Iteration 52Q: 3 clusters Score -916934.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 14279 members Entering Unmasked Estep Score: -916935.250000 Penalty: 877.922302 Iteration 53Q: 3 clusters Score -916935.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 14285 members Entering Unmasked Estep Score: -916934.125000 Penalty: 877.922302 Iteration 54Q: 3 clusters Score -916934.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 14289 members Entering Unmasked Estep Score: -916933.562500 Penalty: 877.922302 Iteration 55Q: 3 clusters Score -916933.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 14296 members Entering Unmasked Estep Score: -916933.187500 Penalty: 877.922302 Iteration 56Q: 3 clusters Score -916933.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 14306 members Entering Unmasked Estep Score: -916937.000000 Penalty: 877.922302 Iteration 57Q: 3 clusters Score -916937 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 14318 members Entering Unmasked Estep Score: -916939.875000 Penalty: 877.922302 Iteration 58Q: 3 clusters Score -916939.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 14330 members Entering Unmasked Estep Score: -916943.500000 Penalty: 877.922302 Iteration 59Q: 3 clusters Score -916943.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 14344 members Entering Unmasked Estep Score: -916945.250000 Penalty: 877.922302 Iteration 60F: 3 clusters Score -916945.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 14356 members Entering Unmasked Estep Score: -916947.437500 Penalty: 877.922302 Iteration 61Q: 3 clusters Score -916947.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 14360 members Entering Unmasked Estep Score: -916949.000000 Penalty: 877.922302 Iteration 62Q: 3 clusters Score -916949 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 14366 members Entering Unmasked Estep Score: -916948.562500 Penalty: 877.922302 Iteration 63Q: 3 clusters Score -916948.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 14376 members Entering Unmasked Estep Score: -916950.375000 Penalty: 877.922302 Iteration 64Q: 3 clusters Score -916950.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 14382 members Entering Unmasked Estep Score: -916950.312500 Penalty: 877.922302 Iteration 65Q: 3 clusters Score -916950.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 14389 members Entering Unmasked Estep Score: -916951.937500 Penalty: 877.922302 Iteration 66Q: 3 clusters Score -916951.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 14397 members Entering Unmasked Estep Score: -916953.312500 Penalty: 877.922302 Iteration 67Q: 3 clusters Score -916953.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 14405 members Entering Unmasked Estep Score: -916952.937500 Penalty: 877.922302 Iteration 68Q: 3 clusters Score -916952.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 14411 members Entering Unmasked Estep Score: -916954.125000 Penalty: 877.922302 Iteration 69Q: 3 clusters Score -916954.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 14423 members Entering Unmasked Estep Score: -916955.562500 Penalty: 877.922302 Iteration 70Q: 3 clusters Score -916955.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 14434 members Entering Unmasked Estep Score: -916956.625000 Penalty: 877.922302 Iteration 71Q: 3 clusters Score -916956.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 14441 members Entering Unmasked Estep Score: -916957.125000 Penalty: 877.922302 Iteration 72Q: 3 clusters Score -916957.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 14453 members Entering Unmasked Estep Score: -916958.125000 Penalty: 877.922302 Iteration 73Q: 3 clusters Score -916958.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 14461 members Entering Unmasked Estep Score: -916958.625000 Penalty: 877.922302 Iteration 74Q: 3 clusters Score -916958.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 14469 members Entering Unmasked Estep Score: -916960.375000 Penalty: 877.922302 Iteration 75Q: 3 clusters Score -916960.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 14472 members Entering Unmasked Estep Score: -916961.937500 Penalty: 877.922302 Iteration 76Q: 3 clusters Score -916961.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 14478 members Entering Unmasked Estep Score: -916960.937500 Penalty: 877.922302 Iteration 77Q: 3 clusters Score -916960.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 14488 members Entering Unmasked Estep Score: -916960.375000 Penalty: 877.922302 Iteration 78Q: 3 clusters Score -916960.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 14493 members Entering Unmasked Estep Score: -916961.187500 Penalty: 877.922302 Iteration 79Q: 3 clusters Score -916961.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 14497 members Entering Unmasked Estep Score: -916961.750000 Penalty: 877.922302 Iteration 80F: 3 clusters Score -916961.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 14501 members Entering Unmasked Estep Score: -916962.750000 Penalty: 877.922302 Iteration 81Q: 3 clusters Score -916962.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 14506 members Entering Unmasked Estep Score: -916964.312500 Penalty: 877.922302 Iteration 82Q: 3 clusters Score -916964.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 14515 members Entering Unmasked Estep Score: -916964.375000 Penalty: 877.922302 Iteration 83Q: 3 clusters Score -916964.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 14522 members Entering Unmasked Estep Score: -916964.250000 Penalty: 877.922302 Iteration 84Q: 3 clusters Score -916964.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 14528 members Entering Unmasked Estep Score: -916964.625000 Penalty: 877.922302 Iteration 85Q: 3 clusters Score -916964.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 14532 members Entering Unmasked Estep Score: -916965.562500 Penalty: 877.922302 Iteration 86Q: 3 clusters Score -916965.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 14533 members Entering Unmasked Estep Score: -916965.562500 Penalty: 877.922302 Iteration 87Q: 3 clusters Score -916965.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 14535 members Entering Unmasked Estep Score: -916965.812500 Penalty: 877.922302 Iteration 88Q: 3 clusters Score -916965.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 14536 members Entering Unmasked Estep Score: -916965.312500 Penalty: 877.922302 Iteration 89Q: 3 clusters Score -916965.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 14536 members Entering Unmasked Estep Score: -916965.312500 Penalty: 877.922302 Iteration 90F: 3 clusters Score -916965.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (13230 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13230 members Entering Unmasked Estep Score: -764473.625000 Penalty: 431.806000 Iteration 0F: 2 clusters Score -764473.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6616 members Mstep: Class 2 contains 6614 members Entering Unmasked Estep Score: -755758.375000 Penalty: 863.612000 Iteration 0F: 3 clusters Score -755758.4 nChanged 6201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6879 members Mstep: Class 2 contains 6351 members Entering Unmasked Estep Score: -760209.187500 Penalty: 863.612000 Iteration 1F: 3 clusters Score -760209.2 nChanged 1063 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7108 members Mstep: Class 2 contains 6122 members Entering Unmasked Estep Score: -760953.062500 Penalty: 863.612000 Iteration 2F: 3 clusters Score -760953.1 nChanged 928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7340 members Mstep: Class 2 contains 5890 members Entering Unmasked Estep Score: -761537.562500 Penalty: 863.612000 Iteration 3F: 3 clusters Score -761537.6 nChanged 756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7528 members Mstep: Class 2 contains 5702 members Entering Unmasked Estep Score: -761910.625000 Penalty: 863.612000 Iteration 4F: 3 clusters Score -761910.6 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7663 members Mstep: Class 2 contains 5567 members Entering Unmasked Estep Score: -762143.812500 Penalty: 863.612000 Iteration 5Q: 3 clusters Score -762143.8 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7794 members Mstep: Class 2 contains 5436 members Entering Unmasked Estep Score: -762307.125000 Penalty: 863.612000 Iteration 6Q: 3 clusters Score -762307.1 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7938 members Mstep: Class 2 contains 5292 members Entering Unmasked Estep Score: -762444.500000 Penalty: 863.612000 Iteration 7Q: 3 clusters Score -762444.5 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8099 members Mstep: Class 2 contains 5131 members Entering Unmasked Estep Score: -762549.250000 Penalty: 863.612000 Iteration 8Q: 3 clusters Score -762549.2 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8253 members Mstep: Class 2 contains 4977 members Entering Unmasked Estep Score: -762628.312500 Penalty: 863.612000 Iteration 9Q: 3 clusters Score -762628.3 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8411 members Mstep: Class 2 contains 4819 members Entering Unmasked Estep Score: -762695.937500 Penalty: 863.612000 Iteration 10Q: 3 clusters Score -762695.9 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8596 members Mstep: Class 2 contains 4634 members Entering Unmasked Estep Score: -762766.562500 Penalty: 863.612000 Iteration 11Q: 3 clusters Score -762766.6 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8773 members Mstep: Class 2 contains 4457 members Entering Unmasked Estep Score: -762830.062500 Penalty: 863.612000 Iteration 12Q: 3 clusters Score -762830.1 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8944 members Mstep: Class 2 contains 4286 members Entering Unmasked Estep Score: -762879.250000 Penalty: 863.612000 Iteration 13Q: 3 clusters Score -762879.2 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9127 members Mstep: Class 2 contains 4103 members Entering Unmasked Estep Score: -762936.500000 Penalty: 863.612000 Iteration 14Q: 3 clusters Score -762936.5 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9322 members Mstep: Class 2 contains 3908 members Entering Unmasked Estep Score: -762996.687500 Penalty: 863.612000 Iteration 15Q: 3 clusters Score -762996.7 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9517 members Mstep: Class 2 contains 3713 members Entering Unmasked Estep Score: -763053.875000 Penalty: 863.612000 Iteration 16Q: 3 clusters Score -763053.9 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9718 members Mstep: Class 2 contains 3512 members Entering Unmasked Estep Score: -763114.625000 Penalty: 863.612000 Iteration 17Q: 3 clusters Score -763114.6 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9909 members Mstep: Class 2 contains 3321 members Entering Unmasked Estep Score: -763167.625000 Penalty: 863.612000 Iteration 18Q: 3 clusters Score -763167.6 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10101 members Mstep: Class 2 contains 3129 members Entering Unmasked Estep Score: -763225.375000 Penalty: 863.612000 Iteration 19Q: 3 clusters Score -763225.4 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10302 members Mstep: Class 2 contains 2928 members Entering Unmasked Estep Score: -763297.375000 Penalty: 863.612000 Iteration 20F: 3 clusters Score -763297.4 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10510 members Mstep: Class 2 contains 2720 members Entering Unmasked Estep Score: -763364.062500 Penalty: 863.612000 Iteration 21Q: 3 clusters Score -763364.1 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10697 members Mstep: Class 2 contains 2533 members Entering Unmasked Estep Score: -763428.875000 Penalty: 863.612000 Iteration 22Q: 3 clusters Score -763428.9 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10891 members Mstep: Class 2 contains 2339 members Entering Unmasked Estep Score: -763503.437500 Penalty: 863.612000 Iteration 23Q: 3 clusters Score -763503.4 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11101 members Mstep: Class 2 contains 2129 members Entering Unmasked Estep Score: -763591.375000 Penalty: 863.612000 Iteration 24Q: 3 clusters Score -763591.4 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11271 members Mstep: Class 2 contains 1959 members Entering Unmasked Estep Score: -763662.187500 Penalty: 863.612000 Iteration 25Q: 3 clusters Score -763662.2 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11436 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -763735.375000 Penalty: 863.612000 Iteration 26Q: 3 clusters Score -763735.4 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11606 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -763806.187500 Penalty: 863.612000 Iteration 27Q: 3 clusters Score -763806.2 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11751 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -763871.250000 Penalty: 863.612000 Iteration 28Q: 3 clusters Score -763871.2 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11872 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -763923.625000 Penalty: 863.612000 Iteration 29Q: 3 clusters Score -763923.6 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11984 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -763965.875000 Penalty: 863.612000 Iteration 30Q: 3 clusters Score -763965.9 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12080 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -764005.687500 Penalty: 863.612000 Iteration 31Q: 3 clusters Score -764005.7 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12159 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -764040.937500 Penalty: 863.612000 Iteration 32Q: 3 clusters Score -764040.9 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12239 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -764091.812500 Penalty: 863.612000 Iteration 33Q: 3 clusters Score -764091.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12300 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -764149.687500 Penalty: 863.612000 Iteration 34Q: 3 clusters Score -764149.7 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12353 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -764195.000000 Penalty: 863.612000 Iteration 35Q: 3 clusters Score -764195 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12399 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -764226.812500 Penalty: 863.612000 Iteration 36Q: 3 clusters Score -764226.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12429 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -764240.250000 Penalty: 863.612000 Iteration 37Q: 3 clusters Score -764240.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12446 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -764244.187500 Penalty: 863.612000 Iteration 38Q: 3 clusters Score -764244.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12454 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -764247.687500 Penalty: 863.612000 Iteration 39Q: 3 clusters Score -764247.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12459 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -764250.062500 Penalty: 863.612000 Iteration 40F: 3 clusters Score -764250.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12465 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -764251.687500 Penalty: 863.612000 Iteration 41Q: 3 clusters Score -764251.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12469 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -764252.687500 Penalty: 863.612000 Iteration 42Q: 3 clusters Score -764252.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12474 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -764253.875000 Penalty: 863.612000 Iteration 43Q: 3 clusters Score -764253.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12475 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -764254.312500 Penalty: 863.612000 Iteration 44Q: 3 clusters Score -764254.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12476 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -764256.000000 Penalty: 863.612000 Iteration 45Q: 3 clusters Score -764256 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12477 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -764255.875000 Penalty: 863.612000 Iteration 46Q: 3 clusters Score -764255.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12480 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -764256.812500 Penalty: 863.612000 Iteration 47Q: 3 clusters Score -764256.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12482 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -764256.500000 Penalty: 863.612000 Iteration 48Q: 3 clusters Score -764256.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12486 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -764256.375000 Penalty: 863.612000 Iteration 49Q: 3 clusters Score -764256.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12487 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -764257.562500 Penalty: 863.612000 Iteration 50Q: 3 clusters Score -764257.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12488 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -764257.687500 Penalty: 863.612000 Iteration 51Q: 3 clusters Score -764257.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12487 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -764257.687500 Penalty: 863.612000 Iteration 52Q: 3 clusters Score -764257.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12486 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -764258.125000 Penalty: 863.612000 Iteration 53Q: 3 clusters Score -764258.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12486 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -764258.125000 Penalty: 863.612000 Iteration 54F: 3 clusters Score -764258.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (6178 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6178 members Entering Unmasked Estep Score: -335815.625000 Penalty: 397.158142 Iteration 0F: 2 clusters Score -335815.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3108 members Mstep: Class 2 contains 3070 members Entering Unmasked Estep Score: -331685.781250 Penalty: 794.316284 Iteration 0F: 3 clusters Score -331685.8 nChanged 2810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3344 members Mstep: Class 2 contains 2834 members Entering Unmasked Estep Score: -333224.468750 Penalty: 794.316284 Iteration 1F: 3 clusters Score -333224.5 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3481 members Mstep: Class 2 contains 2697 members Entering Unmasked Estep Score: -333384.968750 Penalty: 794.316284 Iteration 2F: 3 clusters Score -333385 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3669 members Mstep: Class 2 contains 2509 members Entering Unmasked Estep Score: -333582.656250 Penalty: 794.316284 Iteration 3F: 3 clusters Score -333582.7 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3936 members Mstep: Class 2 contains 2242 members Entering Unmasked Estep Score: -333827.031250 Penalty: 794.316284 Iteration 4F: 3 clusters Score -333827 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4226 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -334078.125000 Penalty: 794.316284 Iteration 5F: 3 clusters Score -334078.1 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4559 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -334352.687500 Penalty: 794.316284 Iteration 6F: 3 clusters Score -334352.7 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4866 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -334592.593750 Penalty: 794.316284 Iteration 7F: 3 clusters Score -334592.6 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5142 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -334796.562500 Penalty: 794.316284 Iteration 8Q: 3 clusters Score -334796.6 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5389 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -334995.781250 Penalty: 794.316284 Iteration 9Q: 3 clusters Score -334995.8 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5597 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -335174.562500 Penalty: 794.316284 Iteration 10Q: 3 clusters Score -335174.6 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5721 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -335261.500000 Penalty: 794.316284 Iteration 11Q: 3 clusters Score -335261.5 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5809 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -335320.187500 Penalty: 794.316284 Iteration 12Q: 3 clusters Score -335320.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5866 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -335351.812500 Penalty: 794.316284 Iteration 13Q: 3 clusters Score -335351.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5910 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -335383.062500 Penalty: 794.316284 Iteration 14Q: 3 clusters Score -335383.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5943 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -335402.937500 Penalty: 794.316284 Iteration 15Q: 3 clusters Score -335402.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5969 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -335422.125000 Penalty: 794.316284 Iteration 16Q: 3 clusters Score -335422.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5985 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -335434.750000 Penalty: 794.316284 Iteration 17Q: 3 clusters Score -335434.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5995 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -335440.531250 Penalty: 794.316284 Iteration 18Q: 3 clusters Score -335440.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6007 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -335450.500000 Penalty: 794.316284 Iteration 19Q: 3 clusters Score -335450.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6018 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -335461.312500 Penalty: 794.316284 Iteration 20F: 3 clusters Score -335461.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6021 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -335464.625000 Penalty: 794.316284 Iteration 21Q: 3 clusters Score -335464.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6024 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -335467.843750 Penalty: 794.316284 Iteration 22Q: 3 clusters Score -335467.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6027 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -335470.000000 Penalty: 794.316284 Iteration 23Q: 3 clusters Score -335470 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6031 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -335471.250000 Penalty: 794.316284 Iteration 24Q: 3 clusters Score -335471.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6035 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -335472.937500 Penalty: 794.316284 Iteration 25Q: 3 clusters Score -335472.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6038 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -335476.968750 Penalty: 794.316284 Iteration 26Q: 3 clusters Score -335477 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6041 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -335478.718750 Penalty: 794.316284 Iteration 27Q: 3 clusters Score -335478.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6043 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -335482.937500 Penalty: 794.316284 Iteration 28Q: 3 clusters Score -335482.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6044 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -335484.468750 Penalty: 794.316284 Iteration 29Q: 3 clusters Score -335484.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6046 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -335484.593750 Penalty: 794.316284 Iteration 30Q: 3 clusters Score -335484.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6046 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -335485.375000 Penalty: 794.316284 Iteration 31Q: 3 clusters Score -335485.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6046 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -335486.406250 Penalty: 794.316284 Iteration 32Q: 3 clusters Score -335486.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6047 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -335487.250000 Penalty: 794.316284 Iteration 33Q: 3 clusters Score -335487.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6048 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -335487.312500 Penalty: 794.316284 Iteration 34Q: 3 clusters Score -335487.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6048 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -335487.312500 Penalty: 794.316284 Iteration 35F: 3 clusters Score -335487.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (141 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Entering Unmasked Estep Score: -3361.221191 Penalty: 225.168579 Iteration 0F: 2 clusters Score -3361.221 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -3163.758545 Penalty: 450.337158 Iteration 0F: 3 clusters Score -3163.759 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -3250.379150 Penalty: 450.337158 Iteration 1F: 3 clusters Score -3250.379 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 52 members Entering Unmasked Estep Score: -3277.300537 Penalty: 450.337158 Iteration 2Q: 3 clusters Score -3277.301 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 52 members Entering Unmasked Estep Score: -3312.909668 Penalty: 450.337158 Iteration 3F: 3 clusters Score -3312.91 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 49 members Entering Unmasked Estep Score: -3325.463623 Penalty: 450.337158 Iteration 4Q: 3 clusters Score -3325.464 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -3335.736572 Penalty: 450.337158 Iteration 5Q: 3 clusters Score -3335.737 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 45 members Entering Unmasked Estep Score: -3336.181885 Penalty: 450.337158 Iteration 6Q: 3 clusters Score -3336.182 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 45 members Entering Unmasked Estep Score: -3336.181885 Penalty: 450.337158 Iteration 7F: 3 clusters Score -3336.182 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (20021 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20021 members Entering Unmasked Estep Score: -1203509.000000 Penalty: 450.656433 Iteration 0F: 2 clusters Score -1203509 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9952 members Mstep: Class 2 contains 10069 members Entering Unmasked Estep Score: -1190164.125000 Penalty: 901.312866 Iteration 0F: 3 clusters Score -1190164 nChanged 9510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9346 members Mstep: Class 2 contains 10675 members Entering Unmasked Estep Score: -1195559.250000 Penalty: 901.312866 Iteration 1F: 3 clusters Score -1195559 nChanged 980 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8966 members Mstep: Class 2 contains 11055 members Entering Unmasked Estep Score: -1195924.500000 Penalty: 901.312866 Iteration 2Q: 3 clusters Score -1195924 nChanged 1065 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8317 members Mstep: Class 2 contains 11704 members Entering Unmasked Estep Score: -1196421.375000 Penalty: 901.312866 Iteration 3F: 3 clusters Score -1196421 nChanged 1218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7375 members Mstep: Class 2 contains 12646 members Entering Unmasked Estep Score: -1197158.000000 Penalty: 901.312866 Iteration 4F: 3 clusters Score -1197158 nChanged 1529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6116 members Mstep: Class 2 contains 13905 members Entering Unmasked Estep Score: -1198228.750000 Penalty: 901.312866 Iteration 5F: 3 clusters Score -1198229 nChanged 1668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4650 members Mstep: Class 2 contains 15371 members Entering Unmasked Estep Score: -1199555.750000 Penalty: 901.312866 Iteration 6F: 3 clusters Score -1199556 nChanged 1443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3365 members Mstep: Class 2 contains 16656 members Entering Unmasked Estep Score: -1200654.875000 Penalty: 901.312866 Iteration 7F: 3 clusters Score -1200655 nChanged 1039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2390 members Mstep: Class 2 contains 17631 members Entering Unmasked Estep Score: -1201402.875000 Penalty: 901.312866 Iteration 8F: 3 clusters Score -1201403 nChanged 712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 18317 members Entering Unmasked Estep Score: -1201920.375000 Penalty: 901.312866 Iteration 9Q: 3 clusters Score -1201920 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 18812 members Entering Unmasked Estep Score: -1202289.375000 Penalty: 901.312866 Iteration 10Q: 3 clusters Score -1202289 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 19188 members Entering Unmasked Estep Score: -1202568.500000 Penalty: 901.312866 Iteration 11Q: 3 clusters Score -1202568 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 19446 members Entering Unmasked Estep Score: -1202769.625000 Penalty: 901.312866 Iteration 12Q: 3 clusters Score -1202770 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 19612 members Entering Unmasked Estep Score: -1202918.125000 Penalty: 901.312866 Iteration 13Q: 3 clusters Score -1202918 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 19704 members Entering Unmasked Estep Score: -1203001.875000 Penalty: 901.312866 Iteration 14Q: 3 clusters Score -1203002 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 19758 members Entering Unmasked Estep Score: -1203052.875000 Penalty: 901.312866 Iteration 15Q: 3 clusters Score -1203053 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 19790 members Entering Unmasked Estep Score: -1203089.500000 Penalty: 901.312866 Iteration 16Q: 3 clusters Score -1203090 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 19813 members Entering Unmasked Estep Score: -1203111.625000 Penalty: 901.312866 Iteration 17Q: 3 clusters Score -1203112 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 19824 members Entering Unmasked Estep Score: -1203122.375000 Penalty: 901.312866 Iteration 18Q: 3 clusters Score -1203122 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 19832 members Entering Unmasked Estep Score: -1203124.250000 Penalty: 901.312866 Iteration 19Q: 3 clusters Score -1203124 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 19840 members Entering Unmasked Estep Score: -1203131.625000 Penalty: 901.312866 Iteration 20F: 3 clusters Score -1203132 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 19847 members Entering Unmasked Estep Score: -1203138.375000 Penalty: 901.312866 Iteration 21Q: 3 clusters Score -1203138 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 19851 members Entering Unmasked Estep Score: -1203141.750000 Penalty: 901.312866 Iteration 22Q: 3 clusters Score -1203142 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 19854 members Entering Unmasked Estep Score: -1203143.375000 Penalty: 901.312866 Iteration 23Q: 3 clusters Score -1203143 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 19857 members Entering Unmasked Estep Score: -1203144.750000 Penalty: 901.312866 Iteration 24Q: 3 clusters Score -1203145 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 19860 members Entering Unmasked Estep Score: -1203148.875000 Penalty: 901.312866 Iteration 25Q: 3 clusters Score -1203149 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 19862 members Entering Unmasked Estep Score: -1203148.875000 Penalty: 901.312866 Iteration 26Q: 3 clusters Score -1203149 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 19862 members Entering Unmasked Estep Score: -1203148.875000 Penalty: 901.312866 Iteration 27F: 3 clusters Score -1203149 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (704 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Entering Unmasked Estep Score: -26322.355469 Penalty: 298.333405 Iteration 0F: 2 clusters Score -26322.36 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -25735.779297 Penalty: 596.666809 Iteration 0F: 3 clusters Score -25735.78 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -25965.328125 Penalty: 596.666809 Iteration 1F: 3 clusters Score -25965.33 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -26065.652344 Penalty: 596.666809 Iteration 2F: 3 clusters Score -26065.65 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -26113.863281 Penalty: 596.666809 Iteration 3F: 3 clusters Score -26113.86 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -26138.742188 Penalty: 596.666809 Iteration 4Q: 3 clusters Score -26138.74 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -26149.654297 Penalty: 596.666809 Iteration 5Q: 3 clusters Score -26149.65 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -26155.664062 Penalty: 596.666809 Iteration 6Q: 3 clusters Score -26155.66 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -26160.679688 Penalty: 596.666809 Iteration 7Q: 3 clusters Score -26160.68 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -26164.378906 Penalty: 596.666809 Iteration 8Q: 3 clusters Score -26164.38 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -26166.808594 Penalty: 596.666809 Iteration 9Q: 3 clusters Score -26166.81 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -26172.162109 Penalty: 596.666809 Iteration 10Q: 3 clusters Score -26172.16 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -26172.832031 Penalty: 596.666809 Iteration 11Q: 3 clusters Score -26172.83 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -26173.429688 Penalty: 596.666809 Iteration 12Q: 3 clusters Score -26173.43 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -26173.664062 Penalty: 596.666809 Iteration 13Q: 3 clusters Score -26173.66 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -26174.216797 Penalty: 596.666809 Iteration 14Q: 3 clusters Score -26174.22 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -26174.738281 Penalty: 596.666809 Iteration 15Q: 3 clusters Score -26174.74 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -26175.890625 Penalty: 596.666809 Iteration 16Q: 3 clusters Score -26175.89 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -26176.000000 Penalty: 596.666809 Iteration 17Q: 3 clusters Score -26176 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -26176.000000 Penalty: 596.666809 Iteration 18F: 3 clusters Score -26176 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (1270 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Entering Unmasked Estep Score: -69415.109375 Penalty: 325.178131 Iteration 0F: 2 clusters Score -69415.11 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -68444.398438 Penalty: 650.356262 Iteration 0F: 3 clusters Score -68444.4 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -68732.218750 Penalty: 650.356262 Iteration 1F: 3 clusters Score -68732.22 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -68810.984375 Penalty: 650.356262 Iteration 2F: 3 clusters Score -68810.98 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -68890.398438 Penalty: 650.356262 Iteration 3F: 3 clusters Score -68890.4 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -68961.226562 Penalty: 650.356262 Iteration 4F: 3 clusters Score -68961.23 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -69013.015625 Penalty: 650.356262 Iteration 5F: 3 clusters Score -69013.02 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -69055.085938 Penalty: 650.356262 Iteration 6Q: 3 clusters Score -69055.09 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -69084.195312 Penalty: 650.356262 Iteration 7Q: 3 clusters Score -69084.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -69095.187500 Penalty: 650.356262 Iteration 8Q: 3 clusters Score -69095.19 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -69105.984375 Penalty: 650.356262 Iteration 9Q: 3 clusters Score -69105.98 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -69114.101562 Penalty: 650.356262 Iteration 10Q: 3 clusters Score -69114.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -69117.781250 Penalty: 650.356262 Iteration 11Q: 3 clusters Score -69117.78 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -69120.632812 Penalty: 650.356262 Iteration 12Q: 3 clusters Score -69120.63 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -69123.296875 Penalty: 650.356262 Iteration 13Q: 3 clusters Score -69123.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -69125.960938 Penalty: 650.356262 Iteration 14Q: 3 clusters Score -69125.96 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -69128.078125 Penalty: 650.356262 Iteration 15Q: 3 clusters Score -69128.08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -69129.523438 Penalty: 650.356262 Iteration 16Q: 3 clusters Score -69129.52 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -69130.765625 Penalty: 650.356262 Iteration 17Q: 3 clusters Score -69130.77 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -69131.476562 Penalty: 650.356262 Iteration 18Q: 3 clusters Score -69131.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -69131.750000 Penalty: 650.356262 Iteration 19Q: 3 clusters Score -69131.75 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -69131.750000 Penalty: 650.356262 Iteration 20F: 3 clusters Score -69131.75 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (10289 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10289 members Entering Unmasked Estep Score: -631291.187500 Penalty: 420.366791 Iteration 0F: 2 clusters Score -631291.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5166 members Mstep: Class 2 contains 5123 members Entering Unmasked Estep Score: -624411.375000 Penalty: 840.733582 Iteration 0F: 3 clusters Score -624411.4 nChanged 4845 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5539 members Mstep: Class 2 contains 4750 members Entering Unmasked Estep Score: -627559.875000 Penalty: 840.733582 Iteration 1F: 3 clusters Score -627559.9 nChanged 789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5780 members Mstep: Class 2 contains 4509 members Entering Unmasked Estep Score: -628085.375000 Penalty: 840.733582 Iteration 2F: 3 clusters Score -628085.4 nChanged 721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5985 members Mstep: Class 2 contains 4304 members Entering Unmasked Estep Score: -628604.687500 Penalty: 840.733582 Iteration 3F: 3 clusters Score -628604.7 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6159 members Mstep: Class 2 contains 4130 members Entering Unmasked Estep Score: -629017.437500 Penalty: 840.733582 Iteration 4F: 3 clusters Score -629017.4 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6269 members Mstep: Class 2 contains 4020 members Entering Unmasked Estep Score: -629291.375000 Penalty: 840.733582 Iteration 5Q: 3 clusters Score -629291.4 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6368 members Mstep: Class 2 contains 3921 members Entering Unmasked Estep Score: -629436.750000 Penalty: 840.733582 Iteration 6Q: 3 clusters Score -629436.8 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6475 members Mstep: Class 2 contains 3814 members Entering Unmasked Estep Score: -629523.625000 Penalty: 840.733582 Iteration 7Q: 3 clusters Score -629523.6 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6548 members Mstep: Class 2 contains 3741 members Entering Unmasked Estep Score: -629571.125000 Penalty: 840.733582 Iteration 8Q: 3 clusters Score -629571.1 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6616 members Mstep: Class 2 contains 3673 members Entering Unmasked Estep Score: -629610.250000 Penalty: 840.733582 Iteration 9Q: 3 clusters Score -629610.2 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6695 members Mstep: Class 2 contains 3594 members Entering Unmasked Estep Score: -629644.687500 Penalty: 840.733582 Iteration 10Q: 3 clusters Score -629644.7 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6770 members Mstep: Class 2 contains 3519 members Entering Unmasked Estep Score: -629679.437500 Penalty: 840.733582 Iteration 11Q: 3 clusters Score -629679.4 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6844 members Mstep: Class 2 contains 3445 members Entering Unmasked Estep Score: -629708.250000 Penalty: 840.733582 Iteration 12Q: 3 clusters Score -629708.2 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6918 members Mstep: Class 2 contains 3371 members Entering Unmasked Estep Score: -629739.312500 Penalty: 840.733582 Iteration 13Q: 3 clusters Score -629739.3 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7009 members Mstep: Class 2 contains 3280 members Entering Unmasked Estep Score: -629778.625000 Penalty: 840.733582 Iteration 14Q: 3 clusters Score -629778.6 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7104 members Mstep: Class 2 contains 3185 members Entering Unmasked Estep Score: -629816.187500 Penalty: 840.733582 Iteration 15Q: 3 clusters Score -629816.2 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7192 members Mstep: Class 2 contains 3097 members Entering Unmasked Estep Score: -629845.625000 Penalty: 840.733582 Iteration 16Q: 3 clusters Score -629845.6 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7268 members Mstep: Class 2 contains 3021 members Entering Unmasked Estep Score: -629869.000000 Penalty: 840.733582 Iteration 17Q: 3 clusters Score -629869 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7341 members Mstep: Class 2 contains 2948 members Entering Unmasked Estep Score: -629896.562500 Penalty: 840.733582 Iteration 18Q: 3 clusters Score -629896.6 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7417 members Mstep: Class 2 contains 2872 members Entering Unmasked Estep Score: -629928.375000 Penalty: 840.733582 Iteration 19Q: 3 clusters Score -629928.4 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7508 members Mstep: Class 2 contains 2781 members Entering Unmasked Estep Score: -629971.062500 Penalty: 840.733582 Iteration 20F: 3 clusters Score -629971.1 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7599 members Mstep: Class 2 contains 2690 members Entering Unmasked Estep Score: -630015.625000 Penalty: 840.733582 Iteration 21Q: 3 clusters Score -630015.6 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7685 members Mstep: Class 2 contains 2604 members Entering Unmasked Estep Score: -630056.062500 Penalty: 840.733582 Iteration 22Q: 3 clusters Score -630056.1 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7773 members Mstep: Class 2 contains 2516 members Entering Unmasked Estep Score: -630106.687500 Penalty: 840.733582 Iteration 23Q: 3 clusters Score -630106.7 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7859 members Mstep: Class 2 contains 2430 members Entering Unmasked Estep Score: -630151.437500 Penalty: 840.733582 Iteration 24Q: 3 clusters Score -630151.4 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7939 members Mstep: Class 2 contains 2350 members Entering Unmasked Estep Score: -630183.375000 Penalty: 840.733582 Iteration 25Q: 3 clusters Score -630183.4 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8005 members Mstep: Class 2 contains 2284 members Entering Unmasked Estep Score: -630208.812500 Penalty: 840.733582 Iteration 26Q: 3 clusters Score -630208.8 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8067 members Mstep: Class 2 contains 2222 members Entering Unmasked Estep Score: -630230.875000 Penalty: 840.733582 Iteration 27Q: 3 clusters Score -630230.9 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8119 members Mstep: Class 2 contains 2170 members Entering Unmasked Estep Score: -630254.437500 Penalty: 840.733582 Iteration 28Q: 3 clusters Score -630254.4 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8182 members Mstep: Class 2 contains 2107 members Entering Unmasked Estep Score: -630276.812500 Penalty: 840.733582 Iteration 29Q: 3 clusters Score -630276.8 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8254 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -630304.750000 Penalty: 840.733582 Iteration 30Q: 3 clusters Score -630304.8 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8331 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -630333.062500 Penalty: 840.733582 Iteration 31Q: 3 clusters Score -630333.1 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8399 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -630354.187500 Penalty: 840.733582 Iteration 32Q: 3 clusters Score -630354.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8469 members Mstep: Class 2 contains 1820 members Entering Unmasked Estep Score: -630373.937500 Penalty: 840.733582 Iteration 33Q: 3 clusters Score -630373.9 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8538 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -630399.875000 Penalty: 840.733582 Iteration 34Q: 3 clusters Score -630399.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8605 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -630418.625000 Penalty: 840.733582 Iteration 35Q: 3 clusters Score -630418.6 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8667 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -630438.500000 Penalty: 840.733582 Iteration 36Q: 3 clusters Score -630438.5 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8730 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -630459.875000 Penalty: 840.733582 Iteration 37Q: 3 clusters Score -630459.9 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8791 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -630476.750000 Penalty: 840.733582 Iteration 38Q: 3 clusters Score -630476.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8840 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -630493.750000 Penalty: 840.733582 Iteration 39Q: 3 clusters Score -630493.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8902 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -630518.500000 Penalty: 840.733582 Iteration 40F: 3 clusters Score -630518.5 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8956 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -630539.750000 Penalty: 840.733582 Iteration 41Q: 3 clusters Score -630539.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8998 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -630553.875000 Penalty: 840.733582 Iteration 42Q: 3 clusters Score -630553.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9047 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -630567.625000 Penalty: 840.733582 Iteration 43Q: 3 clusters Score -630567.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9101 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -630583.125000 Penalty: 840.733582 Iteration 44Q: 3 clusters Score -630583.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9140 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -630591.187500 Penalty: 840.733582 Iteration 45Q: 3 clusters Score -630591.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9186 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -630602.625000 Penalty: 840.733582 Iteration 46Q: 3 clusters Score -630602.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9234 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -630615.687500 Penalty: 840.733582 Iteration 47Q: 3 clusters Score -630615.7 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9291 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -630635.687500 Penalty: 840.733582 Iteration 48Q: 3 clusters Score -630635.7 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9352 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -630656.062500 Penalty: 840.733582 Iteration 49Q: 3 clusters Score -630656.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9401 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -630671.125000 Penalty: 840.733582 Iteration 50Q: 3 clusters Score -630671.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9448 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -630684.812500 Penalty: 840.733582 Iteration 51Q: 3 clusters Score -630684.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9485 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -630695.875000 Penalty: 840.733582 Iteration 52Q: 3 clusters Score -630695.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9529 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -630713.250000 Penalty: 840.733582 Iteration 53Q: 3 clusters Score -630713.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9571 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -630726.500000 Penalty: 840.733582 Iteration 54Q: 3 clusters Score -630726.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9602 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -630735.687500 Penalty: 840.733582 Iteration 55Q: 3 clusters Score -630735.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9636 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -630751.312500 Penalty: 840.733582 Iteration 56Q: 3 clusters Score -630751.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9674 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -630771.312500 Penalty: 840.733582 Iteration 57Q: 3 clusters Score -630771.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9706 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -630784.625000 Penalty: 840.733582 Iteration 58Q: 3 clusters Score -630784.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9732 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -630793.687500 Penalty: 840.733582 Iteration 59Q: 3 clusters Score -630793.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9756 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -630802.187500 Penalty: 840.733582 Iteration 60F: 3 clusters Score -630802.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9777 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -630808.500000 Penalty: 840.733582 Iteration 61Q: 3 clusters Score -630808.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9800 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -630815.250000 Penalty: 840.733582 Iteration 62Q: 3 clusters Score -630815.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9819 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -630822.062500 Penalty: 840.733582 Iteration 63Q: 3 clusters Score -630822.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9844 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -630832.875000 Penalty: 840.733582 Iteration 64Q: 3 clusters Score -630832.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9863 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -630840.687500 Penalty: 840.733582 Iteration 65Q: 3 clusters Score -630840.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9882 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -630845.375000 Penalty: 840.733582 Iteration 66Q: 3 clusters Score -630845.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9899 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -630850.437500 Penalty: 840.733582 Iteration 67Q: 3 clusters Score -630850.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9912 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -630854.062500 Penalty: 840.733582 Iteration 68Q: 3 clusters Score -630854.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9927 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -630859.250000 Penalty: 840.733582 Iteration 69Q: 3 clusters Score -630859.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9937 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -630863.062500 Penalty: 840.733582 Iteration 70Q: 3 clusters Score -630863.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9951 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -630867.750000 Penalty: 840.733582 Iteration 71Q: 3 clusters Score -630867.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9962 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -630872.125000 Penalty: 840.733582 Iteration 72Q: 3 clusters Score -630872.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9982 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -630879.687500 Penalty: 840.733582 Iteration 73Q: 3 clusters Score -630879.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9996 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -630884.250000 Penalty: 840.733582 Iteration 74Q: 3 clusters Score -630884.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10008 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -630886.687500 Penalty: 840.733582 Iteration 75Q: 3 clusters Score -630886.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10015 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -630888.375000 Penalty: 840.733582 Iteration 76Q: 3 clusters Score -630888.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10021 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -630889.750000 Penalty: 840.733582 Iteration 77Q: 3 clusters Score -630889.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10027 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -630893.000000 Penalty: 840.733582 Iteration 78Q: 3 clusters Score -630893 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10029 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -630894.562500 Penalty: 840.733582 Iteration 79Q: 3 clusters Score -630894.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10034 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -630894.812500 Penalty: 840.733582 Iteration 80F: 3 clusters Score -630894.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10036 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -630895.687500 Penalty: 840.733582 Iteration 81Q: 3 clusters Score -630895.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10039 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -630896.562500 Penalty: 840.733582 Iteration 82Q: 3 clusters Score -630896.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10043 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -630897.500000 Penalty: 840.733582 Iteration 83Q: 3 clusters Score -630897.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10047 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -630898.000000 Penalty: 840.733582 Iteration 84Q: 3 clusters Score -630898 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10048 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -630898.250000 Penalty: 840.733582 Iteration 85Q: 3 clusters Score -630898.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10050 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -630899.375000 Penalty: 840.733582 Iteration 86Q: 3 clusters Score -630899.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10053 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -630899.687500 Penalty: 840.733582 Iteration 87Q: 3 clusters Score -630899.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10054 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -630899.937500 Penalty: 840.733582 Iteration 88Q: 3 clusters Score -630899.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10054 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -630899.937500 Penalty: 840.733582 Iteration 89F: 3 clusters Score -630899.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (1439 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Entering Unmasked Estep Score: -78538.390625 Penalty: 330.862518 Iteration 0F: 2 clusters Score -78538.39 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -77504.734375 Penalty: 661.725037 Iteration 0F: 3 clusters Score -77504.73 nChanged 590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -77909.195312 Penalty: 661.725037 Iteration 1F: 3 clusters Score -77909.2 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -78012.054688 Penalty: 661.725037 Iteration 2F: 3 clusters Score -78012.05 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -78074.500000 Penalty: 661.725037 Iteration 3F: 3 clusters Score -78074.5 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -78114.179688 Penalty: 661.725037 Iteration 4Q: 3 clusters Score -78114.18 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -78134.773438 Penalty: 661.725037 Iteration 5Q: 3 clusters Score -78134.77 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -78156.484375 Penalty: 661.725037 Iteration 6Q: 3 clusters Score -78156.48 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -78170.234375 Penalty: 661.725037 Iteration 7Q: 3 clusters Score -78170.23 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -78177.710938 Penalty: 661.725037 Iteration 8Q: 3 clusters Score -78177.71 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -78182.890625 Penalty: 661.725037 Iteration 9Q: 3 clusters Score -78182.89 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -78191.945312 Penalty: 661.725037 Iteration 10Q: 3 clusters Score -78191.95 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -78200.585938 Penalty: 661.725037 Iteration 11Q: 3 clusters Score -78200.59 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -78211.203125 Penalty: 661.725037 Iteration 12Q: 3 clusters Score -78211.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -78226.835938 Penalty: 661.725037 Iteration 13Q: 3 clusters Score -78226.84 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -78241.031250 Penalty: 661.725037 Iteration 14Q: 3 clusters Score -78241.03 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -78255.312500 Penalty: 661.725037 Iteration 15Q: 3 clusters Score -78255.31 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -78266.289062 Penalty: 661.725037 Iteration 16Q: 3 clusters Score -78266.29 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -78273.375000 Penalty: 661.725037 Iteration 17Q: 3 clusters Score -78273.38 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -78281.289062 Penalty: 661.725037 Iteration 18Q: 3 clusters Score -78281.29 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -78285.765625 Penalty: 661.725037 Iteration 19Q: 3 clusters Score -78285.77 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -78294.023438 Penalty: 661.725037 Iteration 20F: 3 clusters Score -78294.02 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -78308.039062 Penalty: 661.725037 Iteration 21Q: 3 clusters Score -78308.04 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -78320.007812 Penalty: 661.725037 Iteration 22Q: 3 clusters Score -78320.01 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -78336.554688 Penalty: 661.725037 Iteration 23Q: 3 clusters Score -78336.55 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -78342.398438 Penalty: 661.725037 Iteration 24Q: 3 clusters Score -78342.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -78348.437500 Penalty: 661.725037 Iteration 25Q: 3 clusters Score -78348.44 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -78349.601562 Penalty: 661.725037 Iteration 26Q: 3 clusters Score -78349.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -78349.593750 Penalty: 661.725037 Iteration 27Q: 3 clusters Score -78349.59 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -78349.593750 Penalty: 661.725037 Iteration 28F: 3 clusters Score -78349.59 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (5272 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5272 members Entering Unmasked Estep Score: -291719.718750 Penalty: 389.942505 Iteration 0F: 2 clusters Score -291719.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2652 members Mstep: Class 2 contains 2620 members Entering Unmasked Estep Score: -288168.843750 Penalty: 779.885010 Iteration 0F: 3 clusters Score -288168.8 nChanged 2382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2676 members Mstep: Class 2 contains 2596 members Entering Unmasked Estep Score: -289442.281250 Penalty: 779.885010 Iteration 1F: 3 clusters Score -289442.3 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2624 members Mstep: Class 2 contains 2648 members Entering Unmasked Estep Score: -289629.656250 Penalty: 779.885010 Iteration 2F: 3 clusters Score -289629.7 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2528 members Mstep: Class 2 contains 2744 members Entering Unmasked Estep Score: -289880.375000 Penalty: 779.885010 Iteration 3F: 3 clusters Score -289880.4 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2383 members Mstep: Class 2 contains 2889 members Entering Unmasked Estep Score: -290214.843750 Penalty: 779.885010 Iteration 4F: 3 clusters Score -290214.8 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 3058 members Entering Unmasked Estep Score: -290589.718750 Penalty: 779.885010 Iteration 5F: 3 clusters Score -290589.7 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2063 members Mstep: Class 2 contains 3209 members Entering Unmasked Estep Score: -290860.531250 Penalty: 779.885010 Iteration 6F: 3 clusters Score -290860.5 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 3312 members Entering Unmasked Estep Score: -291021.812500 Penalty: 779.885010 Iteration 7Q: 3 clusters Score -291021.8 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 3375 members Entering Unmasked Estep Score: -291131.562500 Penalty: 779.885010 Iteration 8Q: 3 clusters Score -291131.6 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 3425 members Entering Unmasked Estep Score: -291197.125000 Penalty: 779.885010 Iteration 9Q: 3 clusters Score -291197.1 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 3469 members Entering Unmasked Estep Score: -291246.531250 Penalty: 779.885010 Iteration 10Q: 3 clusters Score -291246.5 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 3519 members Entering Unmasked Estep Score: -291286.000000 Penalty: 779.885010 Iteration 11Q: 3 clusters Score -291286 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 3562 members Entering Unmasked Estep Score: -291316.781250 Penalty: 779.885010 Iteration 12Q: 3 clusters Score -291316.8 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 3613 members Entering Unmasked Estep Score: -291350.343750 Penalty: 779.885010 Iteration 13Q: 3 clusters Score -291350.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 3653 members Entering Unmasked Estep Score: -291371.187500 Penalty: 779.885010 Iteration 14Q: 3 clusters Score -291371.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 3689 members Entering Unmasked Estep Score: -291385.625000 Penalty: 779.885010 Iteration 15Q: 3 clusters Score -291385.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 3712 members Entering Unmasked Estep Score: -291395.406250 Penalty: 779.885010 Iteration 16Q: 3 clusters Score -291395.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 3735 members Entering Unmasked Estep Score: -291405.656250 Penalty: 779.885010 Iteration 17Q: 3 clusters Score -291405.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 3761 members Entering Unmasked Estep Score: -291414.656250 Penalty: 779.885010 Iteration 18Q: 3 clusters Score -291414.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 3782 members Entering Unmasked Estep Score: -291419.187500 Penalty: 779.885010 Iteration 19Q: 3 clusters Score -291419.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 3794 members Entering Unmasked Estep Score: -291422.593750 Penalty: 779.885010 Iteration 20F: 3 clusters Score -291422.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 3803 members Entering Unmasked Estep Score: -291423.531250 Penalty: 779.885010 Iteration 21Q: 3 clusters Score -291423.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 3813 members Entering Unmasked Estep Score: -291425.781250 Penalty: 779.885010 Iteration 22Q: 3 clusters Score -291425.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 3822 members Entering Unmasked Estep Score: -291426.437500 Penalty: 779.885010 Iteration 23Q: 3 clusters Score -291426.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 3829 members Entering Unmasked Estep Score: -291428.218750 Penalty: 779.885010 Iteration 24Q: 3 clusters Score -291428.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 3837 members Entering Unmasked Estep Score: -291428.968750 Penalty: 779.885010 Iteration 25Q: 3 clusters Score -291429 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 3839 members Entering Unmasked Estep Score: -291430.437500 Penalty: 779.885010 Iteration 26Q: 3 clusters Score -291430.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 3845 members Entering Unmasked Estep Score: -291430.093750 Penalty: 779.885010 Iteration 27Q: 3 clusters Score -291430.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 3847 members Entering Unmasked Estep Score: -291430.000000 Penalty: 779.885010 Iteration 28Q: 3 clusters Score -291430 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 3847 members Entering Unmasked Estep Score: -291430.000000 Penalty: 779.885010 Iteration 29F: 3 clusters Score -291430 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (6728 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6728 members Entering Unmasked Estep Score: -400328.781250 Penalty: 401.038513 Iteration 0F: 2 clusters Score -400328.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3331 members Mstep: Class 2 contains 3397 members Entering Unmasked Estep Score: -395813.937500 Penalty: 802.077026 Iteration 0F: 3 clusters Score -395813.9 nChanged 3079 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3010 members Mstep: Class 2 contains 3718 members Entering Unmasked Estep Score: -397628.781250 Penalty: 802.077026 Iteration 1F: 3 clusters Score -397628.8 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2738 members Mstep: Class 2 contains 3990 members Entering Unmasked Estep Score: -397903.843750 Penalty: 802.077026 Iteration 2F: 3 clusters Score -397903.8 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2406 members Mstep: Class 2 contains 4322 members Entering Unmasked Estep Score: -398205.750000 Penalty: 802.077026 Iteration 3F: 3 clusters Score -398205.8 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 4674 members Entering Unmasked Estep Score: -398549.875000 Penalty: 802.077026 Iteration 4F: 3 clusters Score -398549.9 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 5002 members Entering Unmasked Estep Score: -398888.281250 Penalty: 802.077026 Iteration 5F: 3 clusters Score -398888.3 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 5312 members Entering Unmasked Estep Score: -399208.156250 Penalty: 802.077026 Iteration 6F: 3 clusters Score -399208.2 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 5538 members Entering Unmasked Estep Score: -399480.343750 Penalty: 802.077026 Iteration 7Q: 3 clusters Score -399480.3 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 5685 members Entering Unmasked Estep Score: -399654.000000 Penalty: 802.077026 Iteration 8Q: 3 clusters Score -399654 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 5770 members Entering Unmasked Estep Score: -399762.875000 Penalty: 802.077026 Iteration 9Q: 3 clusters Score -399762.9 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 5851 members Entering Unmasked Estep Score: -399831.656250 Penalty: 802.077026 Iteration 10Q: 3 clusters Score -399831.7 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 5919 members Entering Unmasked Estep Score: -399876.656250 Penalty: 802.077026 Iteration 11Q: 3 clusters Score -399876.7 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 5975 members Entering Unmasked Estep Score: -399906.093750 Penalty: 802.077026 Iteration 12Q: 3 clusters Score -399906.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 6012 members Entering Unmasked Estep Score: -399923.250000 Penalty: 802.077026 Iteration 13Q: 3 clusters Score -399923.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 6043 members Entering Unmasked Estep Score: -399941.250000 Penalty: 802.077026 Iteration 14Q: 3 clusters Score -399941.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 6083 members Entering Unmasked Estep Score: -399961.781250 Penalty: 802.077026 Iteration 15Q: 3 clusters Score -399961.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 6118 members Entering Unmasked Estep Score: -399982.593750 Penalty: 802.077026 Iteration 16Q: 3 clusters Score -399982.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 6157 members Entering Unmasked Estep Score: -400000.343750 Penalty: 802.077026 Iteration 17Q: 3 clusters Score -400000.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 6191 members Entering Unmasked Estep Score: -400013.031250 Penalty: 802.077026 Iteration 18Q: 3 clusters Score -400013 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 6216 members Entering Unmasked Estep Score: -400028.250000 Penalty: 802.077026 Iteration 19Q: 3 clusters Score -400028.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 6251 members Entering Unmasked Estep Score: -400050.406250 Penalty: 802.077026 Iteration 20F: 3 clusters Score -400050.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 6276 members Entering Unmasked Estep Score: -400065.625000 Penalty: 802.077026 Iteration 21Q: 3 clusters Score -400065.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 6296 members Entering Unmasked Estep Score: -400084.218750 Penalty: 802.077026 Iteration 22Q: 3 clusters Score -400084.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 6326 members Entering Unmasked Estep Score: -400119.250000 Penalty: 802.077026 Iteration 23Q: 3 clusters Score -400119.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 6356 members Entering Unmasked Estep Score: -400169.843750 Penalty: 802.077026 Iteration 24Q: 3 clusters Score -400169.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 6370 members Entering Unmasked Estep Score: -400205.656250 Penalty: 802.077026 Iteration 25Q: 3 clusters Score -400205.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 6377 members Entering Unmasked Estep Score: -400222.281250 Penalty: 802.077026 Iteration 26Q: 3 clusters Score -400222.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 6385 members Entering Unmasked Estep Score: -400232.843750 Penalty: 802.077026 Iteration 27Q: 3 clusters Score -400232.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 6392 members Entering Unmasked Estep Score: -400237.406250 Penalty: 802.077026 Iteration 28Q: 3 clusters Score -400237.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 6399 members Entering Unmasked Estep Score: -400239.875000 Penalty: 802.077026 Iteration 29Q: 3 clusters Score -400239.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 6398 members Entering Unmasked Estep Score: -400241.968750 Penalty: 802.077026 Iteration 30Q: 3 clusters Score -400242 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 6398 members Entering Unmasked Estep Score: -400242.406250 Penalty: 802.077026 Iteration 31Q: 3 clusters Score -400242.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 6399 members Entering Unmasked Estep Score: -400242.968750 Penalty: 802.077026 Iteration 32Q: 3 clusters Score -400243 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 6399 members Entering Unmasked Estep Score: -400242.968750 Penalty: 802.077026 Iteration 33F: 3 clusters Score -400243 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (3499 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3499 members Entering Unmasked Estep Score: -197336.734375 Penalty: 371.290588 Iteration 0F: 2 clusters Score -197336.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -194940.812500 Penalty: 742.581177 Iteration 0F: 3 clusters Score -194940.8 nChanged 1543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1656 members Mstep: Class 2 contains 1843 members Entering Unmasked Estep Score: -195920.765625 Penalty: 742.581177 Iteration 1F: 3 clusters Score -195920.8 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 1876 members Entering Unmasked Estep Score: -196050.078125 Penalty: 742.581177 Iteration 2F: 3 clusters Score -196050.1 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 1917 members Entering Unmasked Estep Score: -196154.046875 Penalty: 742.581177 Iteration 3F: 3 clusters Score -196154 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -196234.750000 Penalty: 742.581177 Iteration 4Q: 3 clusters Score -196234.8 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -196301.468750 Penalty: 742.581177 Iteration 5Q: 3 clusters Score -196301.5 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -196379.734375 Penalty: 742.581177 Iteration 6Q: 3 clusters Score -196379.7 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 2180 members Entering Unmasked Estep Score: -196452.906250 Penalty: 742.581177 Iteration 7Q: 3 clusters Score -196452.9 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 2264 members Entering Unmasked Estep Score: -196525.703125 Penalty: 742.581177 Iteration 8Q: 3 clusters Score -196525.7 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 2355 members Entering Unmasked Estep Score: -196599.625000 Penalty: 742.581177 Iteration 9Q: 3 clusters Score -196599.6 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 2436 members Entering Unmasked Estep Score: -196663.421875 Penalty: 742.581177 Iteration 10Q: 3 clusters Score -196663.4 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 2520 members Entering Unmasked Estep Score: -196733.718750 Penalty: 742.581177 Iteration 11Q: 3 clusters Score -196733.7 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 2605 members Entering Unmasked Estep Score: -196805.406250 Penalty: 742.581177 Iteration 12Q: 3 clusters Score -196805.4 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 2676 members Entering Unmasked Estep Score: -196848.468750 Penalty: 742.581177 Iteration 13Q: 3 clusters Score -196848.5 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -196877.078125 Penalty: 742.581177 Iteration 14Q: 3 clusters Score -196877.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 2775 members Entering Unmasked Estep Score: -196899.937500 Penalty: 742.581177 Iteration 15Q: 3 clusters Score -196899.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 2809 members Entering Unmasked Estep Score: -196912.500000 Penalty: 742.581177 Iteration 16Q: 3 clusters Score -196912.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 2833 members Entering Unmasked Estep Score: -196920.625000 Penalty: 742.581177 Iteration 17Q: 3 clusters Score -196920.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 2857 members Entering Unmasked Estep Score: -196929.343750 Penalty: 742.581177 Iteration 18Q: 3 clusters Score -196929.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 2871 members Entering Unmasked Estep Score: -196933.546875 Penalty: 742.581177 Iteration 19Q: 3 clusters Score -196933.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 2884 members Entering Unmasked Estep Score: -196935.250000 Penalty: 742.581177 Iteration 20F: 3 clusters Score -196935.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 2894 members Entering Unmasked Estep Score: -196937.921875 Penalty: 742.581177 Iteration 21Q: 3 clusters Score -196937.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 2895 members Entering Unmasked Estep Score: -196937.875000 Penalty: 742.581177 Iteration 22Q: 3 clusters Score -196937.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 2897 members Entering Unmasked Estep Score: -196938.078125 Penalty: 742.581177 Iteration 23Q: 3 clusters Score -196938.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 2899 members Entering Unmasked Estep Score: -196938.984375 Penalty: 742.581177 Iteration 24Q: 3 clusters Score -196939 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 2903 members Entering Unmasked Estep Score: -196939.281250 Penalty: 742.581177 Iteration 25Q: 3 clusters Score -196939.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 2907 members Entering Unmasked Estep Score: -196940.078125 Penalty: 742.581177 Iteration 26Q: 3 clusters Score -196940.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 2909 members Entering Unmasked Estep Score: -196940.640625 Penalty: 742.581177 Iteration 27Q: 3 clusters Score -196940.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 2909 members Entering Unmasked Estep Score: -196940.640625 Penalty: 742.581177 Iteration 28F: 3 clusters Score -196940.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (174 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Entering Unmasked Estep Score: -5602.269043 Penalty: 234.737015 Iteration 0F: 2 clusters Score -5602.269 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -5348.745117 Penalty: 469.474030 Iteration 0F: 3 clusters Score -5348.745 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -5418.807129 Penalty: 469.474030 Iteration 1F: 3 clusters Score -5418.807 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -5455.701660 Penalty: 469.474030 Iteration 2F: 3 clusters Score -5455.702 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -5483.987305 Penalty: 469.474030 Iteration 3Q: 3 clusters Score -5483.987 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -5517.358398 Penalty: 469.474030 Iteration 4Q: 3 clusters Score -5517.358 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -5550.209473 Penalty: 469.474030 Iteration 5F: 3 clusters Score -5550.209 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -5560.288086 Penalty: 469.474030 Iteration 6Q: 3 clusters Score -5560.288 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -5560.288086 Penalty: 469.474030 Iteration 7F: 3 clusters Score -5560.288 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 50 members Mstep: Class 1 contains 100967 members Mstep: Class 2 contains 12778 members Mstep: Class 3 contains 1024 members Mstep: Class 4 contains 1982 members Mstep: Class 5 contains 3395 members Mstep: Class 6 contains 57793 members Mstep: Class 7 contains 1753 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 7442 members Mstep: Class 10 contains 11552 members Mstep: Class 11 contains 3581 members Mstep: Class 12 contains 7334 members Mstep: Class 13 contains 2751 members Mstep: Class 14 contains 883 members Mstep: Class 15 contains 8268 members Mstep: Class 16 contains 3869 members Mstep: Class 17 contains 500 members Mstep: Class 18 contains 15483 members Mstep: Class 19 contains 13230 members Mstep: Class 20 contains 6178 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 20021 members Mstep: Class 23 contains 704 members Mstep: Class 24 contains 1270 members Mstep: Class 25 contains 10289 members Mstep: Class 26 contains 1439 members Mstep: Class 27 contains 5272 members Mstep: Class 28 contains 6728 members Mstep: Class 29 contains 3499 members Mstep: Class 30 contains 174 members Entering Unmasked Estep ConsiderDeletion Score: -17799962.000000 Penalty: 18418.673828 Iteration 199Q: 33 clusters Score -1.779996e+07 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 100944 members Mstep: Class 2 contains 12773 members Mstep: Class 3 contains 1035 members Mstep: Class 4 contains 2068 members Mstep: Class 5 contains 3412 members Mstep: Class 6 contains 57816 members Mstep: Class 7 contains 1753 members Mstep: Class 8 contains 149 members Mstep: Class 9 contains 7456 members Mstep: Class 10 contains 11503 members Mstep: Class 11 contains 3573 members Mstep: Class 12 contains 7335 members Mstep: Class 13 contains 2752 members Mstep: Class 14 contains 883 members Mstep: Class 15 contains 8269 members Mstep: Class 16 contains 3862 members Mstep: Class 17 contains 471 members Mstep: Class 18 contains 15460 members Mstep: Class 19 contains 13230 members Mstep: Class 20 contains 6178 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 20014 members Mstep: Class 23 contains 704 members Mstep: Class 24 contains 1295 members Mstep: Class 25 contains 10290 members Mstep: Class 26 contains 1439 members Mstep: Class 27 contains 5272 members Mstep: Class 28 contains 6723 members Mstep: Class 29 contains 3502 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 342 members Mstep: Class 32 contains 957 members Entering Unmasked Estep ConsiderDeletion Score: -17800030.000000 Penalty: 18418.673828 Iteration 200F: 33 clusters Score -1.780003e+07 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 100929 members Mstep: Class 2 contains 12772 members Mstep: Class 3 contains 1027 members Mstep: Class 4 contains 2134 members Mstep: Class 5 contains 3421 members Mstep: Class 6 contains 57807 members Mstep: Class 7 contains 1753 members Mstep: Class 8 contains 150 members Mstep: Class 9 contains 7448 members Mstep: Class 10 contains 11491 members Mstep: Class 11 contains 3549 members Mstep: Class 12 contains 7339 members Mstep: Class 13 contains 2752 members Mstep: Class 14 contains 881 members Mstep: Class 15 contains 8262 members Mstep: Class 16 contains 3864 members Mstep: Class 17 contains 438 members Mstep: Class 18 contains 15452 members Mstep: Class 19 contains 13229 members Mstep: Class 20 contains 6180 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 20002 members Mstep: Class 23 contains 704 members Mstep: Class 24 contains 1315 members Mstep: Class 25 contains 10283 members Mstep: Class 26 contains 1439 members Mstep: Class 27 contains 5270 members Mstep: Class 28 contains 6712 members Mstep: Class 29 contains 3500 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 355 members Mstep: Class 32 contains 1002 members Entering Unmasked Estep ConsiderDeletion Score: -17800098.000000 Penalty: 18418.673828 Iteration 201Q: 33 clusters Score -1.78001e+07 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 100927 members Mstep: Class 2 contains 12772 members Mstep: Class 3 contains 1016 members Mstep: Class 4 contains 2175 members Mstep: Class 5 contains 3428 members Mstep: Class 6 contains 57817 members Mstep: Class 7 contains 1753 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7448 members Mstep: Class 10 contains 11493 members Mstep: Class 11 contains 3533 members Mstep: Class 12 contains 7344 members Mstep: Class 13 contains 2752 members Mstep: Class 14 contains 879 members Mstep: Class 15 contains 8261 members Mstep: Class 16 contains 3861 members Mstep: Class 17 contains 427 members Mstep: Class 18 contains 15442 members Mstep: Class 19 contains 13219 members Mstep: Class 20 contains 6184 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19989 members Mstep: Class 23 contains 702 members Mstep: Class 24 contains 1327 members Mstep: Class 25 contains 10278 members Mstep: Class 26 contains 1439 members Mstep: Class 27 contains 5271 members Mstep: Class 28 contains 6692 members Mstep: Class 29 contains 3503 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 358 members Mstep: Class 32 contains 1019 members Entering Unmasked Estep ConsiderDeletion Score: -17800180.000000 Penalty: 18418.673828 Iteration 202Q: 33 clusters Score -1.780018e+07 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 100929 members Mstep: Class 2 contains 12773 members Mstep: Class 3 contains 1008 members Mstep: Class 4 contains 2193 members Mstep: Class 5 contains 3427 members Mstep: Class 6 contains 57826 members Mstep: Class 7 contains 1752 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7453 members Mstep: Class 10 contains 11507 members Mstep: Class 11 contains 3515 members Mstep: Class 12 contains 7351 members Mstep: Class 13 contains 2754 members Mstep: Class 14 contains 878 members Mstep: Class 15 contains 8271 members Mstep: Class 16 contains 3862 members Mstep: Class 17 contains 425 members Mstep: Class 18 contains 15432 members Mstep: Class 19 contains 13205 members Mstep: Class 20 contains 6183 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19976 members Mstep: Class 23 contains 699 members Mstep: Class 24 contains 1333 members Mstep: Class 25 contains 10277 members Mstep: Class 26 contains 1439 members Mstep: Class 27 contains 5272 members Mstep: Class 28 contains 6679 members Mstep: Class 29 contains 3503 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 361 members Mstep: Class 32 contains 1026 members Entering Unmasked Estep ConsiderDeletion Score: -17800144.000000 Penalty: 18418.673828 Iteration 203Q: 33 clusters Score -1.780014e+07 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 100924 members Mstep: Class 2 contains 12769 members Mstep: Class 3 contains 1001 members Mstep: Class 4 contains 2219 members Mstep: Class 5 contains 3428 members Mstep: Class 6 contains 57824 members Mstep: Class 7 contains 1753 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7459 members Mstep: Class 10 contains 11520 members Mstep: Class 11 contains 3493 members Mstep: Class 12 contains 7360 members Mstep: Class 13 contains 2756 members Mstep: Class 14 contains 877 members Mstep: Class 15 contains 8279 members Mstep: Class 16 contains 3857 members Mstep: Class 17 contains 418 members Mstep: Class 18 contains 15422 members Mstep: Class 19 contains 13194 members Mstep: Class 20 contains 6184 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19966 members Mstep: Class 23 contains 700 members Mstep: Class 24 contains 1342 members Mstep: Class 25 contains 10277 members Mstep: Class 26 contains 1440 members Mstep: Class 27 contains 5275 members Mstep: Class 28 contains 6673 members Mstep: Class 29 contains 3499 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 369 members Mstep: Class 32 contains 1031 members Entering Unmasked Estep ConsiderDeletion Score: -17800208.000000 Penalty: 18418.673828 Iteration 204Q: 33 clusters Score -1.780021e+07 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 100923 members Mstep: Class 2 contains 12765 members Mstep: Class 3 contains 997 members Mstep: Class 4 contains 2225 members Mstep: Class 5 contains 3433 members Mstep: Class 6 contains 57817 members Mstep: Class 7 contains 1756 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7462 members Mstep: Class 10 contains 11550 members Mstep: Class 11 contains 3479 members Mstep: Class 12 contains 7369 members Mstep: Class 13 contains 2757 members Mstep: Class 14 contains 877 members Mstep: Class 15 contains 8285 members Mstep: Class 16 contains 3856 members Mstep: Class 17 contains 410 members Mstep: Class 18 contains 15408 members Mstep: Class 19 contains 13170 members Mstep: Class 20 contains 6187 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19955 members Mstep: Class 23 contains 699 members Mstep: Class 24 contains 1351 members Mstep: Class 25 contains 10278 members Mstep: Class 26 contains 1440 members Mstep: Class 27 contains 5278 members Mstep: Class 28 contains 6672 members Mstep: Class 29 contains 3498 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 378 members Mstep: Class 32 contains 1034 members Entering Unmasked Estep ConsiderDeletion Score: -17800252.000000 Penalty: 18418.673828 Iteration 205Q: 33 clusters Score -1.780025e+07 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 100924 members Mstep: Class 2 contains 12759 members Mstep: Class 3 contains 993 members Mstep: Class 4 contains 2229 members Mstep: Class 5 contains 3433 members Mstep: Class 6 contains 57817 members Mstep: Class 7 contains 1758 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7461 members Mstep: Class 10 contains 11591 members Mstep: Class 11 contains 3470 members Mstep: Class 12 contains 7380 members Mstep: Class 13 contains 2756 members Mstep: Class 14 contains 877 members Mstep: Class 15 contains 8297 members Mstep: Class 16 contains 3848 members Mstep: Class 17 contains 406 members Mstep: Class 18 contains 15391 members Mstep: Class 19 contains 13150 members Mstep: Class 20 contains 6191 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19942 members Mstep: Class 23 contains 698 members Mstep: Class 24 contains 1359 members Mstep: Class 25 contains 10278 members Mstep: Class 26 contains 1440 members Mstep: Class 27 contains 5280 members Mstep: Class 28 contains 6667 members Mstep: Class 29 contains 3498 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 381 members Mstep: Class 32 contains 1035 members Entering Unmasked Estep ConsiderDeletion Score: -17800238.000000 Penalty: 18418.673828 Iteration 206Q: 33 clusters Score -1.780024e+07 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 100919 members Mstep: Class 2 contains 12756 members Mstep: Class 3 contains 989 members Mstep: Class 4 contains 2236 members Mstep: Class 5 contains 3437 members Mstep: Class 6 contains 57813 members Mstep: Class 7 contains 1757 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7467 members Mstep: Class 10 contains 11638 members Mstep: Class 11 contains 3456 members Mstep: Class 12 contains 7388 members Mstep: Class 13 contains 2756 members Mstep: Class 14 contains 876 members Mstep: Class 15 contains 8304 members Mstep: Class 16 contains 3843 members Mstep: Class 17 contains 406 members Mstep: Class 18 contains 15379 members Mstep: Class 19 contains 13121 members Mstep: Class 20 contains 6191 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19932 members Mstep: Class 23 contains 696 members Mstep: Class 24 contains 1368 members Mstep: Class 25 contains 10278 members Mstep: Class 26 contains 1440 members Mstep: Class 27 contains 5282 members Mstep: Class 28 contains 6663 members Mstep: Class 29 contains 3497 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 386 members Mstep: Class 32 contains 1035 members Entering Unmasked Estep ConsiderDeletion Score: -17800278.000000 Penalty: 18418.673828 Iteration 207Q: 33 clusters Score -1.780028e+07 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 100928 members Mstep: Class 2 contains 12748 members Mstep: Class 3 contains 987 members Mstep: Class 4 contains 2244 members Mstep: Class 5 contains 3440 members Mstep: Class 6 contains 57809 members Mstep: Class 7 contains 1758 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7477 members Mstep: Class 10 contains 11692 members Mstep: Class 11 contains 3433 members Mstep: Class 12 contains 7395 members Mstep: Class 13 contains 2756 members Mstep: Class 14 contains 877 members Mstep: Class 15 contains 8309 members Mstep: Class 16 contains 3836 members Mstep: Class 17 contains 410 members Mstep: Class 18 contains 15358 members Mstep: Class 19 contains 13097 members Mstep: Class 20 contains 6194 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19916 members Mstep: Class 23 contains 692 members Mstep: Class 24 contains 1379 members Mstep: Class 25 contains 10274 members Mstep: Class 26 contains 1440 members Mstep: Class 27 contains 5283 members Mstep: Class 28 contains 6652 members Mstep: Class 29 contains 3500 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 390 members Mstep: Class 32 contains 1035 members Entering Unmasked Estep ConsiderDeletion Score: -17800274.000000 Penalty: 18418.673828 Iteration 208Q: 33 clusters Score -1.780027e+07 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 100945 members Mstep: Class 2 contains 12742 members Mstep: Class 3 contains 991 members Mstep: Class 4 contains 2248 members Mstep: Class 5 contains 3441 members Mstep: Class 6 contains 57809 members Mstep: Class 7 contains 1759 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7482 members Mstep: Class 10 contains 11739 members Mstep: Class 11 contains 3409 members Mstep: Class 12 contains 7401 members Mstep: Class 13 contains 2756 members Mstep: Class 14 contains 877 members Mstep: Class 15 contains 8312 members Mstep: Class 16 contains 3831 members Mstep: Class 17 contains 420 members Mstep: Class 18 contains 15333 members Mstep: Class 19 contains 13076 members Mstep: Class 20 contains 6204 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19889 members Mstep: Class 23 contains 684 members Mstep: Class 24 contains 1386 members Mstep: Class 25 contains 10270 members Mstep: Class 26 contains 1440 members Mstep: Class 27 contains 5284 members Mstep: Class 28 contains 6645 members Mstep: Class 29 contains 3504 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 397 members Mstep: Class 32 contains 1035 members Entering Unmasked Estep ConsiderDeletion Score: -17800288.000000 Penalty: 18418.673828 Iteration 209Q: 33 clusters Score -1.780029e+07 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 100959 members Mstep: Class 2 contains 12734 members Mstep: Class 3 contains 993 members Mstep: Class 4 contains 2253 members Mstep: Class 5 contains 3440 members Mstep: Class 6 contains 57810 members Mstep: Class 7 contains 1759 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7477 members Mstep: Class 10 contains 11774 members Mstep: Class 11 contains 3398 members Mstep: Class 12 contains 7403 members Mstep: Class 13 contains 2757 members Mstep: Class 14 contains 877 members Mstep: Class 15 contains 8323 members Mstep: Class 16 contains 3825 members Mstep: Class 17 contains 418 members Mstep: Class 18 contains 15312 members Mstep: Class 19 contains 13060 members Mstep: Class 20 contains 6213 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19867 members Mstep: Class 23 contains 686 members Mstep: Class 24 contains 1396 members Mstep: Class 25 contains 10272 members Mstep: Class 26 contains 1440 members Mstep: Class 27 contains 5284 members Mstep: Class 28 contains 6640 members Mstep: Class 29 contains 3504 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 400 members Mstep: Class 32 contains 1035 members Entering Unmasked Estep ConsiderDeletion Score: -17800298.000000 Penalty: 18418.673828 Iteration 210Q: 33 clusters Score -1.78003e+07 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 100978 members Mstep: Class 2 contains 12730 members Mstep: Class 3 contains 994 members Mstep: Class 4 contains 2261 members Mstep: Class 5 contains 3440 members Mstep: Class 6 contains 57809 members Mstep: Class 7 contains 1759 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7478 members Mstep: Class 10 contains 11801 members Mstep: Class 11 contains 3385 members Mstep: Class 12 contains 7404 members Mstep: Class 13 contains 2757 members Mstep: Class 14 contains 877 members Mstep: Class 15 contains 8337 members Mstep: Class 16 contains 3822 members Mstep: Class 17 contains 418 members Mstep: Class 18 contains 15289 members Mstep: Class 19 contains 13038 members Mstep: Class 20 contains 6222 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19849 members Mstep: Class 23 contains 686 members Mstep: Class 24 contains 1400 members Mstep: Class 25 contains 10270 members Mstep: Class 26 contains 1440 members Mstep: Class 27 contains 5285 members Mstep: Class 28 contains 6639 members Mstep: Class 29 contains 3505 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 400 members Mstep: Class 32 contains 1036 members Entering Unmasked Estep ConsiderDeletion Score: -17800296.000000 Penalty: 18418.673828 Iteration 211Q: 33 clusters Score -1.78003e+07 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 100994 members Mstep: Class 2 contains 12723 members Mstep: Class 3 contains 994 members Mstep: Class 4 contains 2275 members Mstep: Class 5 contains 3440 members Mstep: Class 6 contains 57808 members Mstep: Class 7 contains 1759 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7480 members Mstep: Class 10 contains 11833 members Mstep: Class 11 contains 3376 members Mstep: Class 12 contains 7408 members Mstep: Class 13 contains 2757 members Mstep: Class 14 contains 878 members Mstep: Class 15 contains 8337 members Mstep: Class 16 contains 3818 members Mstep: Class 17 contains 417 members Mstep: Class 18 contains 15264 members Mstep: Class 19 contains 13022 members Mstep: Class 20 contains 6224 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19838 members Mstep: Class 23 contains 686 members Mstep: Class 24 contains 1408 members Mstep: Class 25 contains 10268 members Mstep: Class 26 contains 1441 members Mstep: Class 27 contains 5285 members Mstep: Class 28 contains 6633 members Mstep: Class 29 contains 3506 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 401 members Mstep: Class 32 contains 1036 members Entering Unmasked Estep ConsiderDeletion Score: -17800272.000000 Penalty: 18418.673828 Iteration 212Q: 33 clusters Score -1.780027e+07 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101002 members Mstep: Class 2 contains 12722 members Mstep: Class 3 contains 994 members Mstep: Class 4 contains 2287 members Mstep: Class 5 contains 3438 members Mstep: Class 6 contains 57806 members Mstep: Class 7 contains 1759 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7484 members Mstep: Class 10 contains 11859 members Mstep: Class 11 contains 3358 members Mstep: Class 12 contains 7409 members Mstep: Class 13 contains 2756 members Mstep: Class 14 contains 878 members Mstep: Class 15 contains 8335 members Mstep: Class 16 contains 3815 members Mstep: Class 17 contains 416 members Mstep: Class 18 contains 15261 members Mstep: Class 19 contains 13002 members Mstep: Class 20 contains 6226 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19830 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 1421 members Mstep: Class 25 contains 10264 members Mstep: Class 26 contains 1441 members Mstep: Class 27 contains 5288 members Mstep: Class 28 contains 6626 members Mstep: Class 29 contains 3508 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 401 members Mstep: Class 32 contains 1036 members Entering Unmasked Estep ConsiderDeletion Score: -17800318.000000 Penalty: 18418.673828 Iteration 213Q: 33 clusters Score -1.780032e+07 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101012 members Mstep: Class 2 contains 12718 members Mstep: Class 3 contains 994 members Mstep: Class 4 contains 2294 members Mstep: Class 5 contains 3439 members Mstep: Class 6 contains 57802 members Mstep: Class 7 contains 1759 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7488 members Mstep: Class 10 contains 11876 members Mstep: Class 11 contains 3350 members Mstep: Class 12 contains 7409 members Mstep: Class 13 contains 2756 members Mstep: Class 14 contains 878 members Mstep: Class 15 contains 8333 members Mstep: Class 16 contains 3816 members Mstep: Class 17 contains 418 members Mstep: Class 18 contains 15258 members Mstep: Class 19 contains 12986 members Mstep: Class 20 contains 6225 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19821 members Mstep: Class 23 contains 688 members Mstep: Class 24 contains 1433 members Mstep: Class 25 contains 10258 members Mstep: Class 26 contains 1441 members Mstep: Class 27 contains 5286 members Mstep: Class 28 contains 6619 members Mstep: Class 29 contains 3514 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 402 members Mstep: Class 32 contains 1036 members Entering Unmasked Estep ConsiderDeletion Score: -17800262.000000 Penalty: 18418.673828 Iteration 214Q: 33 clusters Score -1.780026e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101016 members Mstep: Class 2 contains 12718 members Mstep: Class 3 contains 994 members Mstep: Class 4 contains 2300 members Mstep: Class 5 contains 3439 members Mstep: Class 6 contains 57799 members Mstep: Class 7 contains 1760 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7492 members Mstep: Class 10 contains 11894 members Mstep: Class 11 contains 3340 members Mstep: Class 12 contains 7409 members Mstep: Class 13 contains 2756 members Mstep: Class 14 contains 877 members Mstep: Class 15 contains 8335 members Mstep: Class 16 contains 3815 members Mstep: Class 17 contains 419 members Mstep: Class 18 contains 15245 members Mstep: Class 19 contains 12975 members Mstep: Class 20 contains 6226 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19817 members Mstep: Class 23 contains 689 members Mstep: Class 24 contains 1444 members Mstep: Class 25 contains 10255 members Mstep: Class 26 contains 1441 members Mstep: Class 27 contains 5287 members Mstep: Class 28 contains 6612 members Mstep: Class 29 contains 3515 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 404 members Mstep: Class 32 contains 1036 members Entering Unmasked Estep ConsiderDeletion Score: -17800270.000000 Penalty: 18418.673828 Iteration 215Q: 33 clusters Score -1.780027e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101022 members Mstep: Class 2 contains 12712 members Mstep: Class 3 contains 994 members Mstep: Class 4 contains 2300 members Mstep: Class 5 contains 3440 members Mstep: Class 6 contains 57794 members Mstep: Class 7 contains 1760 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7495 members Mstep: Class 10 contains 11919 members Mstep: Class 11 contains 3335 members Mstep: Class 12 contains 7410 members Mstep: Class 13 contains 2756 members Mstep: Class 14 contains 875 members Mstep: Class 15 contains 8335 members Mstep: Class 16 contains 3816 members Mstep: Class 17 contains 420 members Mstep: Class 18 contains 15233 members Mstep: Class 19 contains 12963 members Mstep: Class 20 contains 6225 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19813 members Mstep: Class 23 contains 689 members Mstep: Class 24 contains 1458 members Mstep: Class 25 contains 10254 members Mstep: Class 26 contains 1441 members Mstep: Class 27 contains 5289 members Mstep: Class 28 contains 6605 members Mstep: Class 29 contains 3515 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 405 members Mstep: Class 32 contains 1036 members Entering Unmasked Estep ConsiderDeletion Score: -17800280.000000 Penalty: 18418.673828 Iteration 216Q: 33 clusters Score -1.780028e+07 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101032 members Mstep: Class 2 contains 12703 members Mstep: Class 3 contains 995 members Mstep: Class 4 contains 2300 members Mstep: Class 5 contains 3440 members Mstep: Class 6 contains 57793 members Mstep: Class 7 contains 1760 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7497 members Mstep: Class 10 contains 11945 members Mstep: Class 11 contains 3334 members Mstep: Class 12 contains 7410 members Mstep: Class 13 contains 2756 members Mstep: Class 14 contains 874 members Mstep: Class 15 contains 8336 members Mstep: Class 16 contains 3817 members Mstep: Class 17 contains 420 members Mstep: Class 18 contains 15225 members Mstep: Class 19 contains 12944 members Mstep: Class 20 contains 6226 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19807 members Mstep: Class 23 contains 689 members Mstep: Class 24 contains 1470 members Mstep: Class 25 contains 10251 members Mstep: Class 26 contains 1441 members Mstep: Class 27 contains 5288 members Mstep: Class 28 contains 6596 members Mstep: Class 29 contains 3518 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 406 members Mstep: Class 32 contains 1036 members Entering Unmasked Estep ConsiderDeletion Score: -17800288.000000 Penalty: 18418.673828 Iteration 217Q: 33 clusters Score -1.780029e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101038 members Mstep: Class 2 contains 12699 members Mstep: Class 3 contains 994 members Mstep: Class 4 contains 2302 members Mstep: Class 5 contains 3440 members Mstep: Class 6 contains 57790 members Mstep: Class 7 contains 1760 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7496 members Mstep: Class 10 contains 11965 members Mstep: Class 11 contains 3336 members Mstep: Class 12 contains 7411 members Mstep: Class 13 contains 2756 members Mstep: Class 14 contains 872 members Mstep: Class 15 contains 8336 members Mstep: Class 16 contains 3816 members Mstep: Class 17 contains 420 members Mstep: Class 18 contains 15218 members Mstep: Class 19 contains 12928 members Mstep: Class 20 contains 6226 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19801 members Mstep: Class 23 contains 689 members Mstep: Class 24 contains 1481 members Mstep: Class 25 contains 10250 members Mstep: Class 26 contains 1441 members Mstep: Class 27 contains 5292 members Mstep: Class 28 contains 6591 members Mstep: Class 29 contains 3518 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 406 members Mstep: Class 32 contains 1037 members Entering Unmasked Estep ConsiderDeletion Score: -17800270.000000 Penalty: 18418.673828 Iteration 218Q: 33 clusters Score -1.780027e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101045 members Mstep: Class 2 contains 12693 members Mstep: Class 3 contains 994 members Mstep: Class 4 contains 2305 members Mstep: Class 5 contains 3440 members Mstep: Class 6 contains 57786 members Mstep: Class 7 contains 1760 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7497 members Mstep: Class 10 contains 11983 members Mstep: Class 11 contains 3335 members Mstep: Class 12 contains 7412 members Mstep: Class 13 contains 2756 members Mstep: Class 14 contains 873 members Mstep: Class 15 contains 8337 members Mstep: Class 16 contains 3815 members Mstep: Class 17 contains 420 members Mstep: Class 18 contains 15210 members Mstep: Class 19 contains 12916 members Mstep: Class 20 contains 6228 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19796 members Mstep: Class 23 contains 689 members Mstep: Class 24 contains 1488 members Mstep: Class 25 contains 10250 members Mstep: Class 26 contains 1441 members Mstep: Class 27 contains 5291 members Mstep: Class 28 contains 6587 members Mstep: Class 29 contains 3519 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 406 members Mstep: Class 32 contains 1037 members Entering Unmasked Estep ConsiderDeletion Score: -17800248.000000 Penalty: 18418.673828 Iteration 219Q: 33 clusters Score -1.780025e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101061 members Mstep: Class 2 contains 12686 members Mstep: Class 3 contains 993 members Mstep: Class 4 contains 2308 members Mstep: Class 5 contains 3441 members Mstep: Class 6 contains 57789 members Mstep: Class 7 contains 1760 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7496 members Mstep: Class 10 contains 12000 members Mstep: Class 11 contains 3333 members Mstep: Class 12 contains 7413 members Mstep: Class 13 contains 2755 members Mstep: Class 14 contains 873 members Mstep: Class 15 contains 8336 members Mstep: Class 16 contains 3815 members Mstep: Class 17 contains 420 members Mstep: Class 18 contains 15198 members Mstep: Class 19 contains 12905 members Mstep: Class 20 contains 6228 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19793 members Mstep: Class 23 contains 688 members Mstep: Class 24 contains 1492 members Mstep: Class 25 contains 10249 members Mstep: Class 26 contains 1441 members Mstep: Class 27 contains 5293 members Mstep: Class 28 contains 6580 members Mstep: Class 29 contains 3520 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 406 members Mstep: Class 32 contains 1037 members Entering Unmasked Estep ConsiderDeletion Score: -17800276.000000 Penalty: 18418.673828 Iteration 220F: 33 clusters Score -1.780028e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101074 members Mstep: Class 2 contains 12681 members Mstep: Class 3 contains 993 members Mstep: Class 4 contains 2311 members Mstep: Class 5 contains 3441 members Mstep: Class 6 contains 57791 members Mstep: Class 7 contains 1759 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7494 members Mstep: Class 10 contains 12011 members Mstep: Class 11 contains 3336 members Mstep: Class 12 contains 7414 members Mstep: Class 13 contains 2755 members Mstep: Class 14 contains 873 members Mstep: Class 15 contains 8335 members Mstep: Class 16 contains 3815 members Mstep: Class 17 contains 420 members Mstep: Class 18 contains 15191 members Mstep: Class 19 contains 12893 members Mstep: Class 20 contains 6229 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19791 members Mstep: Class 23 contains 688 members Mstep: Class 24 contains 1497 members Mstep: Class 25 contains 10247 members Mstep: Class 26 contains 1441 members Mstep: Class 27 contains 5291 members Mstep: Class 28 contains 6574 members Mstep: Class 29 contains 3521 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 406 members Mstep: Class 32 contains 1037 members Entering Unmasked Estep ConsiderDeletion Score: -17800302.000000 Penalty: 18418.673828 Iteration 221Q: 33 clusters Score -1.78003e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101082 members Mstep: Class 2 contains 12676 members Mstep: Class 3 contains 993 members Mstep: Class 4 contains 2315 members Mstep: Class 5 contains 3442 members Mstep: Class 6 contains 57787 members Mstep: Class 7 contains 1762 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7492 members Mstep: Class 10 contains 12019 members Mstep: Class 11 contains 3335 members Mstep: Class 12 contains 7416 members Mstep: Class 13 contains 2755 members Mstep: Class 14 contains 872 members Mstep: Class 15 contains 8335 members Mstep: Class 16 contains 3812 members Mstep: Class 17 contains 420 members Mstep: Class 18 contains 15185 members Mstep: Class 19 contains 12882 members Mstep: Class 20 contains 6230 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19790 members Mstep: Class 23 contains 688 members Mstep: Class 24 contains 1499 members Mstep: Class 25 contains 10242 members Mstep: Class 26 contains 1441 members Mstep: Class 27 contains 5295 members Mstep: Class 28 contains 6576 members Mstep: Class 29 contains 3525 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 406 members Mstep: Class 32 contains 1037 members Entering Unmasked Estep ConsiderDeletion Score: -17800326.000000 Penalty: 18418.673828 Iteration 222Q: 33 clusters Score -1.780033e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101092 members Mstep: Class 2 contains 12674 members Mstep: Class 3 contains 993 members Mstep: Class 4 contains 2320 members Mstep: Class 5 contains 3441 members Mstep: Class 6 contains 57782 members Mstep: Class 7 contains 1763 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7492 members Mstep: Class 10 contains 12028 members Mstep: Class 11 contains 3336 members Mstep: Class 12 contains 7417 members Mstep: Class 13 contains 2755 members Mstep: Class 14 contains 871 members Mstep: Class 15 contains 8335 members Mstep: Class 16 contains 3810 members Mstep: Class 17 contains 421 members Mstep: Class 18 contains 15180 members Mstep: Class 19 contains 12868 members Mstep: Class 20 contains 6230 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19787 members Mstep: Class 23 contains 688 members Mstep: Class 24 contains 1499 members Mstep: Class 25 contains 10234 members Mstep: Class 26 contains 1441 members Mstep: Class 27 contains 5297 members Mstep: Class 28 contains 6581 members Mstep: Class 29 contains 3531 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 406 members Mstep: Class 32 contains 1037 members Entering Unmasked Estep ConsiderDeletion Score: -17800330.000000 Penalty: 18418.673828 Iteration 223Q: 33 clusters Score -1.780033e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101096 members Mstep: Class 2 contains 12675 members Mstep: Class 3 contains 993 members Mstep: Class 4 contains 2322 members Mstep: Class 5 contains 3442 members Mstep: Class 6 contains 57780 members Mstep: Class 7 contains 1763 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7490 members Mstep: Class 10 contains 12039 members Mstep: Class 11 contains 3337 members Mstep: Class 12 contains 7418 members Mstep: Class 13 contains 2754 members Mstep: Class 14 contains 871 members Mstep: Class 15 contains 8334 members Mstep: Class 16 contains 3807 members Mstep: Class 17 contains 421 members Mstep: Class 18 contains 15173 members Mstep: Class 19 contains 12861 members Mstep: Class 20 contains 6230 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19786 members Mstep: Class 23 contains 688 members Mstep: Class 24 contains 1500 members Mstep: Class 25 contains 10224 members Mstep: Class 26 contains 1441 members Mstep: Class 27 contains 5296 members Mstep: Class 28 contains 6583 members Mstep: Class 29 contains 3542 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 406 members Mstep: Class 32 contains 1037 members Entering Unmasked Estep ConsiderDeletion Score: -17800338.000000 Penalty: 18418.673828 Iteration 224Q: 33 clusters Score -1.780034e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101102 members Mstep: Class 2 contains 12674 members Mstep: Class 3 contains 993 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 3441 members Mstep: Class 6 contains 57779 members Mstep: Class 7 contains 1763 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7489 members Mstep: Class 10 contains 12053 members Mstep: Class 11 contains 3336 members Mstep: Class 12 contains 7420 members Mstep: Class 13 contains 2752 members Mstep: Class 14 contains 870 members Mstep: Class 15 contains 8332 members Mstep: Class 16 contains 3807 members Mstep: Class 17 contains 421 members Mstep: Class 18 contains 15164 members Mstep: Class 19 contains 12853 members Mstep: Class 20 contains 6231 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19782 members Mstep: Class 23 contains 688 members Mstep: Class 24 contains 1503 members Mstep: Class 25 contains 10218 members Mstep: Class 26 contains 1442 members Mstep: Class 27 contains 5297 members Mstep: Class 28 contains 6582 members Mstep: Class 29 contains 3549 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 406 members Mstep: Class 32 contains 1037 members Entering Unmasked Estep ConsiderDeletion Score: -17800336.000000 Penalty: 18418.673828 Iteration 225Q: 33 clusters Score -1.780034e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101106 members Mstep: Class 2 contains 12673 members Mstep: Class 3 contains 993 members Mstep: Class 4 contains 2327 members Mstep: Class 5 contains 3441 members Mstep: Class 6 contains 57780 members Mstep: Class 7 contains 1763 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7486 members Mstep: Class 10 contains 12067 members Mstep: Class 11 contains 3337 members Mstep: Class 12 contains 7422 members Mstep: Class 13 contains 2750 members Mstep: Class 14 contains 868 members Mstep: Class 15 contains 8333 members Mstep: Class 16 contains 3806 members Mstep: Class 17 contains 421 members Mstep: Class 18 contains 15154 members Mstep: Class 19 contains 12846 members Mstep: Class 20 contains 6230 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19781 members Mstep: Class 23 contains 688 members Mstep: Class 24 contains 1504 members Mstep: Class 25 contains 10211 members Mstep: Class 26 contains 1443 members Mstep: Class 27 contains 5297 members Mstep: Class 28 contains 6583 members Mstep: Class 29 contains 3556 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 406 members Mstep: Class 32 contains 1037 members Entering Unmasked Estep ConsiderDeletion Score: -17800362.000000 Penalty: 18418.673828 Iteration 226Q: 33 clusters Score -1.780036e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101114 members Mstep: Class 2 contains 12673 members Mstep: Class 3 contains 993 members Mstep: Class 4 contains 2328 members Mstep: Class 5 contains 3441 members Mstep: Class 6 contains 57776 members Mstep: Class 7 contains 1763 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7482 members Mstep: Class 10 contains 12078 members Mstep: Class 11 contains 3336 members Mstep: Class 12 contains 7424 members Mstep: Class 13 contains 2749 members Mstep: Class 14 contains 867 members Mstep: Class 15 contains 8333 members Mstep: Class 16 contains 3806 members Mstep: Class 17 contains 421 members Mstep: Class 18 contains 15146 members Mstep: Class 19 contains 12832 members Mstep: Class 20 contains 6232 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19780 members Mstep: Class 23 contains 688 members Mstep: Class 24 contains 1506 members Mstep: Class 25 contains 10209 members Mstep: Class 26 contains 1445 members Mstep: Class 27 contains 5297 members Mstep: Class 28 contains 6589 members Mstep: Class 29 contains 3558 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 406 members Mstep: Class 32 contains 1037 members Entering Unmasked Estep ConsiderDeletion Score: -17800366.000000 Penalty: 18418.673828 Iteration 227Q: 33 clusters Score -1.780037e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101120 members Mstep: Class 2 contains 12674 members Mstep: Class 3 contains 992 members Mstep: Class 4 contains 2329 members Mstep: Class 5 contains 3441 members Mstep: Class 6 contains 57777 members Mstep: Class 7 contains 1763 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7484 members Mstep: Class 10 contains 12088 members Mstep: Class 11 contains 3335 members Mstep: Class 12 contains 7426 members Mstep: Class 13 contains 2747 members Mstep: Class 14 contains 867 members Mstep: Class 15 contains 8332 members Mstep: Class 16 contains 3806 members Mstep: Class 17 contains 421 members Mstep: Class 18 contains 15143 members Mstep: Class 19 contains 12817 members Mstep: Class 20 contains 6234 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19779 members Mstep: Class 23 contains 688 members Mstep: Class 24 contains 1509 members Mstep: Class 25 contains 10206 members Mstep: Class 26 contains 1446 members Mstep: Class 27 contains 5297 members Mstep: Class 28 contains 6585 members Mstep: Class 29 contains 3560 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 406 members Mstep: Class 32 contains 1037 members Entering Unmasked Estep ConsiderDeletion Score: -17800360.000000 Penalty: 18418.673828 Iteration 228Q: 33 clusters Score -1.780036e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101129 members Mstep: Class 2 contains 12671 members Mstep: Class 3 contains 992 members Mstep: Class 4 contains 2330 members Mstep: Class 5 contains 3441 members Mstep: Class 6 contains 57777 members Mstep: Class 7 contains 1763 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7486 members Mstep: Class 10 contains 12097 members Mstep: Class 11 contains 3334 members Mstep: Class 12 contains 7428 members Mstep: Class 13 contains 2744 members Mstep: Class 14 contains 867 members Mstep: Class 15 contains 8331 members Mstep: Class 16 contains 3806 members Mstep: Class 17 contains 421 members Mstep: Class 18 contains 15140 members Mstep: Class 19 contains 12805 members Mstep: Class 20 contains 6237 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19778 members Mstep: Class 23 contains 688 members Mstep: Class 24 contains 1510 members Mstep: Class 25 contains 10203 members Mstep: Class 26 contains 1447 members Mstep: Class 27 contains 5297 members Mstep: Class 28 contains 6583 members Mstep: Class 29 contains 3561 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 406 members Mstep: Class 32 contains 1037 members Entering Unmasked Estep ConsiderDeletion Score: -17800378.000000 Penalty: 18418.673828 Iteration 229Q: 33 clusters Score -1.780038e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101136 members Mstep: Class 2 contains 12669 members Mstep: Class 3 contains 992 members Mstep: Class 4 contains 2330 members Mstep: Class 5 contains 3441 members Mstep: Class 6 contains 57776 members Mstep: Class 7 contains 1763 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7487 members Mstep: Class 10 contains 12112 members Mstep: Class 11 contains 3333 members Mstep: Class 12 contains 7432 members Mstep: Class 13 contains 2746 members Mstep: Class 14 contains 867 members Mstep: Class 15 contains 8327 members Mstep: Class 16 contains 3806 members Mstep: Class 17 contains 421 members Mstep: Class 18 contains 15133 members Mstep: Class 19 contains 12794 members Mstep: Class 20 contains 6237 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19775 members Mstep: Class 23 contains 688 members Mstep: Class 24 contains 1511 members Mstep: Class 25 contains 10202 members Mstep: Class 26 contains 1447 members Mstep: Class 27 contains 5297 members Mstep: Class 28 contains 6582 members Mstep: Class 29 contains 3562 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 406 members Mstep: Class 32 contains 1037 members Entering Unmasked Estep ConsiderDeletion Score: -17800350.000000 Penalty: 18418.673828 Iteration 230Q: 33 clusters Score -1.780035e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101140 members Mstep: Class 2 contains 12668 members Mstep: Class 3 contains 992 members Mstep: Class 4 contains 2329 members Mstep: Class 5 contains 3441 members Mstep: Class 6 contains 57774 members Mstep: Class 7 contains 1763 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7488 members Mstep: Class 10 contains 12126 members Mstep: Class 11 contains 3332 members Mstep: Class 12 contains 7432 members Mstep: Class 13 contains 2748 members Mstep: Class 14 contains 867 members Mstep: Class 15 contains 8327 members Mstep: Class 16 contains 3806 members Mstep: Class 17 contains 421 members Mstep: Class 18 contains 15127 members Mstep: Class 19 contains 12787 members Mstep: Class 20 contains 6237 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19771 members Mstep: Class 23 contains 688 members Mstep: Class 24 contains 1511 members Mstep: Class 25 contains 10202 members Mstep: Class 26 contains 1447 members Mstep: Class 27 contains 5297 members Mstep: Class 28 contains 6583 members Mstep: Class 29 contains 3562 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 406 members Mstep: Class 32 contains 1037 members Entering Unmasked Estep ConsiderDeletion Score: -17800348.000000 Penalty: 18418.673828 Iteration 231Q: 33 clusters Score -1.780035e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101146 members Mstep: Class 2 contains 12666 members Mstep: Class 3 contains 992 members Mstep: Class 4 contains 2329 members Mstep: Class 5 contains 3441 members Mstep: Class 6 contains 57773 members Mstep: Class 7 contains 1763 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7489 members Mstep: Class 10 contains 12142 members Mstep: Class 11 contains 3332 members Mstep: Class 12 contains 7436 members Mstep: Class 13 contains 2748 members Mstep: Class 14 contains 867 members Mstep: Class 15 contains 8325 members Mstep: Class 16 contains 3806 members Mstep: Class 17 contains 421 members Mstep: Class 18 contains 15117 members Mstep: Class 19 contains 12780 members Mstep: Class 20 contains 6234 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19769 members Mstep: Class 23 contains 688 members Mstep: Class 24 contains 1510 members Mstep: Class 25 contains 10202 members Mstep: Class 26 contains 1447 members Mstep: Class 27 contains 5297 members Mstep: Class 28 contains 6584 members Mstep: Class 29 contains 3562 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 406 members Mstep: Class 32 contains 1037 members Entering Unmasked Estep ConsiderDeletion Score: -17800358.000000 Penalty: 18418.673828 Iteration 232Q: 33 clusters Score -1.780036e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101154 members Mstep: Class 2 contains 12664 members Mstep: Class 3 contains 992 members Mstep: Class 4 contains 2331 members Mstep: Class 5 contains 3440 members Mstep: Class 6 contains 57772 members Mstep: Class 7 contains 1763 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7489 members Mstep: Class 10 contains 12148 members Mstep: Class 11 contains 3332 members Mstep: Class 12 contains 7438 members Mstep: Class 13 contains 2748 members Mstep: Class 14 contains 867 members Mstep: Class 15 contains 8325 members Mstep: Class 16 contains 3806 members Mstep: Class 17 contains 421 members Mstep: Class 18 contains 15106 members Mstep: Class 19 contains 12777 members Mstep: Class 20 contains 6236 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19766 members Mstep: Class 23 contains 688 members Mstep: Class 24 contains 1512 members Mstep: Class 25 contains 10202 members Mstep: Class 26 contains 1447 members Mstep: Class 27 contains 5297 members Mstep: Class 28 contains 6583 members Mstep: Class 29 contains 3562 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 406 members Mstep: Class 32 contains 1037 members Entering Unmasked Estep ConsiderDeletion Score: -17800362.000000 Penalty: 18418.673828 Iteration 233Q: 33 clusters Score -1.780036e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101156 members Mstep: Class 2 contains 12665 members Mstep: Class 3 contains 992 members Mstep: Class 4 contains 2332 members Mstep: Class 5 contains 3440 members Mstep: Class 6 contains 57772 members Mstep: Class 7 contains 1763 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7491 members Mstep: Class 10 contains 12157 members Mstep: Class 11 contains 3332 members Mstep: Class 12 contains 7436 members Mstep: Class 13 contains 2748 members Mstep: Class 14 contains 867 members Mstep: Class 15 contains 8327 members Mstep: Class 16 contains 3806 members Mstep: Class 17 contains 421 members Mstep: Class 18 contains 15098 members Mstep: Class 19 contains 12775 members Mstep: Class 20 contains 6235 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19763 members Mstep: Class 23 contains 688 members Mstep: Class 24 contains 1513 members Mstep: Class 25 contains 10202 members Mstep: Class 26 contains 1447 members Mstep: Class 27 contains 5298 members Mstep: Class 28 contains 6580 members Mstep: Class 29 contains 3562 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 406 members Mstep: Class 32 contains 1037 members Entering Unmasked Estep ConsiderDeletion Score: -17800370.000000 Penalty: 18418.673828 Iteration 234Q: 33 clusters Score -1.780037e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101158 members Mstep: Class 2 contains 12665 members Mstep: Class 3 contains 992 members Mstep: Class 4 contains 2332 members Mstep: Class 5 contains 3440 members Mstep: Class 6 contains 57772 members Mstep: Class 7 contains 1763 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7491 members Mstep: Class 10 contains 12161 members Mstep: Class 11 contains 3332 members Mstep: Class 12 contains 7437 members Mstep: Class 13 contains 2748 members Mstep: Class 14 contains 867 members Mstep: Class 15 contains 8329 members Mstep: Class 16 contains 3807 members Mstep: Class 17 contains 421 members Mstep: Class 18 contains 15094 members Mstep: Class 19 contains 12773 members Mstep: Class 20 contains 6235 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19759 members Mstep: Class 23 contains 688 members Mstep: Class 24 contains 1514 members Mstep: Class 25 contains 10202 members Mstep: Class 26 contains 1447 members Mstep: Class 27 contains 5298 members Mstep: Class 28 contains 6579 members Mstep: Class 29 contains 3562 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 406 members Mstep: Class 32 contains 1037 members Entering Unmasked Estep ConsiderDeletion Score: -17800364.000000 Penalty: 18418.673828 Iteration 235Q: 33 clusters Score -1.780036e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101159 members Mstep: Class 2 contains 12666 members Mstep: Class 3 contains 992 members Mstep: Class 4 contains 2332 members Mstep: Class 5 contains 3440 members Mstep: Class 6 contains 57773 members Mstep: Class 7 contains 1763 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7492 members Mstep: Class 10 contains 12169 members Mstep: Class 11 contains 3332 members Mstep: Class 12 contains 7439 members Mstep: Class 13 contains 2748 members Mstep: Class 14 contains 867 members Mstep: Class 15 contains 8327 members Mstep: Class 16 contains 3807 members Mstep: Class 17 contains 421 members Mstep: Class 18 contains 15089 members Mstep: Class 19 contains 12769 members Mstep: Class 20 contains 6237 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19756 members Mstep: Class 23 contains 688 members Mstep: Class 24 contains 1513 members Mstep: Class 25 contains 10202 members Mstep: Class 26 contains 1447 members Mstep: Class 27 contains 5298 members Mstep: Class 28 contains 6578 members Mstep: Class 29 contains 3562 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 406 members Mstep: Class 32 contains 1037 members Entering Unmasked Estep ConsiderDeletion Score: -17800374.000000 Penalty: 18418.673828 Iteration 236Q: 33 clusters Score -1.780037e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101157 members Mstep: Class 2 contains 12666 members Mstep: Class 3 contains 992 members Mstep: Class 4 contains 2332 members Mstep: Class 5 contains 3440 members Mstep: Class 6 contains 57773 members Mstep: Class 7 contains 1763 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7493 members Mstep: Class 10 contains 12178 members Mstep: Class 11 contains 3332 members Mstep: Class 12 contains 7440 members Mstep: Class 13 contains 2748 members Mstep: Class 14 contains 867 members Mstep: Class 15 contains 8326 members Mstep: Class 16 contains 3808 members Mstep: Class 17 contains 421 members Mstep: Class 18 contains 15089 members Mstep: Class 19 contains 12767 members Mstep: Class 20 contains 6236 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19751 members Mstep: Class 23 contains 688 members Mstep: Class 24 contains 1513 members Mstep: Class 25 contains 10202 members Mstep: Class 26 contains 1447 members Mstep: Class 27 contains 5298 members Mstep: Class 28 contains 6577 members Mstep: Class 29 contains 3562 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 406 members Mstep: Class 32 contains 1037 members Entering Unmasked Estep ConsiderDeletion Score: -17800386.000000 Penalty: 18418.673828 Iteration 237Q: 33 clusters Score -1.780039e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101159 members Mstep: Class 2 contains 12661 members Mstep: Class 3 contains 992 members Mstep: Class 4 contains 2333 members Mstep: Class 5 contains 3440 members Mstep: Class 6 contains 57773 members Mstep: Class 7 contains 1763 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7495 members Mstep: Class 10 contains 12183 members Mstep: Class 11 contains 3330 members Mstep: Class 12 contains 7442 members Mstep: Class 13 contains 2748 members Mstep: Class 14 contains 867 members Mstep: Class 15 contains 8323 members Mstep: Class 16 contains 3806 members Mstep: Class 17 contains 421 members Mstep: Class 18 contains 15089 members Mstep: Class 19 contains 12768 members Mstep: Class 20 contains 6236 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19752 members Mstep: Class 23 contains 688 members Mstep: Class 24 contains 1513 members Mstep: Class 25 contains 10202 members Mstep: Class 26 contains 1447 members Mstep: Class 27 contains 5297 members Mstep: Class 28 contains 6576 members Mstep: Class 29 contains 3562 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 406 members Mstep: Class 32 contains 1037 members Entering Unmasked Estep ConsiderDeletion Score: -17800370.000000 Penalty: 18418.673828 Iteration 238Q: 33 clusters Score -1.780037e+07 nChanged 19 Entering ConstructFrom: Score: -17800370.000000 Penalty: 18418.673828 Entering ConstructFrom: Trying to split cluster 1 (101162 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101162 members Entering Unmasked Estep Score: -6280670.000000 Penalty: 524.363770 Iteration 0F: 2 clusters Score -6280670 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50424 members Mstep: Class 2 contains 50738 members Entering Unmasked Estep Score: -6212678.500000 Penalty: 1048.727539 Iteration 0F: 3 clusters Score -6212678 nChanged 49480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47662 members Mstep: Class 2 contains 53500 members Entering Unmasked Estep Score: -6243944.000000 Penalty: 1048.727539 Iteration 1F: 3 clusters Score -6243944 nChanged 4680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46170 members Mstep: Class 2 contains 54992 members Entering Unmasked Estep Score: -6245849.500000 Penalty: 1048.727539 Iteration 2Q: 3 clusters Score -6245850 nChanged 5028 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44088 members Mstep: Class 2 contains 57074 members Entering Unmasked Estep Score: -6248086.000000 Penalty: 1048.727539 Iteration 3Q: 3 clusters Score -6248086 nChanged 5349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41197 members Mstep: Class 2 contains 59965 members Entering Unmasked Estep Score: -6250622.000000 Penalty: 1048.727539 Iteration 4F: 3 clusters Score -6250622 nChanged 5559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37512 members Mstep: Class 2 contains 63650 members Entering Unmasked Estep Score: -6253607.000000 Penalty: 1048.727539 Iteration 5F: 3 clusters Score -6253607 nChanged 5747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33217 members Mstep: Class 2 contains 67945 members Entering Unmasked Estep Score: -6257159.500000 Penalty: 1048.727539 Iteration 6F: 3 clusters Score -6257160 nChanged 5632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28675 members Mstep: Class 2 contains 72487 members Entering Unmasked Estep Score: -6261092.500000 Penalty: 1048.727539 Iteration 7F: 3 clusters Score -6261092 nChanged 5217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24260 members Mstep: Class 2 contains 76902 members Entering Unmasked Estep Score: -6265082.500000 Penalty: 1048.727539 Iteration 8F: 3 clusters Score -6265082 nChanged 4376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20422 members Mstep: Class 2 contains 80740 members Entering Unmasked Estep Score: -6268102.500000 Penalty: 1048.727539 Iteration 9Q: 3 clusters Score -6268102 nChanged 3563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17207 members Mstep: Class 2 contains 83955 members Entering Unmasked Estep Score: -6270532.000000 Penalty: 1048.727539 Iteration 10Q: 3 clusters Score -6270532 nChanged 2832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14535 members Mstep: Class 2 contains 86627 members Entering Unmasked Estep Score: -6272272.000000 Penalty: 1048.727539 Iteration 11Q: 3 clusters Score -6272272 nChanged 2362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12213 members Mstep: Class 2 contains 88949 members Entering Unmasked Estep Score: -6273701.500000 Penalty: 1048.727539 Iteration 12Q: 3 clusters Score -6273702 nChanged 2063 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10162 members Mstep: Class 2 contains 91000 members Entering Unmasked Estep Score: -6275027.500000 Penalty: 1048.727539 Iteration 13Q: 3 clusters Score -6275028 nChanged 1855 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8315 members Mstep: Class 2 contains 92847 members Entering Unmasked Estep Score: -6276185.500000 Penalty: 1048.727539 Iteration 14Q: 3 clusters Score -6276186 nChanged 1536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6779 members Mstep: Class 2 contains 94383 members Entering Unmasked Estep Score: -6277206.500000 Penalty: 1048.727539 Iteration 15Q: 3 clusters Score -6277206 nChanged 1293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5486 members Mstep: Class 2 contains 95676 members Entering Unmasked Estep Score: -6278084.000000 Penalty: 1048.727539 Iteration 16Q: 3 clusters Score -6278084 nChanged 1030 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4458 members Mstep: Class 2 contains 96704 members Entering Unmasked Estep Score: -6278756.000000 Penalty: 1048.727539 Iteration 17Q: 3 clusters Score -6278756 nChanged 845 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3625 members Mstep: Class 2 contains 97537 members Entering Unmasked Estep Score: -6279322.500000 Penalty: 1048.727539 Iteration 18Q: 3 clusters Score -6279322 nChanged 667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 98198 members Entering Unmasked Estep Score: -6279708.500000 Penalty: 1048.727539 Iteration 19Q: 3 clusters Score -6279708 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 98698 members Entering Unmasked Estep Score: -6279961.500000 Penalty: 1048.727539 Iteration 20F: 3 clusters Score -6279962 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2073 members Mstep: Class 2 contains 99089 members Entering Unmasked Estep Score: -6280153.500000 Penalty: 1048.727539 Iteration 21Q: 3 clusters Score -6280154 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 99378 members Entering Unmasked Estep Score: -6280285.500000 Penalty: 1048.727539 Iteration 22Q: 3 clusters Score -6280286 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 99595 members Entering Unmasked Estep Score: -6280379.000000 Penalty: 1048.727539 Iteration 23Q: 3 clusters Score -6280379 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 99757 members Entering Unmasked Estep Score: -6280450.500000 Penalty: 1048.727539 Iteration 24Q: 3 clusters Score -6280450 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 99868 members Entering Unmasked Estep Score: -6280464.500000 Penalty: 1048.727539 Iteration 25Q: 3 clusters Score -6280464 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 99937 members Entering Unmasked Estep Score: -6280475.000000 Penalty: 1048.727539 Iteration 26Q: 3 clusters Score -6280475 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 99996 members Entering Unmasked Estep Score: -6280487.500000 Penalty: 1048.727539 Iteration 27Q: 3 clusters Score -6280488 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 100042 members Entering Unmasked Estep Score: -6280507.500000 Penalty: 1048.727539 Iteration 28Q: 3 clusters Score -6280508 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 100081 members Entering Unmasked Estep Score: -6280512.500000 Penalty: 1048.727539 Iteration 29Q: 3 clusters Score -6280512 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 100117 members Entering Unmasked Estep Score: -6280533.500000 Penalty: 1048.727539 Iteration 30Q: 3 clusters Score -6280534 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 100148 members Entering Unmasked Estep Score: -6280539.500000 Penalty: 1048.727539 Iteration 31Q: 3 clusters Score -6280540 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 100176 members Entering Unmasked Estep Score: -6280543.000000 Penalty: 1048.727539 Iteration 32Q: 3 clusters Score -6280543 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 100201 members Entering Unmasked Estep Score: -6280553.500000 Penalty: 1048.727539 Iteration 33Q: 3 clusters Score -6280554 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 100224 members Entering Unmasked Estep Score: -6280548.000000 Penalty: 1048.727539 Iteration 34Q: 3 clusters Score -6280548 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 100240 members Entering Unmasked Estep Score: -6280556.500000 Penalty: 1048.727539 Iteration 35Q: 3 clusters Score -6280556 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 100254 members Entering Unmasked Estep Score: -6280559.000000 Penalty: 1048.727539 Iteration 36Q: 3 clusters Score -6280559 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 100268 members Entering Unmasked Estep Score: -6280562.000000 Penalty: 1048.727539 Iteration 37Q: 3 clusters Score -6280562 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 100280 members Entering Unmasked Estep Score: -6280560.000000 Penalty: 1048.727539 Iteration 38Q: 3 clusters Score -6280560 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 100281 members Entering Unmasked Estep Score: -6280559.000000 Penalty: 1048.727539 Iteration 39Q: 3 clusters Score -6280559 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 100282 members Entering Unmasked Estep Score: -6280556.500000 Penalty: 1048.727539 Iteration 40F: 3 clusters Score -6280556 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 100283 members Entering Unmasked Estep Score: -6280558.500000 Penalty: 1048.727539 Iteration 41Q: 3 clusters Score -6280558 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 100286 members Entering Unmasked Estep Score: -6280562.000000 Penalty: 1048.727539 Iteration 42Q: 3 clusters Score -6280562 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 100290 members Entering Unmasked Estep Score: -6280563.000000 Penalty: 1048.727539 Iteration 43Q: 3 clusters Score -6280563 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 100294 members Entering Unmasked Estep Score: -6280561.500000 Penalty: 1048.727539 Iteration 44Q: 3 clusters Score -6280562 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 100300 members Entering Unmasked Estep Score: -6280559.500000 Penalty: 1048.727539 Iteration 45Q: 3 clusters Score -6280560 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 100308 members Entering Unmasked Estep Score: -6280568.000000 Penalty: 1048.727539 Iteration 46Q: 3 clusters Score -6280568 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 100314 members Entering Unmasked Estep Score: -6280566.000000 Penalty: 1048.727539 Iteration 47Q: 3 clusters Score -6280566 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 100321 members Entering Unmasked Estep Score: -6280558.500000 Penalty: 1048.727539 Iteration 48Q: 3 clusters Score -6280558 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 100328 members Entering Unmasked Estep Score: -6280568.000000 Penalty: 1048.727539 Iteration 49Q: 3 clusters Score -6280568 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 100334 members Entering Unmasked Estep Score: -6280563.500000 Penalty: 1048.727539 Iteration 50Q: 3 clusters Score -6280564 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 100341 members Entering Unmasked Estep Score: -6280571.500000 Penalty: 1048.727539 Iteration 51Q: 3 clusters Score -6280572 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 100345 members Entering Unmasked Estep Score: -6280578.000000 Penalty: 1048.727539 Iteration 52Q: 3 clusters Score -6280578 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 100348 members Entering Unmasked Estep Score: -6280579.000000 Penalty: 1048.727539 Iteration 53Q: 3 clusters Score -6280579 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 100350 members Entering Unmasked Estep Score: -6280568.500000 Penalty: 1048.727539 Iteration 54Q: 3 clusters Score -6280568 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 100351 members Entering Unmasked Estep Score: -6280572.000000 Penalty: 1048.727539 Iteration 55Q: 3 clusters Score -6280572 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 100351 members Entering Unmasked Estep Score: -6280572.000000 Penalty: 1048.727539 Iteration 56F: 3 clusters Score -6280572 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (12657 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12657 members Entering Unmasked Estep Score: -768901.062500 Penalty: 429.791443 Iteration 0F: 2 clusters Score -768901.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6325 members Mstep: Class 2 contains 6332 members Entering Unmasked Estep Score: -760531.437500 Penalty: 859.582886 Iteration 0F: 3 clusters Score -760531.4 nChanged 5879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6242 members Mstep: Class 2 contains 6415 members Entering Unmasked Estep Score: -763865.375000 Penalty: 859.582886 Iteration 1F: 3 clusters Score -763865.4 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6292 members Mstep: Class 2 contains 6365 members Entering Unmasked Estep Score: -764032.812500 Penalty: 859.582886 Iteration 2Q: 3 clusters Score -764032.8 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6344 members Mstep: Class 2 contains 6313 members Entering Unmasked Estep Score: -764237.062500 Penalty: 859.582886 Iteration 3Q: 3 clusters Score -764237.1 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6408 members Mstep: Class 2 contains 6249 members Entering Unmasked Estep Score: -764464.500000 Penalty: 859.582886 Iteration 4Q: 3 clusters Score -764464.5 nChanged 590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6496 members Mstep: Class 2 contains 6161 members Entering Unmasked Estep Score: -764742.812500 Penalty: 859.582886 Iteration 5Q: 3 clusters Score -764742.8 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6570 members Mstep: Class 2 contains 6087 members Entering Unmasked Estep Score: -765059.375000 Penalty: 859.582886 Iteration 6Q: 3 clusters Score -765059.4 nChanged 598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6612 members Mstep: Class 2 contains 6045 members Entering Unmasked Estep Score: -765414.437500 Penalty: 859.582886 Iteration 7Q: 3 clusters Score -765414.4 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6666 members Mstep: Class 2 contains 5991 members Entering Unmasked Estep Score: -765796.875000 Penalty: 859.582886 Iteration 8Q: 3 clusters Score -765796.9 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6698 members Mstep: Class 2 contains 5959 members Entering Unmasked Estep Score: -766031.750000 Penalty: 859.582886 Iteration 9Q: 3 clusters Score -766031.8 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6700 members Mstep: Class 2 contains 5957 members Entering Unmasked Estep Score: -766134.062500 Penalty: 859.582886 Iteration 10Q: 3 clusters Score -766134.1 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6736 members Mstep: Class 2 contains 5921 members Entering Unmasked Estep Score: -766183.062500 Penalty: 859.582886 Iteration 11Q: 3 clusters Score -766183.1 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6767 members Mstep: Class 2 contains 5890 members Entering Unmasked Estep Score: -766205.375000 Penalty: 859.582886 Iteration 12Q: 3 clusters Score -766205.4 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6807 members Mstep: Class 2 contains 5850 members Entering Unmasked Estep Score: -766223.000000 Penalty: 859.582886 Iteration 13Q: 3 clusters Score -766223 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6847 members Mstep: Class 2 contains 5810 members Entering Unmasked Estep Score: -766246.625000 Penalty: 859.582886 Iteration 14Q: 3 clusters Score -766246.6 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6873 members Mstep: Class 2 contains 5784 members Entering Unmasked Estep Score: -766258.687500 Penalty: 859.582886 Iteration 15Q: 3 clusters Score -766258.7 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6905 members Mstep: Class 2 contains 5752 members Entering Unmasked Estep Score: -766273.625000 Penalty: 859.582886 Iteration 16Q: 3 clusters Score -766273.6 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6941 members Mstep: Class 2 contains 5716 members Entering Unmasked Estep Score: -766286.250000 Penalty: 859.582886 Iteration 17Q: 3 clusters Score -766286.2 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6993 members Mstep: Class 2 contains 5664 members Entering Unmasked Estep Score: -766308.687500 Penalty: 859.582886 Iteration 18Q: 3 clusters Score -766308.7 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7058 members Mstep: Class 2 contains 5599 members Entering Unmasked Estep Score: -766332.000000 Penalty: 859.582886 Iteration 19Q: 3 clusters Score -766332 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7132 members Mstep: Class 2 contains 5525 members Entering Unmasked Estep Score: -766354.875000 Penalty: 859.582886 Iteration 20F: 3 clusters Score -766354.9 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7215 members Mstep: Class 2 contains 5442 members Entering Unmasked Estep Score: -766379.250000 Penalty: 859.582886 Iteration 21Q: 3 clusters Score -766379.2 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7312 members Mstep: Class 2 contains 5345 members Entering Unmasked Estep Score: -766409.062500 Penalty: 859.582886 Iteration 22Q: 3 clusters Score -766409.1 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7420 members Mstep: Class 2 contains 5237 members Entering Unmasked Estep Score: -766444.875000 Penalty: 859.582886 Iteration 23Q: 3 clusters Score -766444.9 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7535 members Mstep: Class 2 contains 5122 members Entering Unmasked Estep Score: -766478.187500 Penalty: 859.582886 Iteration 24Q: 3 clusters Score -766478.2 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7643 members Mstep: Class 2 contains 5014 members Entering Unmasked Estep Score: -766506.500000 Penalty: 859.582886 Iteration 25Q: 3 clusters Score -766506.5 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7748 members Mstep: Class 2 contains 4909 members Entering Unmasked Estep Score: -766538.562500 Penalty: 859.582886 Iteration 26Q: 3 clusters Score -766538.6 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7844 members Mstep: Class 2 contains 4813 members Entering Unmasked Estep Score: -766563.625000 Penalty: 859.582886 Iteration 27Q: 3 clusters Score -766563.6 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7942 members Mstep: Class 2 contains 4715 members Entering Unmasked Estep Score: -766592.500000 Penalty: 859.582886 Iteration 28Q: 3 clusters Score -766592.5 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8058 members Mstep: Class 2 contains 4599 members Entering Unmasked Estep Score: -766620.562500 Penalty: 859.582886 Iteration 29Q: 3 clusters Score -766620.6 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8168 members Mstep: Class 2 contains 4489 members Entering Unmasked Estep Score: -766648.187500 Penalty: 859.582886 Iteration 30Q: 3 clusters Score -766648.2 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8267 members Mstep: Class 2 contains 4390 members Entering Unmasked Estep Score: -766670.125000 Penalty: 859.582886 Iteration 31Q: 3 clusters Score -766670.1 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8368 members Mstep: Class 2 contains 4289 members Entering Unmasked Estep Score: -766695.625000 Penalty: 859.582886 Iteration 32Q: 3 clusters Score -766695.6 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8487 members Mstep: Class 2 contains 4170 members Entering Unmasked Estep Score: -766733.062500 Penalty: 859.582886 Iteration 33Q: 3 clusters Score -766733.1 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8633 members Mstep: Class 2 contains 4024 members Entering Unmasked Estep Score: -766779.875000 Penalty: 859.582886 Iteration 34Q: 3 clusters Score -766779.9 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8800 members Mstep: Class 2 contains 3857 members Entering Unmasked Estep Score: -766841.187500 Penalty: 859.582886 Iteration 35Q: 3 clusters Score -766841.2 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8988 members Mstep: Class 2 contains 3669 members Entering Unmasked Estep Score: -766926.125000 Penalty: 859.582886 Iteration 36Q: 3 clusters Score -766926.1 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9203 members Mstep: Class 2 contains 3454 members Entering Unmasked Estep Score: -767036.500000 Penalty: 859.582886 Iteration 37Q: 3 clusters Score -767036.5 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9387 members Mstep: Class 2 contains 3270 members Entering Unmasked Estep Score: -767136.187500 Penalty: 859.582886 Iteration 38Q: 3 clusters Score -767136.2 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9594 members Mstep: Class 2 contains 3063 members Entering Unmasked Estep Score: -767255.875000 Penalty: 859.582886 Iteration 39Q: 3 clusters Score -767255.9 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9796 members Mstep: Class 2 contains 2861 members Entering Unmasked Estep Score: -767393.125000 Penalty: 859.582886 Iteration 40F: 3 clusters Score -767393.1 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9975 members Mstep: Class 2 contains 2682 members Entering Unmasked Estep Score: -767530.437500 Penalty: 859.582886 Iteration 41Q: 3 clusters Score -767530.4 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10128 members Mstep: Class 2 contains 2529 members Entering Unmasked Estep Score: -767646.500000 Penalty: 859.582886 Iteration 42Q: 3 clusters Score -767646.5 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10273 members Mstep: Class 2 contains 2384 members Entering Unmasked Estep Score: -767776.125000 Penalty: 859.582886 Iteration 43Q: 3 clusters Score -767776.1 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10395 members Mstep: Class 2 contains 2262 members Entering Unmasked Estep Score: -767898.687500 Penalty: 859.582886 Iteration 44Q: 3 clusters Score -767898.7 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10479 members Mstep: Class 2 contains 2178 members Entering Unmasked Estep Score: -768001.875000 Penalty: 859.582886 Iteration 45Q: 3 clusters Score -768001.9 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10548 members Mstep: Class 2 contains 2109 members Entering Unmasked Estep Score: -768082.250000 Penalty: 859.582886 Iteration 46Q: 3 clusters Score -768082.2 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10601 members Mstep: Class 2 contains 2056 members Entering Unmasked Estep Score: -768153.500000 Penalty: 859.582886 Iteration 47Q: 3 clusters Score -768153.5 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10629 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -768199.812500 Penalty: 859.582886 Iteration 48Q: 3 clusters Score -768199.8 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10650 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -768236.187500 Penalty: 859.582886 Iteration 49Q: 3 clusters Score -768236.2 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10665 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -768255.000000 Penalty: 859.582886 Iteration 50Q: 3 clusters Score -768255 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10680 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -768270.812500 Penalty: 859.582886 Iteration 51Q: 3 clusters Score -768270.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10700 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -768281.312500 Penalty: 859.582886 Iteration 52Q: 3 clusters Score -768281.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10727 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -768286.187500 Penalty: 859.582886 Iteration 53Q: 3 clusters Score -768286.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10748 members Mstep: Class 2 contains 1909 members Entering Unmasked Estep Score: -768291.125000 Penalty: 859.582886 Iteration 54Q: 3 clusters Score -768291.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10778 members Mstep: Class 2 contains 1879 members Entering Unmasked Estep Score: -768301.375000 Penalty: 859.582886 Iteration 55Q: 3 clusters Score -768301.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10800 members Mstep: Class 2 contains 1857 members Entering Unmasked Estep Score: -768304.500000 Penalty: 859.582886 Iteration 56Q: 3 clusters Score -768304.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10826 members Mstep: Class 2 contains 1831 members Entering Unmasked Estep Score: -768311.750000 Penalty: 859.582886 Iteration 57Q: 3 clusters Score -768311.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10861 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -768319.812500 Penalty: 859.582886 Iteration 58Q: 3 clusters Score -768319.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10903 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -768331.875000 Penalty: 859.582886 Iteration 59Q: 3 clusters Score -768331.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10961 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -768351.437500 Penalty: 859.582886 Iteration 60F: 3 clusters Score -768351.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11013 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -768366.062500 Penalty: 859.582886 Iteration 61Q: 3 clusters Score -768366.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11060 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -768378.625000 Penalty: 859.582886 Iteration 62Q: 3 clusters Score -768378.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11105 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -768391.312500 Penalty: 859.582886 Iteration 63Q: 3 clusters Score -768391.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11147 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -768402.250000 Penalty: 859.582886 Iteration 64Q: 3 clusters Score -768402.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11182 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -768411.312500 Penalty: 859.582886 Iteration 65Q: 3 clusters Score -768411.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11219 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -768421.562500 Penalty: 859.582886 Iteration 66Q: 3 clusters Score -768421.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11254 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -768430.000000 Penalty: 859.582886 Iteration 67Q: 3 clusters Score -768430 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11287 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -768436.562500 Penalty: 859.582886 Iteration 68Q: 3 clusters Score -768436.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11312 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -768442.062500 Penalty: 859.582886 Iteration 69Q: 3 clusters Score -768442.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11338 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -768444.750000 Penalty: 859.582886 Iteration 70Q: 3 clusters Score -768444.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11358 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -768449.062500 Penalty: 859.582886 Iteration 71Q: 3 clusters Score -768449.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11377 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -768451.562500 Penalty: 859.582886 Iteration 72Q: 3 clusters Score -768451.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11392 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -768452.625000 Penalty: 859.582886 Iteration 73Q: 3 clusters Score -768452.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11410 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -768454.187500 Penalty: 859.582886 Iteration 74Q: 3 clusters Score -768454.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11431 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -768457.625000 Penalty: 859.582886 Iteration 75Q: 3 clusters Score -768457.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11445 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -768461.125000 Penalty: 859.582886 Iteration 76Q: 3 clusters Score -768461.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11455 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -768460.375000 Penalty: 859.582886 Iteration 77Q: 3 clusters Score -768460.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11464 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -768461.625000 Penalty: 859.582886 Iteration 78Q: 3 clusters Score -768461.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11474 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -768464.625000 Penalty: 859.582886 Iteration 79Q: 3 clusters Score -768464.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11482 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -768464.500000 Penalty: 859.582886 Iteration 80F: 3 clusters Score -768464.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11488 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -768464.062500 Penalty: 859.582886 Iteration 81Q: 3 clusters Score -768464.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11491 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -768464.937500 Penalty: 859.582886 Iteration 82Q: 3 clusters Score -768464.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11492 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -768463.625000 Penalty: 859.582886 Iteration 83Q: 3 clusters Score -768463.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11494 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -768463.000000 Penalty: 859.582886 Iteration 84Q: 3 clusters Score -768463 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11497 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -768465.562500 Penalty: 859.582886 Iteration 85Q: 3 clusters Score -768465.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11500 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -768465.375000 Penalty: 859.582886 Iteration 86Q: 3 clusters Score -768465.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11503 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -768465.937500 Penalty: 859.582886 Iteration 87Q: 3 clusters Score -768465.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11504 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -768465.687500 Penalty: 859.582886 Iteration 88Q: 3 clusters Score -768465.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11504 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -768465.687500 Penalty: 859.582886 Iteration 89F: 3 clusters Score -768465.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (991 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Entering Unmasked Estep Score: -50416.238281 Penalty: 313.891510 Iteration 0F: 2 clusters Score -50416.24 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -49599.238281 Penalty: 627.783020 Iteration 0F: 3 clusters Score -49599.24 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -49848.441406 Penalty: 627.783020 Iteration 1F: 3 clusters Score -49848.44 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -49915.742188 Penalty: 627.783020 Iteration 2F: 3 clusters Score -49915.74 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -49953.039062 Penalty: 627.783020 Iteration 3F: 3 clusters Score -49953.04 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -49973.859375 Penalty: 627.783020 Iteration 4Q: 3 clusters Score -49973.86 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -49988.242188 Penalty: 627.783020 Iteration 5Q: 3 clusters Score -49988.24 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -50001.851562 Penalty: 627.783020 Iteration 6Q: 3 clusters Score -50001.85 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -50017.492188 Penalty: 627.783020 Iteration 7Q: 3 clusters Score -50017.49 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -50035.968750 Penalty: 627.783020 Iteration 8Q: 3 clusters Score -50035.97 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -50051.390625 Penalty: 627.783020 Iteration 9Q: 3 clusters Score -50051.39 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -50062.214844 Penalty: 627.783020 Iteration 10Q: 3 clusters Score -50062.21 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -50069.023438 Penalty: 627.783020 Iteration 11Q: 3 clusters Score -50069.02 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -50074.019531 Penalty: 627.783020 Iteration 12Q: 3 clusters Score -50074.02 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -50076.929688 Penalty: 627.783020 Iteration 13Q: 3 clusters Score -50076.93 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -50078.082031 Penalty: 627.783020 Iteration 14Q: 3 clusters Score -50078.08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -50078.695312 Penalty: 627.783020 Iteration 15Q: 3 clusters Score -50078.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -50079.019531 Penalty: 627.783020 Iteration 16Q: 3 clusters Score -50079.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -50079.363281 Penalty: 627.783020 Iteration 17Q: 3 clusters Score -50079.36 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -50079.906250 Penalty: 627.783020 Iteration 18Q: 3 clusters Score -50079.91 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -50079.906250 Penalty: 627.783020 Iteration 19F: 3 clusters Score -50079.91 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2334 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Entering Unmasked Estep Score: -107920.523438 Penalty: 352.867920 Iteration 0F: 2 clusters Score -107920.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -106241.117188 Penalty: 705.735840 Iteration 0F: 3 clusters Score -106241.1 nChanged 1035 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -106939.937500 Penalty: 705.735840 Iteration 1F: 3 clusters Score -106939.9 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -107127.320312 Penalty: 705.735840 Iteration 2F: 3 clusters Score -107127.3 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -107276.453125 Penalty: 705.735840 Iteration 3F: 3 clusters Score -107276.5 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -107372.281250 Penalty: 705.735840 Iteration 4F: 3 clusters Score -107372.3 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -107424.742188 Penalty: 705.735840 Iteration 5Q: 3 clusters Score -107424.7 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -107467.390625 Penalty: 705.735840 Iteration 6Q: 3 clusters Score -107467.4 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -107510.359375 Penalty: 705.735840 Iteration 7Q: 3 clusters Score -107510.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -107547.476562 Penalty: 705.735840 Iteration 8Q: 3 clusters Score -107547.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -107580.234375 Penalty: 705.735840 Iteration 9Q: 3 clusters Score -107580.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -107601.062500 Penalty: 705.735840 Iteration 10Q: 3 clusters Score -107601.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -107612.914062 Penalty: 705.735840 Iteration 11Q: 3 clusters Score -107612.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -107621.351562 Penalty: 705.735840 Iteration 12Q: 3 clusters Score -107621.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -107631.867188 Penalty: 705.735840 Iteration 13Q: 3 clusters Score -107631.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -107645.796875 Penalty: 705.735840 Iteration 14Q: 3 clusters Score -107645.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -107652.921875 Penalty: 705.735840 Iteration 15Q: 3 clusters Score -107652.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -107659.804688 Penalty: 705.735840 Iteration 16Q: 3 clusters Score -107659.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -107667.625000 Penalty: 705.735840 Iteration 17Q: 3 clusters Score -107667.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -107672.382812 Penalty: 705.735840 Iteration 18Q: 3 clusters Score -107672.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -107680.031250 Penalty: 705.735840 Iteration 19Q: 3 clusters Score -107680 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1795 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -107689.523438 Penalty: 705.735840 Iteration 20F: 3 clusters Score -107689.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -107696.234375 Penalty: 705.735840 Iteration 21Q: 3 clusters Score -107696.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -107700.984375 Penalty: 705.735840 Iteration 22Q: 3 clusters Score -107701 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1830 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -107702.070312 Penalty: 705.735840 Iteration 23Q: 3 clusters Score -107702.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -107703.171875 Penalty: 705.735840 Iteration 24Q: 3 clusters Score -107703.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -107703.867188 Penalty: 705.735840 Iteration 25Q: 3 clusters Score -107703.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -107704.453125 Penalty: 705.735840 Iteration 26Q: 3 clusters Score -107704.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1837 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -107704.679688 Penalty: 705.735840 Iteration 27Q: 3 clusters Score -107704.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -107704.945312 Penalty: 705.735840 Iteration 28Q: 3 clusters Score -107704.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -107705.132812 Penalty: 705.735840 Iteration 29Q: 3 clusters Score -107705.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -107705.468750 Penalty: 705.735840 Iteration 30Q: 3 clusters Score -107705.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -107705.929688 Penalty: 705.735840 Iteration 31Q: 3 clusters Score -107705.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -107705.929688 Penalty: 705.735840 Iteration 32F: 3 clusters Score -107705.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (3440 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3440 members Entering Unmasked Estep Score: -196175.375000 Penalty: 370.516815 Iteration 0F: 2 clusters Score -196175.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -193840.000000 Penalty: 741.033630 Iteration 0F: 3 clusters Score -193840 nChanged 1536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -194971.812500 Penalty: 741.033630 Iteration 1F: 3 clusters Score -194971.8 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2203 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -195467.203125 Penalty: 741.033630 Iteration 2F: 3 clusters Score -195467.2 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2344 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -195924.859375 Penalty: 741.033630 Iteration 3F: 3 clusters Score -195924.9 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2415 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -196183.546875 Penalty: 741.033630 Iteration 4F: 3 clusters Score -196183.5 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2422 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -196302.890625 Penalty: 741.033630 Iteration 5Q: 3 clusters Score -196302.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2423 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -196340.343750 Penalty: 741.033630 Iteration 6Q: 3 clusters Score -196340.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2424 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -196350.359375 Penalty: 741.033630 Iteration 7Q: 3 clusters Score -196350.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2427 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -196353.312500 Penalty: 741.033630 Iteration 8Q: 3 clusters Score -196353.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2427 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -196355.218750 Penalty: 741.033630 Iteration 9Q: 3 clusters Score -196355.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2424 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -196356.703125 Penalty: 741.033630 Iteration 10Q: 3 clusters Score -196356.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2422 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -196357.875000 Penalty: 741.033630 Iteration 11Q: 3 clusters Score -196357.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2424 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -196358.171875 Penalty: 741.033630 Iteration 12Q: 3 clusters Score -196358.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2424 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -196358.171875 Penalty: 741.033630 Iteration 13F: 3 clusters Score -196358.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101162 members Mstep: Class 2 contains 12657 members Mstep: Class 3 contains 991 members Mstep: Class 4 contains 2334 members Mstep: Class 5 contains 2424 members Mstep: Class 6 contains 57773 members Mstep: Class 7 contains 1763 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7497 members Mstep: Class 10 contains 12185 members Mstep: Class 11 contains 3328 members Mstep: Class 12 contains 7444 members Mstep: Class 13 contains 2748 members Mstep: Class 14 contains 867 members Mstep: Class 15 contains 8320 members Mstep: Class 16 contains 3804 members Mstep: Class 17 contains 421 members Mstep: Class 18 contains 15090 members Mstep: Class 19 contains 12768 members Mstep: Class 20 contains 6239 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19751 members Mstep: Class 23 contains 688 members Mstep: Class 24 contains 1513 members Mstep: Class 25 contains 10202 members Mstep: Class 26 contains 1447 members Mstep: Class 27 contains 5297 members Mstep: Class 28 contains 6574 members Mstep: Class 29 contains 3563 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 406 members Mstep: Class 32 contains 1037 members Mstep: Class 33 contains 1016 members Entering Unmasked Estep Score: -17800352.000000 Penalty: 18994.255859 Splitting cluster 5 changes total score from -17800370.000000 to -17800352.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 6 (57773 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57773 members Entering Unmasked Estep Score: -3603466.250000 Penalty: 498.874603 Iteration 0F: 2 clusters Score -3603466 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28816 members Mstep: Class 2 contains 28957 members Entering Unmasked Estep Score: -3564500.500000 Penalty: 997.749207 Iteration 0F: 3 clusters Score -3564500 nChanged 28046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24968 members Mstep: Class 2 contains 32805 members Entering Unmasked Estep Score: -3582846.500000 Penalty: 997.749207 Iteration 1F: 3 clusters Score -3582846 nChanged 3507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23137 members Mstep: Class 2 contains 34636 members Entering Unmasked Estep Score: -3584773.000000 Penalty: 997.749207 Iteration 2F: 3 clusters Score -3584773 nChanged 3819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21020 members Mstep: Class 2 contains 36753 members Entering Unmasked Estep Score: -3587385.750000 Penalty: 997.749207 Iteration 3F: 3 clusters Score -3587386 nChanged 3845 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18905 members Mstep: Class 2 contains 38868 members Entering Unmasked Estep Score: -3590364.500000 Penalty: 997.749207 Iteration 4F: 3 clusters Score -3590364 nChanged 3568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17123 members Mstep: Class 2 contains 40650 members Entering Unmasked Estep Score: -3593313.250000 Penalty: 997.749207 Iteration 5F: 3 clusters Score -3593313 nChanged 2911 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15810 members Mstep: Class 2 contains 41963 members Entering Unmasked Estep Score: -3595483.000000 Penalty: 997.749207 Iteration 6F: 3 clusters Score -3595483 nChanged 2040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14800 members Mstep: Class 2 contains 42973 members Entering Unmasked Estep Score: -3596609.000000 Penalty: 997.749207 Iteration 7Q: 3 clusters Score -3596609 nChanged 1320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13860 members Mstep: Class 2 contains 43913 members Entering Unmasked Estep Score: -3597222.000000 Penalty: 997.749207 Iteration 8Q: 3 clusters Score -3597222 nChanged 983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12973 members Mstep: Class 2 contains 44800 members Entering Unmasked Estep Score: -3597632.500000 Penalty: 997.749207 Iteration 9Q: 3 clusters Score -3597632 nChanged 895 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12102 members Mstep: Class 2 contains 45671 members Entering Unmasked Estep Score: -3597967.500000 Penalty: 997.749207 Iteration 10Q: 3 clusters Score -3597968 nChanged 914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11198 members Mstep: Class 2 contains 46575 members Entering Unmasked Estep Score: -3598321.000000 Penalty: 997.749207 Iteration 11Q: 3 clusters Score -3598321 nChanged 882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10324 members Mstep: Class 2 contains 47449 members Entering Unmasked Estep Score: -3598665.000000 Penalty: 997.749207 Iteration 12Q: 3 clusters Score -3598665 nChanged 875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9455 members Mstep: Class 2 contains 48318 members Entering Unmasked Estep Score: -3599005.000000 Penalty: 997.749207 Iteration 13Q: 3 clusters Score -3599005 nChanged 841 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8618 members Mstep: Class 2 contains 49155 members Entering Unmasked Estep Score: -3599326.250000 Penalty: 997.749207 Iteration 14Q: 3 clusters Score -3599326 nChanged 827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7791 members Mstep: Class 2 contains 49982 members Entering Unmasked Estep Score: -3599672.500000 Penalty: 997.749207 Iteration 15Q: 3 clusters Score -3599672 nChanged 829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6966 members Mstep: Class 2 contains 50807 members Entering Unmasked Estep Score: -3600010.500000 Penalty: 997.749207 Iteration 16Q: 3 clusters Score -3600010 nChanged 808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6158 members Mstep: Class 2 contains 51615 members Entering Unmasked Estep Score: -3600389.000000 Penalty: 997.749207 Iteration 17Q: 3 clusters Score -3600389 nChanged 766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5392 members Mstep: Class 2 contains 52381 members Entering Unmasked Estep Score: -3600740.000000 Penalty: 997.749207 Iteration 18Q: 3 clusters Score -3600740 nChanged 686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4710 members Mstep: Class 2 contains 53063 members Entering Unmasked Estep Score: -3601054.250000 Penalty: 997.749207 Iteration 19Q: 3 clusters Score -3601054 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4093 members Mstep: Class 2 contains 53680 members Entering Unmasked Estep Score: -3601401.500000 Penalty: 997.749207 Iteration 20F: 3 clusters Score -3601402 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3533 members Mstep: Class 2 contains 54240 members Entering Unmasked Estep Score: -3601683.000000 Penalty: 997.749207 Iteration 21Q: 3 clusters Score -3601683 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3039 members Mstep: Class 2 contains 54734 members Entering Unmasked Estep Score: -3601928.750000 Penalty: 997.749207 Iteration 22Q: 3 clusters Score -3601929 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2597 members Mstep: Class 2 contains 55176 members Entering Unmasked Estep Score: -3602157.750000 Penalty: 997.749207 Iteration 23Q: 3 clusters Score -3602158 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2220 members Mstep: Class 2 contains 55553 members Entering Unmasked Estep Score: -3602362.000000 Penalty: 997.749207 Iteration 24Q: 3 clusters Score -3602362 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Mstep: Class 2 contains 55892 members Entering Unmasked Estep Score: -3602563.250000 Penalty: 997.749207 Iteration 25Q: 3 clusters Score -3602563 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 56170 members Entering Unmasked Estep Score: -3602719.000000 Penalty: 997.749207 Iteration 26Q: 3 clusters Score -3602719 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 56402 members Entering Unmasked Estep Score: -3602853.250000 Penalty: 997.749207 Iteration 27Q: 3 clusters Score -3602853 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 56576 members Entering Unmasked Estep Score: -3602909.750000 Penalty: 997.749207 Iteration 28Q: 3 clusters Score -3602910 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 56719 members Entering Unmasked Estep Score: -3602990.250000 Penalty: 997.749207 Iteration 29Q: 3 clusters Score -3602990 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 56823 members Entering Unmasked Estep Score: -3603038.500000 Penalty: 997.749207 Iteration 30Q: 3 clusters Score -3603038 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 56887 members Entering Unmasked Estep Score: -3603064.250000 Penalty: 997.749207 Iteration 31Q: 3 clusters Score -3603064 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 56939 members Entering Unmasked Estep Score: -3603092.500000 Penalty: 997.749207 Iteration 32Q: 3 clusters Score -3603092 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 56983 members Entering Unmasked Estep Score: -3603116.500000 Penalty: 997.749207 Iteration 33Q: 3 clusters Score -3603116 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 57021 members Entering Unmasked Estep Score: -3603134.750000 Penalty: 997.749207 Iteration 34Q: 3 clusters Score -3603135 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 57058 members Entering Unmasked Estep Score: -3603164.000000 Penalty: 997.749207 Iteration 35Q: 3 clusters Score -3603164 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 57089 members Entering Unmasked Estep Score: -3603185.750000 Penalty: 997.749207 Iteration 36Q: 3 clusters Score -3603186 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 57120 members Entering Unmasked Estep Score: -3603199.000000 Penalty: 997.749207 Iteration 37Q: 3 clusters Score -3603199 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 57142 members Entering Unmasked Estep Score: -3603204.000000 Penalty: 997.749207 Iteration 38Q: 3 clusters Score -3603204 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 57157 members Entering Unmasked Estep Score: -3603205.250000 Penalty: 997.749207 Iteration 39Q: 3 clusters Score -3603205 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 57169 members Entering Unmasked Estep Score: -3603213.250000 Penalty: 997.749207 Iteration 40F: 3 clusters Score -3603213 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 57176 members Entering Unmasked Estep Score: -3603215.250000 Penalty: 997.749207 Iteration 41Q: 3 clusters Score -3603215 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 57181 members Entering Unmasked Estep Score: -3603213.250000 Penalty: 997.749207 Iteration 42Q: 3 clusters Score -3603213 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 57184 members Entering Unmasked Estep Score: -3603215.250000 Penalty: 997.749207 Iteration 43Q: 3 clusters Score -3603215 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 57184 members Entering Unmasked Estep Score: -3603217.000000 Penalty: 997.749207 Iteration 44Q: 3 clusters Score -3603217 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 57184 members Entering Unmasked Estep Score: -3603217.000000 Penalty: 997.749207 Iteration 45Q: 3 clusters Score -3603217 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 57184 members Entering Unmasked Estep Score: -3603216.750000 Penalty: 997.749207 Iteration 46Q: 3 clusters Score -3603217 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 57183 members Entering Unmasked Estep Score: -3603216.250000 Penalty: 997.749207 Iteration 47Q: 3 clusters Score -3603216 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 57182 members Entering Unmasked Estep Score: -3603217.750000 Penalty: 997.749207 Iteration 48Q: 3 clusters Score -3603218 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 57181 members Entering Unmasked Estep Score: -3603221.250000 Penalty: 997.749207 Iteration 49Q: 3 clusters Score -3603221 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 57176 members Entering Unmasked Estep Score: -3603219.250000 Penalty: 997.749207 Iteration 50Q: 3 clusters Score -3603219 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 57177 members Entering Unmasked Estep Score: -3603220.500000 Penalty: 997.749207 Iteration 51Q: 3 clusters Score -3603220 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 57176 members Entering Unmasked Estep Score: -3603222.250000 Penalty: 997.749207 Iteration 52Q: 3 clusters Score -3603222 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 57174 members Entering Unmasked Estep Score: -3603222.500000 Penalty: 997.749207 Iteration 53Q: 3 clusters Score -3603222 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 57174 members Entering Unmasked Estep Score: -3603221.250000 Penalty: 997.749207 Iteration 54Q: 3 clusters Score -3603221 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 57175 members Entering Unmasked Estep Score: -3603220.250000 Penalty: 997.749207 Iteration 55Q: 3 clusters Score -3603220 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 57177 members Entering Unmasked Estep Score: -3603221.000000 Penalty: 997.749207 Iteration 56Q: 3 clusters Score -3603221 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 57179 members Entering Unmasked Estep Score: -3603222.500000 Penalty: 997.749207 Iteration 57Q: 3 clusters Score -3603222 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 57180 members Entering Unmasked Estep Score: -3603219.750000 Penalty: 997.749207 Iteration 58Q: 3 clusters Score -3603220 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 57179 members Entering Unmasked Estep Score: -3603217.250000 Penalty: 997.749207 Iteration 59Q: 3 clusters Score -3603217 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 57178 members Entering Unmasked Estep Score: -3603221.750000 Penalty: 997.749207 Iteration 60F: 3 clusters Score -3603222 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 57177 members Entering Unmasked Estep Score: -3603218.500000 Penalty: 997.749207 Iteration 61Q: 3 clusters Score -3603218 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 57177 members Entering Unmasked Estep Score: -3603218.500000 Penalty: 997.749207 Iteration 62F: 3 clusters Score -3603218 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (1763 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Entering Unmasked Estep Score: -101641.984375 Penalty: 340.102112 Iteration 0F: 2 clusters Score -101642 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -100353.390625 Penalty: 680.204224 Iteration 0F: 3 clusters Score -100353.4 nChanged 730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -100806.312500 Penalty: 680.204224 Iteration 1F: 3 clusters Score -100806.3 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -100862.890625 Penalty: 680.204224 Iteration 2F: 3 clusters Score -100862.9 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -100898.664062 Penalty: 680.204224 Iteration 3Q: 3 clusters Score -100898.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -100938.835938 Penalty: 680.204224 Iteration 4Q: 3 clusters Score -100938.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -100983.703125 Penalty: 680.204224 Iteration 5Q: 3 clusters Score -100983.7 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -101032.335938 Penalty: 680.204224 Iteration 6Q: 3 clusters Score -101032.3 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -101077.515625 Penalty: 680.204224 Iteration 7Q: 3 clusters Score -101077.5 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -101119.546875 Penalty: 680.204224 Iteration 8Q: 3 clusters Score -101119.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -101149.820312 Penalty: 680.204224 Iteration 9Q: 3 clusters Score -101149.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -101173.257812 Penalty: 680.204224 Iteration 10Q: 3 clusters Score -101173.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -101199.617188 Penalty: 680.204224 Iteration 11Q: 3 clusters Score -101199.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -101222.765625 Penalty: 680.204224 Iteration 12Q: 3 clusters Score -101222.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -101240.585938 Penalty: 680.204224 Iteration 13Q: 3 clusters Score -101240.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -101250.539062 Penalty: 680.204224 Iteration 14Q: 3 clusters Score -101250.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -101259.671875 Penalty: 680.204224 Iteration 15Q: 3 clusters Score -101259.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -101268.539062 Penalty: 680.204224 Iteration 16Q: 3 clusters Score -101268.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -101272.703125 Penalty: 680.204224 Iteration 17Q: 3 clusters Score -101272.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -101277.000000 Penalty: 680.204224 Iteration 18Q: 3 clusters Score -101277 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -101280.773438 Penalty: 680.204224 Iteration 19Q: 3 clusters Score -101280.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -101284.804688 Penalty: 680.204224 Iteration 20F: 3 clusters Score -101284.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -101288.289062 Penalty: 680.204224 Iteration 21Q: 3 clusters Score -101288.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -101290.101562 Penalty: 680.204224 Iteration 22Q: 3 clusters Score -101290.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -101293.265625 Penalty: 680.204224 Iteration 23Q: 3 clusters Score -101293.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -101296.835938 Penalty: 680.204224 Iteration 24Q: 3 clusters Score -101296.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -101301.507812 Penalty: 680.204224 Iteration 25Q: 3 clusters Score -101301.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -101305.851562 Penalty: 680.204224 Iteration 26Q: 3 clusters Score -101305.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -101309.703125 Penalty: 680.204224 Iteration 27Q: 3 clusters Score -101309.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -101312.867188 Penalty: 680.204224 Iteration 28Q: 3 clusters Score -101312.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -101318.218750 Penalty: 680.204224 Iteration 29Q: 3 clusters Score -101318.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -101321.679688 Penalty: 680.204224 Iteration 30Q: 3 clusters Score -101321.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -101328.046875 Penalty: 680.204224 Iteration 31Q: 3 clusters Score -101328 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -101334.984375 Penalty: 680.204224 Iteration 32Q: 3 clusters Score -101335 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -101339.304688 Penalty: 680.204224 Iteration 33Q: 3 clusters Score -101339.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -101344.351562 Penalty: 680.204224 Iteration 34Q: 3 clusters Score -101344.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -101348.750000 Penalty: 680.204224 Iteration 35Q: 3 clusters Score -101348.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -101349.484375 Penalty: 680.204224 Iteration 36Q: 3 clusters Score -101349.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -101349.851562 Penalty: 680.204224 Iteration 37Q: 3 clusters Score -101349.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -101350.945312 Penalty: 680.204224 Iteration 38Q: 3 clusters Score -101350.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -101354.242188 Penalty: 680.204224 Iteration 39Q: 3 clusters Score -101354.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -101356.312500 Penalty: 680.204224 Iteration 40F: 3 clusters Score -101356.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -101358.617188 Penalty: 680.204224 Iteration 41Q: 3 clusters Score -101358.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -101362.742188 Penalty: 680.204224 Iteration 42Q: 3 clusters Score -101362.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -101365.539062 Penalty: 680.204224 Iteration 43Q: 3 clusters Score -101365.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -101367.375000 Penalty: 680.204224 Iteration 44Q: 3 clusters Score -101367.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -101368.171875 Penalty: 680.204224 Iteration 45Q: 3 clusters Score -101368.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -101371.726562 Penalty: 680.204224 Iteration 46Q: 3 clusters Score -101371.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -101374.351562 Penalty: 680.204224 Iteration 47Q: 3 clusters Score -101374.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -101375.679688 Penalty: 680.204224 Iteration 48Q: 3 clusters Score -101375.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -101376.929688 Penalty: 680.204224 Iteration 49Q: 3 clusters Score -101376.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -101377.164062 Penalty: 680.204224 Iteration 50Q: 3 clusters Score -101377.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -101377.421875 Penalty: 680.204224 Iteration 51Q: 3 clusters Score -101377.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -101377.421875 Penalty: 680.204224 Iteration 52F: 3 clusters Score -101377.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (151 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Entering Unmasked Estep Score: -6195.128906 Penalty: 228.286224 Iteration 0F: 2 clusters Score -6195.129 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 73 members Entering Unmasked Estep Score: -5938.288086 Penalty: 456.572449 Iteration 0F: 3 clusters Score -5938.288 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -6018.890625 Penalty: 456.572449 Iteration 1F: 3 clusters Score -6018.891 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -6055.623047 Penalty: 456.572449 Iteration 2F: 3 clusters Score -6055.623 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -6075.732422 Penalty: 456.572449 Iteration 3F: 3 clusters Score -6075.732 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -6079.062988 Penalty: 456.572449 Iteration 4Q: 3 clusters Score -6079.063 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -6079.062988 Penalty: 456.572449 Iteration 5F: 3 clusters Score -6079.063 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (7497 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7497 members Entering Unmasked Estep Score: -427419.656250 Penalty: 405.962769 Iteration 0F: 2 clusters Score -427419.7 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 3722 members Entering Unmasked Estep Score: -422459.250000 Penalty: 811.925537 Iteration 0F: 3 clusters Score -422459.2 nChanged 3457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3994 members Mstep: Class 2 contains 3503 members Entering Unmasked Estep Score: -424892.000000 Penalty: 811.925537 Iteration 1F: 3 clusters Score -424892 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4101 members Mstep: Class 2 contains 3396 members Entering Unmasked Estep Score: -425166.812500 Penalty: 811.925537 Iteration 2F: 3 clusters Score -425166.8 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4215 members Mstep: Class 2 contains 3282 members Entering Unmasked Estep Score: -425400.750000 Penalty: 811.925537 Iteration 3F: 3 clusters Score -425400.8 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4325 members Mstep: Class 2 contains 3172 members Entering Unmasked Estep Score: -425609.468750 Penalty: 811.925537 Iteration 4F: 3 clusters Score -425609.5 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4474 members Mstep: Class 2 contains 3023 members Entering Unmasked Estep Score: -425804.187500 Penalty: 811.925537 Iteration 5Q: 3 clusters Score -425804.2 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4592 members Mstep: Class 2 contains 2905 members Entering Unmasked Estep Score: -425957.656250 Penalty: 811.925537 Iteration 6Q: 3 clusters Score -425957.7 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4721 members Mstep: Class 2 contains 2776 members Entering Unmasked Estep Score: -426111.718750 Penalty: 811.925537 Iteration 7Q: 3 clusters Score -426111.7 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4857 members Mstep: Class 2 contains 2640 members Entering Unmasked Estep Score: -426236.968750 Penalty: 811.925537 Iteration 8Q: 3 clusters Score -426237 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4988 members Mstep: Class 2 contains 2509 members Entering Unmasked Estep Score: -426328.812500 Penalty: 811.925537 Iteration 9Q: 3 clusters Score -426328.8 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5121 members Mstep: Class 2 contains 2376 members Entering Unmasked Estep Score: -426391.312500 Penalty: 811.925537 Iteration 10Q: 3 clusters Score -426391.3 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5233 members Mstep: Class 2 contains 2264 members Entering Unmasked Estep Score: -426433.656250 Penalty: 811.925537 Iteration 11Q: 3 clusters Score -426433.7 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5345 members Mstep: Class 2 contains 2152 members Entering Unmasked Estep Score: -426472.437500 Penalty: 811.925537 Iteration 12Q: 3 clusters Score -426472.4 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5457 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -426510.218750 Penalty: 811.925537 Iteration 13Q: 3 clusters Score -426510.2 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5570 members Mstep: Class 2 contains 1927 members Entering Unmasked Estep Score: -426546.218750 Penalty: 811.925537 Iteration 14Q: 3 clusters Score -426546.2 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5678 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -426581.656250 Penalty: 811.925537 Iteration 15Q: 3 clusters Score -426581.7 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5794 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -426622.687500 Penalty: 811.925537 Iteration 16Q: 3 clusters Score -426622.7 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5907 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -426659.875000 Penalty: 811.925537 Iteration 17Q: 3 clusters Score -426659.9 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5999 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -426693.562500 Penalty: 811.925537 Iteration 18Q: 3 clusters Score -426693.6 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6106 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -426733.687500 Penalty: 811.925537 Iteration 19Q: 3 clusters Score -426733.7 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6202 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -426770.562500 Penalty: 811.925537 Iteration 20F: 3 clusters Score -426770.6 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6285 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -426802.937500 Penalty: 811.925537 Iteration 21Q: 3 clusters Score -426802.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6361 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -426828.562500 Penalty: 811.925537 Iteration 22Q: 3 clusters Score -426828.6 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6433 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -426853.093750 Penalty: 811.925537 Iteration 23Q: 3 clusters Score -426853.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6494 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -426877.562500 Penalty: 811.925537 Iteration 24Q: 3 clusters Score -426877.6 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6568 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -426914.812500 Penalty: 811.925537 Iteration 25Q: 3 clusters Score -426914.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6636 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -426945.812500 Penalty: 811.925537 Iteration 26Q: 3 clusters Score -426945.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6693 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -426970.000000 Penalty: 811.925537 Iteration 27Q: 3 clusters Score -426970 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6745 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -426989.750000 Penalty: 811.925537 Iteration 28Q: 3 clusters Score -426989.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6796 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -427013.875000 Penalty: 811.925537 Iteration 29Q: 3 clusters Score -427013.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6842 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -427032.187500 Penalty: 811.925537 Iteration 30Q: 3 clusters Score -427032.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6878 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -427049.187500 Penalty: 811.925537 Iteration 31Q: 3 clusters Score -427049.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6912 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -427063.875000 Penalty: 811.925537 Iteration 32Q: 3 clusters Score -427063.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6938 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -427076.750000 Penalty: 811.925537 Iteration 33Q: 3 clusters Score -427076.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6962 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -427088.437500 Penalty: 811.925537 Iteration 34Q: 3 clusters Score -427088.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6975 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -427095.781250 Penalty: 811.925537 Iteration 35Q: 3 clusters Score -427095.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6992 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -427104.593750 Penalty: 811.925537 Iteration 36Q: 3 clusters Score -427104.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7010 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -427114.968750 Penalty: 811.925537 Iteration 37Q: 3 clusters Score -427115 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7020 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -427120.843750 Penalty: 811.925537 Iteration 38Q: 3 clusters Score -427120.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7027 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -427126.437500 Penalty: 811.925537 Iteration 39Q: 3 clusters Score -427126.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7038 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -427129.781250 Penalty: 811.925537 Iteration 40F: 3 clusters Score -427129.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7047 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -427131.625000 Penalty: 811.925537 Iteration 41Q: 3 clusters Score -427131.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7056 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -427136.156250 Penalty: 811.925537 Iteration 42Q: 3 clusters Score -427136.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7066 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -427141.125000 Penalty: 811.925537 Iteration 43Q: 3 clusters Score -427141.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7075 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -427148.031250 Penalty: 811.925537 Iteration 44Q: 3 clusters Score -427148 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7080 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -427153.062500 Penalty: 811.925537 Iteration 45Q: 3 clusters Score -427153.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7087 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -427157.812500 Penalty: 811.925537 Iteration 46Q: 3 clusters Score -427157.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7091 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -427159.937500 Penalty: 811.925537 Iteration 47Q: 3 clusters Score -427159.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7096 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -427163.281250 Penalty: 811.925537 Iteration 48Q: 3 clusters Score -427163.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7102 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -427167.781250 Penalty: 811.925537 Iteration 49Q: 3 clusters Score -427167.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7109 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -427173.375000 Penalty: 811.925537 Iteration 50Q: 3 clusters Score -427173.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7117 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -427178.312500 Penalty: 811.925537 Iteration 51Q: 3 clusters Score -427178.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7126 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -427183.500000 Penalty: 811.925537 Iteration 52Q: 3 clusters Score -427183.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7131 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -427185.187500 Penalty: 811.925537 Iteration 53Q: 3 clusters Score -427185.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7134 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -427186.156250 Penalty: 811.925537 Iteration 54Q: 3 clusters Score -427186.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7139 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -427187.937500 Penalty: 811.925537 Iteration 55Q: 3 clusters Score -427187.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7143 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -427189.656250 Penalty: 811.925537 Iteration 56Q: 3 clusters Score -427189.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7145 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -427190.343750 Penalty: 811.925537 Iteration 57Q: 3 clusters Score -427190.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7145 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -427190.343750 Penalty: 811.925537 Iteration 58F: 3 clusters Score -427190.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (12185 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12185 members Entering Unmasked Estep Score: -649076.125000 Penalty: 428.062225 Iteration 0F: 2 clusters Score -649076.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6119 members Mstep: Class 2 contains 6066 members Entering Unmasked Estep Score: -641005.125000 Penalty: 856.124451 Iteration 0F: 3 clusters Score -641005.1 nChanged 5698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6691 members Mstep: Class 2 contains 5494 members Entering Unmasked Estep Score: -644620.687500 Penalty: 856.124451 Iteration 1F: 3 clusters Score -644620.7 nChanged 843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6990 members Mstep: Class 2 contains 5195 members Entering Unmasked Estep Score: -645082.687500 Penalty: 856.124451 Iteration 2F: 3 clusters Score -645082.7 nChanged 721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7313 members Mstep: Class 2 contains 4872 members Entering Unmasked Estep Score: -645479.812500 Penalty: 856.124451 Iteration 3F: 3 clusters Score -645479.8 nChanged 690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7665 members Mstep: Class 2 contains 4520 members Entering Unmasked Estep Score: -645884.750000 Penalty: 856.124451 Iteration 4F: 3 clusters Score -645884.8 nChanged 639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8026 members Mstep: Class 2 contains 4159 members Entering Unmasked Estep Score: -646300.125000 Penalty: 856.124451 Iteration 5F: 3 clusters Score -646300.1 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8426 members Mstep: Class 2 contains 3759 members Entering Unmasked Estep Score: -646708.125000 Penalty: 856.124451 Iteration 6F: 3 clusters Score -646708.1 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8780 members Mstep: Class 2 contains 3405 members Entering Unmasked Estep Score: -647013.187500 Penalty: 856.124451 Iteration 7Q: 3 clusters Score -647013.2 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9076 members Mstep: Class 2 contains 3109 members Entering Unmasked Estep Score: -647210.062500 Penalty: 856.124451 Iteration 8Q: 3 clusters Score -647210.1 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9327 members Mstep: Class 2 contains 2858 members Entering Unmasked Estep Score: -647351.250000 Penalty: 856.124451 Iteration 9Q: 3 clusters Score -647351.2 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9579 members Mstep: Class 2 contains 2606 members Entering Unmasked Estep Score: -647472.250000 Penalty: 856.124451 Iteration 10Q: 3 clusters Score -647472.2 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9837 members Mstep: Class 2 contains 2348 members Entering Unmasked Estep Score: -647607.312500 Penalty: 856.124451 Iteration 11Q: 3 clusters Score -647607.3 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10100 members Mstep: Class 2 contains 2085 members Entering Unmasked Estep Score: -647745.812500 Penalty: 856.124451 Iteration 12Q: 3 clusters Score -647745.8 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10352 members Mstep: Class 2 contains 1833 members Entering Unmasked Estep Score: -647881.750000 Penalty: 856.124451 Iteration 13Q: 3 clusters Score -647881.8 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10572 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -648006.125000 Penalty: 856.124451 Iteration 14Q: 3 clusters Score -648006.1 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10756 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -648112.437500 Penalty: 856.124451 Iteration 15Q: 3 clusters Score -648112.4 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10920 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -648212.125000 Penalty: 856.124451 Iteration 16Q: 3 clusters Score -648212.1 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11055 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -648284.250000 Penalty: 856.124451 Iteration 17Q: 3 clusters Score -648284.2 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11165 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -648339.812500 Penalty: 856.124451 Iteration 18Q: 3 clusters Score -648339.8 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11256 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -648393.687500 Penalty: 856.124451 Iteration 19Q: 3 clusters Score -648393.7 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11338 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -648440.625000 Penalty: 856.124451 Iteration 20F: 3 clusters Score -648440.6 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11400 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -648474.500000 Penalty: 856.124451 Iteration 21Q: 3 clusters Score -648474.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11452 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -648499.437500 Penalty: 856.124451 Iteration 22Q: 3 clusters Score -648499.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11497 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -648529.375000 Penalty: 856.124451 Iteration 23Q: 3 clusters Score -648529.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11544 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -648559.375000 Penalty: 856.124451 Iteration 24Q: 3 clusters Score -648559.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11579 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -648577.812500 Penalty: 856.124451 Iteration 25Q: 3 clusters Score -648577.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11606 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -648592.187500 Penalty: 856.124451 Iteration 26Q: 3 clusters Score -648592.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11633 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -648610.250000 Penalty: 856.124451 Iteration 27Q: 3 clusters Score -648610.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11663 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -648623.187500 Penalty: 856.124451 Iteration 28Q: 3 clusters Score -648623.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11688 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -648637.500000 Penalty: 856.124451 Iteration 29Q: 3 clusters Score -648637.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11717 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -648653.500000 Penalty: 856.124451 Iteration 30Q: 3 clusters Score -648653.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11742 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -648664.125000 Penalty: 856.124451 Iteration 31Q: 3 clusters Score -648664.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11768 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -648675.750000 Penalty: 856.124451 Iteration 32Q: 3 clusters Score -648675.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11786 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -648681.562500 Penalty: 856.124451 Iteration 33Q: 3 clusters Score -648681.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11801 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -648687.312500 Penalty: 856.124451 Iteration 34Q: 3 clusters Score -648687.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11816 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -648692.125000 Penalty: 856.124451 Iteration 35Q: 3 clusters Score -648692.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11830 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -648698.687500 Penalty: 856.124451 Iteration 36Q: 3 clusters Score -648698.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11846 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -648706.187500 Penalty: 856.124451 Iteration 37Q: 3 clusters Score -648706.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11864 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -648715.187500 Penalty: 856.124451 Iteration 38Q: 3 clusters Score -648715.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11875 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -648721.625000 Penalty: 856.124451 Iteration 39Q: 3 clusters Score -648721.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11882 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -648723.937500 Penalty: 856.124451 Iteration 40F: 3 clusters Score -648723.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11888 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -648727.312500 Penalty: 856.124451 Iteration 41Q: 3 clusters Score -648727.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11892 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -648727.500000 Penalty: 856.124451 Iteration 42Q: 3 clusters Score -648727.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11898 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -648730.250000 Penalty: 856.124451 Iteration 43Q: 3 clusters Score -648730.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11903 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -648732.937500 Penalty: 856.124451 Iteration 44Q: 3 clusters Score -648732.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11910 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -648737.062500 Penalty: 856.124451 Iteration 45Q: 3 clusters Score -648737.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11917 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -648739.500000 Penalty: 856.124451 Iteration 46Q: 3 clusters Score -648739.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11922 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -648741.312500 Penalty: 856.124451 Iteration 47Q: 3 clusters Score -648741.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11926 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -648743.437500 Penalty: 856.124451 Iteration 48Q: 3 clusters Score -648743.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11931 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -648745.937500 Penalty: 856.124451 Iteration 49Q: 3 clusters Score -648745.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11936 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -648747.500000 Penalty: 856.124451 Iteration 50Q: 3 clusters Score -648747.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11941 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -648749.500000 Penalty: 856.124451 Iteration 51Q: 3 clusters Score -648749.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11944 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -648749.375000 Penalty: 856.124451 Iteration 52Q: 3 clusters Score -648749.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11948 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -648751.437500 Penalty: 856.124451 Iteration 53Q: 3 clusters Score -648751.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11950 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -648751.937500 Penalty: 856.124451 Iteration 54Q: 3 clusters Score -648751.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11954 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -648755.562500 Penalty: 856.124451 Iteration 55Q: 3 clusters Score -648755.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11956 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -648757.625000 Penalty: 856.124451 Iteration 56Q: 3 clusters Score -648757.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11957 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -648759.062500 Penalty: 856.124451 Iteration 57Q: 3 clusters Score -648759.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11958 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -648759.812500 Penalty: 856.124451 Iteration 58Q: 3 clusters Score -648759.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11959 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -648760.562500 Penalty: 856.124451 Iteration 59Q: 3 clusters Score -648760.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11960 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -648761.562500 Penalty: 856.124451 Iteration 60F: 3 clusters Score -648761.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11961 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -648761.500000 Penalty: 856.124451 Iteration 61Q: 3 clusters Score -648761.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11964 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -648762.312500 Penalty: 856.124451 Iteration 62Q: 3 clusters Score -648762.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11965 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -648762.562500 Penalty: 856.124451 Iteration 63Q: 3 clusters Score -648762.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11966 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -648762.250000 Penalty: 856.124451 Iteration 64Q: 3 clusters Score -648762.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11966 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -648762.250000 Penalty: 856.124451 Iteration 65F: 3 clusters Score -648762.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (3328 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3328 members Entering Unmasked Estep Score: -162926.781250 Penalty: 369.010742 Iteration 0F: 2 clusters Score -162926.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -160683.640625 Penalty: 738.021484 Iteration 0F: 3 clusters Score -160683.6 nChanged 1449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1670 members Mstep: Class 2 contains 1658 members Entering Unmasked Estep Score: -161603.437500 Penalty: 738.021484 Iteration 1F: 3 clusters Score -161603.4 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1670 members Mstep: Class 2 contains 1658 members Entering Unmasked Estep Score: -161774.562500 Penalty: 738.021484 Iteration 2F: 3 clusters Score -161774.6 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -161869.390625 Penalty: 738.021484 Iteration 3F: 3 clusters Score -161869.4 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -161951.156250 Penalty: 738.021484 Iteration 4Q: 3 clusters Score -161951.2 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -162009.031250 Penalty: 738.021484 Iteration 5Q: 3 clusters Score -162009 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -162049.953125 Penalty: 738.021484 Iteration 6Q: 3 clusters Score -162050 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -162078.812500 Penalty: 738.021484 Iteration 7Q: 3 clusters Score -162078.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -162107.781250 Penalty: 738.021484 Iteration 8Q: 3 clusters Score -162107.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -162128.718750 Penalty: 738.021484 Iteration 9Q: 3 clusters Score -162128.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -162143.656250 Penalty: 738.021484 Iteration 10Q: 3 clusters Score -162143.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1687 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -162155.031250 Penalty: 738.021484 Iteration 11Q: 3 clusters Score -162155 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -162164.125000 Penalty: 738.021484 Iteration 12Q: 3 clusters Score -162164.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -162173.156250 Penalty: 738.021484 Iteration 13Q: 3 clusters Score -162173.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -162179.453125 Penalty: 738.021484 Iteration 14Q: 3 clusters Score -162179.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -162190.781250 Penalty: 738.021484 Iteration 15Q: 3 clusters Score -162190.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -162203.828125 Penalty: 738.021484 Iteration 16Q: 3 clusters Score -162203.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -162217.765625 Penalty: 738.021484 Iteration 17Q: 3 clusters Score -162217.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -162226.421875 Penalty: 738.021484 Iteration 18Q: 3 clusters Score -162226.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -162231.484375 Penalty: 738.021484 Iteration 19Q: 3 clusters Score -162231.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -162234.890625 Penalty: 738.021484 Iteration 20F: 3 clusters Score -162234.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -162237.046875 Penalty: 738.021484 Iteration 21Q: 3 clusters Score -162237 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -162238.765625 Penalty: 738.021484 Iteration 22Q: 3 clusters Score -162238.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -162240.343750 Penalty: 738.021484 Iteration 23Q: 3 clusters Score -162240.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -162241.656250 Penalty: 738.021484 Iteration 24Q: 3 clusters Score -162241.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -162242.250000 Penalty: 738.021484 Iteration 25Q: 3 clusters Score -162242.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -162243.140625 Penalty: 738.021484 Iteration 26Q: 3 clusters Score -162243.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -162243.312500 Penalty: 738.021484 Iteration 27Q: 3 clusters Score -162243.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -162243.453125 Penalty: 738.021484 Iteration 28Q: 3 clusters Score -162243.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -162243.750000 Penalty: 738.021484 Iteration 29Q: 3 clusters Score -162243.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -162244.265625 Penalty: 738.021484 Iteration 30Q: 3 clusters Score -162244.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -162245.187500 Penalty: 738.021484 Iteration 31Q: 3 clusters Score -162245.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -162245.703125 Penalty: 738.021484 Iteration 32Q: 3 clusters Score -162245.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -162248.343750 Penalty: 738.021484 Iteration 33Q: 3 clusters Score -162248.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 1722 members Entering Unmasked Estep Score: -162250.750000 Penalty: 738.021484 Iteration 34Q: 3 clusters Score -162250.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -162252.796875 Penalty: 738.021484 Iteration 35Q: 3 clusters Score -162252.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -162253.937500 Penalty: 738.021484 Iteration 36Q: 3 clusters Score -162253.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -162254.750000 Penalty: 738.021484 Iteration 37Q: 3 clusters Score -162254.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -162255.187500 Penalty: 738.021484 Iteration 38Q: 3 clusters Score -162255.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -162255.265625 Penalty: 738.021484 Iteration 39Q: 3 clusters Score -162255.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -162255.781250 Penalty: 738.021484 Iteration 40F: 3 clusters Score -162255.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -162256.234375 Penalty: 738.021484 Iteration 41Q: 3 clusters Score -162256.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -162256.421875 Penalty: 738.021484 Iteration 42Q: 3 clusters Score -162256.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -162256.656250 Penalty: 738.021484 Iteration 43Q: 3 clusters Score -162256.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -162257.031250 Penalty: 738.021484 Iteration 44Q: 3 clusters Score -162257 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -162256.734375 Penalty: 738.021484 Iteration 45Q: 3 clusters Score -162256.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -162256.734375 Penalty: 738.021484 Iteration 46F: 3 clusters Score -162256.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (7444 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7444 members Entering Unmasked Estep Score: -435078.093750 Penalty: 405.639954 Iteration 0F: 2 clusters Score -435078.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3692 members Mstep: Class 2 contains 3752 members Entering Unmasked Estep Score: -430075.468750 Penalty: 811.279907 Iteration 0F: 3 clusters Score -430075.5 nChanged 3440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3362 members Mstep: Class 2 contains 4082 members Entering Unmasked Estep Score: -432062.718750 Penalty: 811.279907 Iteration 1F: 3 clusters Score -432062.7 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3157 members Mstep: Class 2 contains 4287 members Entering Unmasked Estep Score: -432242.375000 Penalty: 811.279907 Iteration 2F: 3 clusters Score -432242.4 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2908 members Mstep: Class 2 contains 4536 members Entering Unmasked Estep Score: -432473.906250 Penalty: 811.279907 Iteration 3F: 3 clusters Score -432473.9 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2585 members Mstep: Class 2 contains 4859 members Entering Unmasked Estep Score: -432791.687500 Penalty: 811.279907 Iteration 4F: 3 clusters Score -432791.7 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 5192 members Entering Unmasked Estep Score: -433135.375000 Penalty: 811.279907 Iteration 5F: 3 clusters Score -433135.4 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 5559 members Entering Unmasked Estep Score: -433544.906250 Penalty: 811.279907 Iteration 6F: 3 clusters Score -433544.9 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 5862 members Entering Unmasked Estep Score: -433873.406250 Penalty: 811.279907 Iteration 7F: 3 clusters Score -433873.4 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 6082 members Entering Unmasked Estep Score: -434070.968750 Penalty: 811.279907 Iteration 8Q: 3 clusters Score -434071 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 6242 members Entering Unmasked Estep Score: -434215.562500 Penalty: 811.279907 Iteration 9Q: 3 clusters Score -434215.6 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 6374 members Entering Unmasked Estep Score: -434344.937500 Penalty: 811.279907 Iteration 10Q: 3 clusters Score -434344.9 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 6466 members Entering Unmasked Estep Score: -434426.718750 Penalty: 811.279907 Iteration 11Q: 3 clusters Score -434426.7 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 6543 members Entering Unmasked Estep Score: -434504.031250 Penalty: 811.279907 Iteration 12Q: 3 clusters Score -434504 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 6592 members Entering Unmasked Estep Score: -434577.437500 Penalty: 811.279907 Iteration 13Q: 3 clusters Score -434577.4 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 6635 members Entering Unmasked Estep Score: -434640.437500 Penalty: 811.279907 Iteration 14Q: 3 clusters Score -434640.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 6664 members Entering Unmasked Estep Score: -434674.875000 Penalty: 811.279907 Iteration 15Q: 3 clusters Score -434674.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 6688 members Entering Unmasked Estep Score: -434702.718750 Penalty: 811.279907 Iteration 16Q: 3 clusters Score -434702.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 6710 members Entering Unmasked Estep Score: -434725.781250 Penalty: 811.279907 Iteration 17Q: 3 clusters Score -434725.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 6723 members Entering Unmasked Estep Score: -434739.781250 Penalty: 811.279907 Iteration 18Q: 3 clusters Score -434739.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 6728 members Entering Unmasked Estep Score: -434750.031250 Penalty: 811.279907 Iteration 19Q: 3 clusters Score -434750 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 6736 members Entering Unmasked Estep Score: -434755.843750 Penalty: 811.279907 Iteration 20F: 3 clusters Score -434755.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 6744 members Entering Unmasked Estep Score: -434760.093750 Penalty: 811.279907 Iteration 21Q: 3 clusters Score -434760.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 6750 members Entering Unmasked Estep Score: -434762.312500 Penalty: 811.279907 Iteration 22Q: 3 clusters Score -434762.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 6760 members Entering Unmasked Estep Score: -434765.187500 Penalty: 811.279907 Iteration 23Q: 3 clusters Score -434765.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 6770 members Entering Unmasked Estep Score: -434767.937500 Penalty: 811.279907 Iteration 24Q: 3 clusters Score -434767.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 6778 members Entering Unmasked Estep Score: -434769.218750 Penalty: 811.279907 Iteration 25Q: 3 clusters Score -434769.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 6782 members Entering Unmasked Estep Score: -434769.281250 Penalty: 811.279907 Iteration 26Q: 3 clusters Score -434769.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 6786 members Entering Unmasked Estep Score: -434769.250000 Penalty: 811.279907 Iteration 27Q: 3 clusters Score -434769.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 6790 members Entering Unmasked Estep Score: -434769.625000 Penalty: 811.279907 Iteration 28Q: 3 clusters Score -434769.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 6792 members Entering Unmasked Estep Score: -434770.218750 Penalty: 811.279907 Iteration 29Q: 3 clusters Score -434770.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 6792 members Entering Unmasked Estep Score: -434770.218750 Penalty: 811.279907 Iteration 30F: 3 clusters Score -434770.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (2748 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2748 members Entering Unmasked Estep Score: -164905.359375 Penalty: 360.297607 Iteration 0F: 2 clusters Score -164905.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -162970.609375 Penalty: 720.595215 Iteration 0F: 3 clusters Score -162970.6 nChanged 1188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -163642.203125 Penalty: 720.595215 Iteration 1F: 3 clusters Score -163642.2 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -163742.437500 Penalty: 720.595215 Iteration 2F: 3 clusters Score -163742.4 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -163833.046875 Penalty: 720.595215 Iteration 3F: 3 clusters Score -163833 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -163914.750000 Penalty: 720.595215 Iteration 4Q: 3 clusters Score -163914.8 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -163980.828125 Penalty: 720.595215 Iteration 5Q: 3 clusters Score -163980.8 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -164041.906250 Penalty: 720.595215 Iteration 6Q: 3 clusters Score -164041.9 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -164086.437500 Penalty: 720.595215 Iteration 7Q: 3 clusters Score -164086.4 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -164131.859375 Penalty: 720.595215 Iteration 8Q: 3 clusters Score -164131.9 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2064 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -164182.781250 Penalty: 720.595215 Iteration 9Q: 3 clusters Score -164182.8 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -164243.953125 Penalty: 720.595215 Iteration 10Q: 3 clusters Score -164244 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -164300.468750 Penalty: 720.595215 Iteration 11Q: 3 clusters Score -164300.5 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2345 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -164371.140625 Penalty: 720.595215 Iteration 12Q: 3 clusters Score -164371.1 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -164423.062500 Penalty: 720.595215 Iteration 13Q: 3 clusters Score -164423.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2466 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -164457.734375 Penalty: 720.595215 Iteration 14Q: 3 clusters Score -164457.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2497 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -164475.421875 Penalty: 720.595215 Iteration 15Q: 3 clusters Score -164475.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2522 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -164492.859375 Penalty: 720.595215 Iteration 16Q: 3 clusters Score -164492.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2544 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -164512.234375 Penalty: 720.595215 Iteration 17Q: 3 clusters Score -164512.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2556 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -164521.953125 Penalty: 720.595215 Iteration 18Q: 3 clusters Score -164522 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2567 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -164529.906250 Penalty: 720.595215 Iteration 19Q: 3 clusters Score -164529.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2579 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -164538.125000 Penalty: 720.595215 Iteration 20F: 3 clusters Score -164538.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2587 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -164543.031250 Penalty: 720.595215 Iteration 21Q: 3 clusters Score -164543 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2595 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -164550.921875 Penalty: 720.595215 Iteration 22Q: 3 clusters Score -164550.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2601 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -164556.125000 Penalty: 720.595215 Iteration 23Q: 3 clusters Score -164556.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2607 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -164562.281250 Penalty: 720.595215 Iteration 24Q: 3 clusters Score -164562.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2610 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -164567.703125 Penalty: 720.595215 Iteration 25Q: 3 clusters Score -164567.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2615 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -164572.812500 Penalty: 720.595215 Iteration 26Q: 3 clusters Score -164572.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2620 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -164580.171875 Penalty: 720.595215 Iteration 27Q: 3 clusters Score -164580.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2624 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -164586.250000 Penalty: 720.595215 Iteration 28Q: 3 clusters Score -164586.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -164590.046875 Penalty: 720.595215 Iteration 29Q: 3 clusters Score -164590 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2630 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -164594.609375 Penalty: 720.595215 Iteration 30Q: 3 clusters Score -164594.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2633 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -164597.281250 Penalty: 720.595215 Iteration 31Q: 3 clusters Score -164597.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2634 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -164598.078125 Penalty: 720.595215 Iteration 32Q: 3 clusters Score -164598.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2634 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -164598.078125 Penalty: 720.595215 Iteration 33F: 3 clusters Score -164598.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (867 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Entering Unmasked Estep Score: -41702.042969 Penalty: 307.809265 Iteration 0F: 2 clusters Score -41702.04 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -40989.500000 Penalty: 615.618530 Iteration 0F: 3 clusters Score -40989.5 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -41173.339844 Penalty: 615.618530 Iteration 1F: 3 clusters Score -41173.34 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -41254.324219 Penalty: 615.618530 Iteration 2F: 3 clusters Score -41254.32 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -41319.644531 Penalty: 615.618530 Iteration 3F: 3 clusters Score -41319.64 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -41377.960938 Penalty: 615.618530 Iteration 4F: 3 clusters Score -41377.96 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -41448.222656 Penalty: 615.618530 Iteration 5Q: 3 clusters Score -41448.22 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -41496.894531 Penalty: 615.618530 Iteration 6Q: 3 clusters Score -41496.89 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -41526.125000 Penalty: 615.618530 Iteration 7Q: 3 clusters Score -41526.12 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -41547.281250 Penalty: 615.618530 Iteration 8Q: 3 clusters Score -41547.28 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -41560.437500 Penalty: 615.618530 Iteration 9Q: 3 clusters Score -41560.44 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -41569.937500 Penalty: 615.618530 Iteration 10Q: 3 clusters Score -41569.94 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -41575.816406 Penalty: 615.618530 Iteration 11Q: 3 clusters Score -41575.82 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -41580.460938 Penalty: 615.618530 Iteration 12Q: 3 clusters Score -41580.46 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -41585.882812 Penalty: 615.618530 Iteration 13Q: 3 clusters Score -41585.88 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -41589.367188 Penalty: 615.618530 Iteration 14Q: 3 clusters Score -41589.37 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -41591.605469 Penalty: 615.618530 Iteration 15Q: 3 clusters Score -41591.61 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -41592.414062 Penalty: 615.618530 Iteration 16Q: 3 clusters Score -41592.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -41593.113281 Penalty: 615.618530 Iteration 17Q: 3 clusters Score -41593.11 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -41593.113281 Penalty: 615.618530 Iteration 18F: 3 clusters Score -41593.11 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (8320 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8320 members Entering Unmasked Estep Score: -435487.312500 Penalty: 410.701996 Iteration 0F: 2 clusters Score -435487.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4205 members Mstep: Class 2 contains 4115 members Entering Unmasked Estep Score: -429926.750000 Penalty: 821.403992 Iteration 0F: 3 clusters Score -429926.8 nChanged 3784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4709 members Mstep: Class 2 contains 3611 members Entering Unmasked Estep Score: -432251.500000 Penalty: 821.403992 Iteration 1F: 3 clusters Score -432251.5 nChanged 734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5013 members Mstep: Class 2 contains 3307 members Entering Unmasked Estep Score: -432936.812500 Penalty: 821.403992 Iteration 2F: 3 clusters Score -432936.8 nChanged 801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5328 members Mstep: Class 2 contains 2992 members Entering Unmasked Estep Score: -433720.281250 Penalty: 821.403992 Iteration 3F: 3 clusters Score -433720.3 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5548 members Mstep: Class 2 contains 2772 members Entering Unmasked Estep Score: -434237.468750 Penalty: 821.403992 Iteration 4F: 3 clusters Score -434237.5 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5673 members Mstep: Class 2 contains 2647 members Entering Unmasked Estep Score: -434521.156250 Penalty: 821.403992 Iteration 5Q: 3 clusters Score -434521.2 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5757 members Mstep: Class 2 contains 2563 members Entering Unmasked Estep Score: -434702.500000 Penalty: 821.403992 Iteration 6Q: 3 clusters Score -434702.5 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5799 members Mstep: Class 2 contains 2521 members Entering Unmasked Estep Score: -434802.531250 Penalty: 821.403992 Iteration 7Q: 3 clusters Score -434802.5 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5815 members Mstep: Class 2 contains 2505 members Entering Unmasked Estep Score: -434887.718750 Penalty: 821.403992 Iteration 8Q: 3 clusters Score -434887.7 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5825 members Mstep: Class 2 contains 2495 members Entering Unmasked Estep Score: -434956.343750 Penalty: 821.403992 Iteration 9Q: 3 clusters Score -434956.3 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5830 members Mstep: Class 2 contains 2490 members Entering Unmasked Estep Score: -435012.093750 Penalty: 821.403992 Iteration 10Q: 3 clusters Score -435012.1 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5849 members Mstep: Class 2 contains 2471 members Entering Unmasked Estep Score: -435052.156250 Penalty: 821.403992 Iteration 11Q: 3 clusters Score -435052.2 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5871 members Mstep: Class 2 contains 2449 members Entering Unmasked Estep Score: -435076.843750 Penalty: 821.403992 Iteration 12Q: 3 clusters Score -435076.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5889 members Mstep: Class 2 contains 2431 members Entering Unmasked Estep Score: -435093.156250 Penalty: 821.403992 Iteration 13Q: 3 clusters Score -435093.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5906 members Mstep: Class 2 contains 2414 members Entering Unmasked Estep Score: -435105.875000 Penalty: 821.403992 Iteration 14Q: 3 clusters Score -435105.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5925 members Mstep: Class 2 contains 2395 members Entering Unmasked Estep Score: -435119.406250 Penalty: 821.403992 Iteration 15Q: 3 clusters Score -435119.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5946 members Mstep: Class 2 contains 2374 members Entering Unmasked Estep Score: -435128.906250 Penalty: 821.403992 Iteration 16Q: 3 clusters Score -435128.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5964 members Mstep: Class 2 contains 2356 members Entering Unmasked Estep Score: -435134.468750 Penalty: 821.403992 Iteration 17Q: 3 clusters Score -435134.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5979 members Mstep: Class 2 contains 2341 members Entering Unmasked Estep Score: -435138.468750 Penalty: 821.403992 Iteration 18Q: 3 clusters Score -435138.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5989 members Mstep: Class 2 contains 2331 members Entering Unmasked Estep Score: -435142.468750 Penalty: 821.403992 Iteration 19Q: 3 clusters Score -435142.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6002 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -435147.593750 Penalty: 821.403992 Iteration 20F: 3 clusters Score -435147.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6010 members Mstep: Class 2 contains 2310 members Entering Unmasked Estep Score: -435150.187500 Penalty: 821.403992 Iteration 21Q: 3 clusters Score -435150.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6018 members Mstep: Class 2 contains 2302 members Entering Unmasked Estep Score: -435153.531250 Penalty: 821.403992 Iteration 22Q: 3 clusters Score -435153.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6024 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -435154.500000 Penalty: 821.403992 Iteration 23Q: 3 clusters Score -435154.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6025 members Mstep: Class 2 contains 2295 members Entering Unmasked Estep Score: -435155.281250 Penalty: 821.403992 Iteration 24Q: 3 clusters Score -435155.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6026 members Mstep: Class 2 contains 2294 members Entering Unmasked Estep Score: -435155.375000 Penalty: 821.403992 Iteration 25Q: 3 clusters Score -435155.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6025 members Mstep: Class 2 contains 2295 members Entering Unmasked Estep Score: -435155.968750 Penalty: 821.403992 Iteration 26Q: 3 clusters Score -435156 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6027 members Mstep: Class 2 contains 2293 members Entering Unmasked Estep Score: -435157.281250 Penalty: 821.403992 Iteration 27Q: 3 clusters Score -435157.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6032 members Mstep: Class 2 contains 2288 members Entering Unmasked Estep Score: -435157.531250 Penalty: 821.403992 Iteration 28Q: 3 clusters Score -435157.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6038 members Mstep: Class 2 contains 2282 members Entering Unmasked Estep Score: -435159.437500 Penalty: 821.403992 Iteration 29Q: 3 clusters Score -435159.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6041 members Mstep: Class 2 contains 2279 members Entering Unmasked Estep Score: -435159.437500 Penalty: 821.403992 Iteration 30Q: 3 clusters Score -435159.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6045 members Mstep: Class 2 contains 2275 members Entering Unmasked Estep Score: -435160.000000 Penalty: 821.403992 Iteration 31Q: 3 clusters Score -435160 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6055 members Mstep: Class 2 contains 2265 members Entering Unmasked Estep Score: -435160.562500 Penalty: 821.403992 Iteration 32Q: 3 clusters Score -435160.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6066 members Mstep: Class 2 contains 2254 members Entering Unmasked Estep Score: -435160.937500 Penalty: 821.403992 Iteration 33Q: 3 clusters Score -435160.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6074 members Mstep: Class 2 contains 2246 members Entering Unmasked Estep Score: -435162.093750 Penalty: 821.403992 Iteration 34Q: 3 clusters Score -435162.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6081 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -435162.500000 Penalty: 821.403992 Iteration 35Q: 3 clusters Score -435162.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6084 members Mstep: Class 2 contains 2236 members Entering Unmasked Estep Score: -435163.343750 Penalty: 821.403992 Iteration 36Q: 3 clusters Score -435163.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6086 members Mstep: Class 2 contains 2234 members Entering Unmasked Estep Score: -435163.937500 Penalty: 821.403992 Iteration 37Q: 3 clusters Score -435163.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6087 members Mstep: Class 2 contains 2233 members Entering Unmasked Estep Score: -435163.656250 Penalty: 821.403992 Iteration 38Q: 3 clusters Score -435163.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6087 members Mstep: Class 2 contains 2233 members Entering Unmasked Estep Score: -435163.656250 Penalty: 821.403992 Iteration 39F: 3 clusters Score -435163.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (3804 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3804 members Entering Unmasked Estep Score: -176412.078125 Penalty: 375.093292 Iteration 0F: 2 clusters Score -176412.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 1914 members Entering Unmasked Estep Score: -173860.796875 Penalty: 750.186584 Iteration 0F: 3 clusters Score -173860.8 nChanged 1675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 1981 members Entering Unmasked Estep Score: -174919.843750 Penalty: 750.186584 Iteration 1F: 3 clusters Score -174919.8 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 2054 members Entering Unmasked Estep Score: -175160.328125 Penalty: 750.186584 Iteration 2F: 3 clusters Score -175160.3 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 2123 members Entering Unmasked Estep Score: -175355.703125 Penalty: 750.186584 Iteration 3F: 3 clusters Score -175355.7 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 2171 members Entering Unmasked Estep Score: -175507.234375 Penalty: 750.186584 Iteration 4F: 3 clusters Score -175507.2 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 2206 members Entering Unmasked Estep Score: -175597.500000 Penalty: 750.186584 Iteration 5Q: 3 clusters Score -175597.5 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 2240 members Entering Unmasked Estep Score: -175670.984375 Penalty: 750.186584 Iteration 6Q: 3 clusters Score -175671 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -175727.468750 Penalty: 750.186584 Iteration 7Q: 3 clusters Score -175727.5 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 2306 members Entering Unmasked Estep Score: -175773.062500 Penalty: 750.186584 Iteration 8Q: 3 clusters Score -175773.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 2339 members Entering Unmasked Estep Score: -175805.281250 Penalty: 750.186584 Iteration 9Q: 3 clusters Score -175805.3 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 2380 members Entering Unmasked Estep Score: -175844.984375 Penalty: 750.186584 Iteration 10Q: 3 clusters Score -175845 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 2430 members Entering Unmasked Estep Score: -175881.703125 Penalty: 750.186584 Iteration 11Q: 3 clusters Score -175881.7 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 2486 members Entering Unmasked Estep Score: -175920.500000 Penalty: 750.186584 Iteration 12Q: 3 clusters Score -175920.5 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 2548 members Entering Unmasked Estep Score: -175959.953125 Penalty: 750.186584 Iteration 13Q: 3 clusters Score -175960 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 2595 members Entering Unmasked Estep Score: -175982.875000 Penalty: 750.186584 Iteration 14Q: 3 clusters Score -175982.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 2640 members Entering Unmasked Estep Score: -175999.875000 Penalty: 750.186584 Iteration 15Q: 3 clusters Score -175999.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 2677 members Entering Unmasked Estep Score: -176017.468750 Penalty: 750.186584 Iteration 16Q: 3 clusters Score -176017.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 2715 members Entering Unmasked Estep Score: -176028.765625 Penalty: 750.186584 Iteration 17Q: 3 clusters Score -176028.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 2736 members Entering Unmasked Estep Score: -176032.500000 Penalty: 750.186584 Iteration 18Q: 3 clusters Score -176032.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 2754 members Entering Unmasked Estep Score: -176036.328125 Penalty: 750.186584 Iteration 19Q: 3 clusters Score -176036.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 2771 members Entering Unmasked Estep Score: -176039.203125 Penalty: 750.186584 Iteration 20F: 3 clusters Score -176039.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 2784 members Entering Unmasked Estep Score: -176041.500000 Penalty: 750.186584 Iteration 21Q: 3 clusters Score -176041.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 2796 members Entering Unmasked Estep Score: -176044.312500 Penalty: 750.186584 Iteration 22Q: 3 clusters Score -176044.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 2811 members Entering Unmasked Estep Score: -176047.609375 Penalty: 750.186584 Iteration 23Q: 3 clusters Score -176047.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 2826 members Entering Unmasked Estep Score: -176052.078125 Penalty: 750.186584 Iteration 24Q: 3 clusters Score -176052.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 2839 members Entering Unmasked Estep Score: -176054.515625 Penalty: 750.186584 Iteration 25Q: 3 clusters Score -176054.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 2850 members Entering Unmasked Estep Score: -176058.515625 Penalty: 750.186584 Iteration 26Q: 3 clusters Score -176058.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 2867 members Entering Unmasked Estep Score: -176064.296875 Penalty: 750.186584 Iteration 27Q: 3 clusters Score -176064.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 2883 members Entering Unmasked Estep Score: -176066.687500 Penalty: 750.186584 Iteration 28Q: 3 clusters Score -176066.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 2894 members Entering Unmasked Estep Score: -176068.687500 Penalty: 750.186584 Iteration 29Q: 3 clusters Score -176068.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 2902 members Entering Unmasked Estep Score: -176071.468750 Penalty: 750.186584 Iteration 30Q: 3 clusters Score -176071.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 2915 members Entering Unmasked Estep Score: -176074.718750 Penalty: 750.186584 Iteration 31Q: 3 clusters Score -176074.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 2934 members Entering Unmasked Estep Score: -176080.000000 Penalty: 750.186584 Iteration 32Q: 3 clusters Score -176080 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 2953 members Entering Unmasked Estep Score: -176085.937500 Penalty: 750.186584 Iteration 33Q: 3 clusters Score -176085.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 2963 members Entering Unmasked Estep Score: -176087.828125 Penalty: 750.186584 Iteration 34Q: 3 clusters Score -176087.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 2972 members Entering Unmasked Estep Score: -176091.203125 Penalty: 750.186584 Iteration 35Q: 3 clusters Score -176091.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 2985 members Entering Unmasked Estep Score: -176095.453125 Penalty: 750.186584 Iteration 36Q: 3 clusters Score -176095.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 3000 members Entering Unmasked Estep Score: -176099.265625 Penalty: 750.186584 Iteration 37Q: 3 clusters Score -176099.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 3010 members Entering Unmasked Estep Score: -176101.859375 Penalty: 750.186584 Iteration 38Q: 3 clusters Score -176101.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 3021 members Entering Unmasked Estep Score: -176104.546875 Penalty: 750.186584 Iteration 39Q: 3 clusters Score -176104.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 3030 members Entering Unmasked Estep Score: -176107.375000 Penalty: 750.186584 Iteration 40F: 3 clusters Score -176107.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 3043 members Entering Unmasked Estep Score: -176111.218750 Penalty: 750.186584 Iteration 41Q: 3 clusters Score -176111.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 3053 members Entering Unmasked Estep Score: -176114.609375 Penalty: 750.186584 Iteration 42Q: 3 clusters Score -176114.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 3059 members Entering Unmasked Estep Score: -176116.812500 Penalty: 750.186584 Iteration 43Q: 3 clusters Score -176116.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 3067 members Entering Unmasked Estep Score: -176118.671875 Penalty: 750.186584 Iteration 44Q: 3 clusters Score -176118.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 3075 members Entering Unmasked Estep Score: -176121.031250 Penalty: 750.186584 Iteration 45Q: 3 clusters Score -176121 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 3086 members Entering Unmasked Estep Score: -176125.453125 Penalty: 750.186584 Iteration 46Q: 3 clusters Score -176125.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 3093 members Entering Unmasked Estep Score: -176127.671875 Penalty: 750.186584 Iteration 47Q: 3 clusters Score -176127.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 3103 members Entering Unmasked Estep Score: -176130.718750 Penalty: 750.186584 Iteration 48Q: 3 clusters Score -176130.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 3115 members Entering Unmasked Estep Score: -176134.390625 Penalty: 750.186584 Iteration 49Q: 3 clusters Score -176134.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 3126 members Entering Unmasked Estep Score: -176139.281250 Penalty: 750.186584 Iteration 50Q: 3 clusters Score -176139.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 3143 members Entering Unmasked Estep Score: -176145.218750 Penalty: 750.186584 Iteration 51Q: 3 clusters Score -176145.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 3161 members Entering Unmasked Estep Score: -176150.468750 Penalty: 750.186584 Iteration 52Q: 3 clusters Score -176150.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 3175 members Entering Unmasked Estep Score: -176155.843750 Penalty: 750.186584 Iteration 53Q: 3 clusters Score -176155.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 3188 members Entering Unmasked Estep Score: -176160.062500 Penalty: 750.186584 Iteration 54Q: 3 clusters Score -176160.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 3200 members Entering Unmasked Estep Score: -176164.015625 Penalty: 750.186584 Iteration 55Q: 3 clusters Score -176164 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 3212 members Entering Unmasked Estep Score: -176166.593750 Penalty: 750.186584 Iteration 56Q: 3 clusters Score -176166.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 3217 members Entering Unmasked Estep Score: -176168.578125 Penalty: 750.186584 Iteration 57Q: 3 clusters Score -176168.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 3228 members Entering Unmasked Estep Score: -176172.890625 Penalty: 750.186584 Iteration 58Q: 3 clusters Score -176172.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 3242 members Entering Unmasked Estep Score: -176180.015625 Penalty: 750.186584 Iteration 59Q: 3 clusters Score -176180 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 3254 members Entering Unmasked Estep Score: -176184.890625 Penalty: 750.186584 Iteration 60F: 3 clusters Score -176184.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 3263 members Entering Unmasked Estep Score: -176187.968750 Penalty: 750.186584 Iteration 61Q: 3 clusters Score -176188 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 3268 members Entering Unmasked Estep Score: -176190.046875 Penalty: 750.186584 Iteration 62Q: 3 clusters Score -176190 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 3273 members Entering Unmasked Estep Score: -176191.312500 Penalty: 750.186584 Iteration 63Q: 3 clusters Score -176191.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 3277 members Entering Unmasked Estep Score: -176193.031250 Penalty: 750.186584 Iteration 64Q: 3 clusters Score -176193 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 3281 members Entering Unmasked Estep Score: -176194.656250 Penalty: 750.186584 Iteration 65Q: 3 clusters Score -176194.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 3286 members Entering Unmasked Estep Score: -176196.484375 Penalty: 750.186584 Iteration 66Q: 3 clusters Score -176196.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 3292 members Entering Unmasked Estep Score: -176199.640625 Penalty: 750.186584 Iteration 67Q: 3 clusters Score -176199.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 3299 members Entering Unmasked Estep Score: -176201.859375 Penalty: 750.186584 Iteration 68Q: 3 clusters Score -176201.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 3308 members Entering Unmasked Estep Score: -176203.984375 Penalty: 750.186584 Iteration 69Q: 3 clusters Score -176204 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 3313 members Entering Unmasked Estep Score: -176205.687500 Penalty: 750.186584 Iteration 70Q: 3 clusters Score -176205.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 3319 members Entering Unmasked Estep Score: -176207.046875 Penalty: 750.186584 Iteration 71Q: 3 clusters Score -176207 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 3324 members Entering Unmasked Estep Score: -176208.296875 Penalty: 750.186584 Iteration 72Q: 3 clusters Score -176208.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 3330 members Entering Unmasked Estep Score: -176210.625000 Penalty: 750.186584 Iteration 73Q: 3 clusters Score -176210.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 3337 members Entering Unmasked Estep Score: -176215.578125 Penalty: 750.186584 Iteration 74Q: 3 clusters Score -176215.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 3346 members Entering Unmasked Estep Score: -176220.687500 Penalty: 750.186584 Iteration 75Q: 3 clusters Score -176220.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 3349 members Entering Unmasked Estep Score: -176222.234375 Penalty: 750.186584 Iteration 76Q: 3 clusters Score -176222.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 3354 members Entering Unmasked Estep Score: -176227.062500 Penalty: 750.186584 Iteration 77Q: 3 clusters Score -176227.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 3359 members Entering Unmasked Estep Score: -176229.484375 Penalty: 750.186584 Iteration 78Q: 3 clusters Score -176229.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 3364 members Entering Unmasked Estep Score: -176231.234375 Penalty: 750.186584 Iteration 79Q: 3 clusters Score -176231.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 3370 members Entering Unmasked Estep Score: -176233.328125 Penalty: 750.186584 Iteration 80F: 3 clusters Score -176233.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 3379 members Entering Unmasked Estep Score: -176236.968750 Penalty: 750.186584 Iteration 81Q: 3 clusters Score -176237 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 3382 members Entering Unmasked Estep Score: -176239.796875 Penalty: 750.186584 Iteration 82Q: 3 clusters Score -176239.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 3388 members Entering Unmasked Estep Score: -176242.093750 Penalty: 750.186584 Iteration 83Q: 3 clusters Score -176242.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 3393 members Entering Unmasked Estep Score: -176243.390625 Penalty: 750.186584 Iteration 84Q: 3 clusters Score -176243.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 3397 members Entering Unmasked Estep Score: -176245.953125 Penalty: 750.186584 Iteration 85Q: 3 clusters Score -176246 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 3402 members Entering Unmasked Estep Score: -176248.828125 Penalty: 750.186584 Iteration 86Q: 3 clusters Score -176248.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 3403 members Entering Unmasked Estep Score: -176249.046875 Penalty: 750.186584 Iteration 87Q: 3 clusters Score -176249 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 3405 members Entering Unmasked Estep Score: -176249.453125 Penalty: 750.186584 Iteration 88Q: 3 clusters Score -176249.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 3406 members Entering Unmasked Estep Score: -176249.671875 Penalty: 750.186584 Iteration 89Q: 3 clusters Score -176249.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 3408 members Entering Unmasked Estep Score: -176250.125000 Penalty: 750.186584 Iteration 90Q: 3 clusters Score -176250.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 3411 members Entering Unmasked Estep Score: -176250.812500 Penalty: 750.186584 Iteration 91Q: 3 clusters Score -176250.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 3414 members Entering Unmasked Estep Score: -176251.187500 Penalty: 750.186584 Iteration 92Q: 3 clusters Score -176251.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 3415 members Entering Unmasked Estep Score: -176251.125000 Penalty: 750.186584 Iteration 93Q: 3 clusters Score -176251.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 3415 members Entering Unmasked Estep Score: -176251.125000 Penalty: 750.186584 Iteration 94F: 3 clusters Score -176251.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (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: -16587.009766 Penalty: 274.939819 Iteration 0F: 2 clusters Score -16587.01 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -16160.577148 Penalty: 549.879639 Iteration 0F: 3 clusters Score -16160.58 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -16296.358398 Penalty: 549.879639 Iteration 1F: 3 clusters Score -16296.36 nChanged 33 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: -16344.559570 Penalty: 549.879639 Iteration 2F: 3 clusters Score -16344.56 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -16374.276367 Penalty: 549.879639 Iteration 3F: 3 clusters Score -16374.28 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -16389.398438 Penalty: 549.879639 Iteration 4Q: 3 clusters Score -16389.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -16418.666016 Penalty: 549.879639 Iteration 5Q: 3 clusters Score -16418.67 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -16431.355469 Penalty: 549.879639 Iteration 6Q: 3 clusters Score -16431.36 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -16433.867188 Penalty: 549.879639 Iteration 7Q: 3 clusters Score -16433.87 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -16436.326172 Penalty: 549.879639 Iteration 8Q: 3 clusters Score -16436.33 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -16437.611328 Penalty: 549.879639 Iteration 9Q: 3 clusters Score -16437.61 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -16438.935547 Penalty: 549.879639 Iteration 10Q: 3 clusters Score -16438.94 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -16442.119141 Penalty: 549.879639 Iteration 11Q: 3 clusters Score -16442.12 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -16446.775391 Penalty: 549.879639 Iteration 12Q: 3 clusters Score -16446.78 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -16448.451172 Penalty: 549.879639 Iteration 13Q: 3 clusters Score -16448.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -16450.328125 Penalty: 549.879639 Iteration 14Q: 3 clusters Score -16450.33 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -16450.541016 Penalty: 549.879639 Iteration 15Q: 3 clusters Score -16450.54 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -16450.541016 Penalty: 549.879639 Iteration 16F: 3 clusters Score -16450.54 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (15090 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15090 members Entering Unmasked Estep Score: -895501.812500 Penalty: 437.791351 Iteration 0F: 2 clusters Score -895501.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7684 members Mstep: Class 2 contains 7406 members Entering Unmasked Estep Score: -885373.000000 Penalty: 875.582703 Iteration 0F: 3 clusters Score -885373 nChanged 7195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9745 members Mstep: Class 2 contains 5345 members Entering Unmasked Estep Score: -890873.000000 Penalty: 875.582703 Iteration 1F: 3 clusters Score -890873 nChanged 1407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10780 members Mstep: Class 2 contains 4310 members Entering Unmasked Estep Score: -892042.125000 Penalty: 875.582703 Iteration 2F: 3 clusters Score -892042.1 nChanged 1167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11655 members Mstep: Class 2 contains 3435 members Entering Unmasked Estep Score: -892989.000000 Penalty: 875.582703 Iteration 3F: 3 clusters Score -892989 nChanged 851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12296 members Mstep: Class 2 contains 2794 members Entering Unmasked Estep Score: -893670.250000 Penalty: 875.582703 Iteration 4F: 3 clusters Score -893670.2 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12752 members Mstep: Class 2 contains 2338 members Entering Unmasked Estep Score: -894147.187500 Penalty: 875.582703 Iteration 5Q: 3 clusters Score -894147.2 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13076 members Mstep: Class 2 contains 2014 members Entering Unmasked Estep Score: -894501.437500 Penalty: 875.582703 Iteration 6Q: 3 clusters Score -894501.4 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13302 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -894735.687500 Penalty: 875.582703 Iteration 7Q: 3 clusters Score -894735.7 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13458 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -894883.312500 Penalty: 875.582703 Iteration 8Q: 3 clusters Score -894883.3 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13588 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -894982.000000 Penalty: 875.582703 Iteration 9Q: 3 clusters Score -894982 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13684 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -895050.312500 Penalty: 875.582703 Iteration 10Q: 3 clusters Score -895050.3 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13770 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -895110.562500 Penalty: 875.582703 Iteration 11Q: 3 clusters Score -895110.6 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13844 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -895157.312500 Penalty: 875.582703 Iteration 12Q: 3 clusters Score -895157.3 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13906 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -895189.312500 Penalty: 875.582703 Iteration 13Q: 3 clusters Score -895189.3 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13958 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -895218.937500 Penalty: 875.582703 Iteration 14Q: 3 clusters Score -895218.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14000 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -895241.062500 Penalty: 875.582703 Iteration 15Q: 3 clusters Score -895241.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14034 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -895254.687500 Penalty: 875.582703 Iteration 16Q: 3 clusters Score -895254.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14059 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -895266.500000 Penalty: 875.582703 Iteration 17Q: 3 clusters Score -895266.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14083 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -895277.125000 Penalty: 875.582703 Iteration 18Q: 3 clusters Score -895277.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14098 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -895283.875000 Penalty: 875.582703 Iteration 19Q: 3 clusters Score -895283.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14117 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -895295.437500 Penalty: 875.582703 Iteration 20F: 3 clusters Score -895295.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14123 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -895299.937500 Penalty: 875.582703 Iteration 21Q: 3 clusters Score -895299.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14131 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -895303.187500 Penalty: 875.582703 Iteration 22Q: 3 clusters Score -895303.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14137 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -895308.500000 Penalty: 875.582703 Iteration 23Q: 3 clusters Score -895308.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14142 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -895309.312500 Penalty: 875.582703 Iteration 24Q: 3 clusters Score -895309.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14143 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -895309.562500 Penalty: 875.582703 Iteration 25Q: 3 clusters Score -895309.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14146 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -895312.500000 Penalty: 875.582703 Iteration 26Q: 3 clusters Score -895312.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14156 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -895314.500000 Penalty: 875.582703 Iteration 27Q: 3 clusters Score -895314.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14165 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -895316.062500 Penalty: 875.582703 Iteration 28Q: 3 clusters Score -895316.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14178 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -895321.375000 Penalty: 875.582703 Iteration 29Q: 3 clusters Score -895321.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14192 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -895326.500000 Penalty: 875.582703 Iteration 30Q: 3 clusters Score -895326.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14207 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -895331.687500 Penalty: 875.582703 Iteration 31Q: 3 clusters Score -895331.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14224 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -895337.500000 Penalty: 875.582703 Iteration 32Q: 3 clusters Score -895337.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14231 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -895340.312500 Penalty: 875.582703 Iteration 33Q: 3 clusters Score -895340.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14238 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -895340.500000 Penalty: 875.582703 Iteration 34Q: 3 clusters Score -895340.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14239 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -895341.437500 Penalty: 875.582703 Iteration 35Q: 3 clusters Score -895341.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14242 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -895340.062500 Penalty: 875.582703 Iteration 36Q: 3 clusters Score -895340.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14249 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -895339.625000 Penalty: 875.582703 Iteration 37Q: 3 clusters Score -895339.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14253 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -895341.812500 Penalty: 875.582703 Iteration 38Q: 3 clusters Score -895341.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14258 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -895344.187500 Penalty: 875.582703 Iteration 39Q: 3 clusters Score -895344.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14261 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -895343.187500 Penalty: 875.582703 Iteration 40F: 3 clusters Score -895343.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14262 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -895342.750000 Penalty: 875.582703 Iteration 41Q: 3 clusters Score -895342.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14262 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -895343.562500 Penalty: 875.582703 Iteration 42Q: 3 clusters Score -895343.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14262 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -895343.562500 Penalty: 875.582703 Iteration 43F: 3 clusters Score -895343.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (12768 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12768 members Entering Unmasked Estep Score: -739153.687500 Penalty: 430.188751 Iteration 0F: 2 clusters Score -739153.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6416 members Mstep: Class 2 contains 6352 members Entering Unmasked Estep Score: -730605.812500 Penalty: 860.377502 Iteration 0F: 3 clusters Score -730605.8 nChanged 6025 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6433 members Mstep: Class 2 contains 6335 members Entering Unmasked Estep Score: -733989.562500 Penalty: 860.377502 Iteration 1F: 3 clusters Score -733989.6 nChanged 746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6285 members Mstep: Class 2 contains 6483 members Entering Unmasked Estep Score: -734274.875000 Penalty: 860.377502 Iteration 2F: 3 clusters Score -734274.9 nChanged 730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6093 members Mstep: Class 2 contains 6675 members Entering Unmasked Estep Score: -734604.187500 Penalty: 860.377502 Iteration 3F: 3 clusters Score -734604.2 nChanged 778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5841 members Mstep: Class 2 contains 6927 members Entering Unmasked Estep Score: -734975.500000 Penalty: 860.377502 Iteration 4F: 3 clusters Score -734975.5 nChanged 776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5601 members Mstep: Class 2 contains 7167 members Entering Unmasked Estep Score: -735353.562500 Penalty: 860.377502 Iteration 5F: 3 clusters Score -735353.6 nChanged 698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5381 members Mstep: Class 2 contains 7387 members Entering Unmasked Estep Score: -735692.750000 Penalty: 860.377502 Iteration 6F: 3 clusters Score -735692.8 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5194 members Mstep: Class 2 contains 7574 members Entering Unmasked Estep Score: -735941.937500 Penalty: 860.377502 Iteration 7Q: 3 clusters Score -735941.9 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5017 members Mstep: Class 2 contains 7751 members Entering Unmasked Estep Score: -736131.437500 Penalty: 860.377502 Iteration 8Q: 3 clusters Score -736131.4 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4818 members Mstep: Class 2 contains 7950 members Entering Unmasked Estep Score: -736266.562500 Penalty: 860.377502 Iteration 9Q: 3 clusters Score -736266.6 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4578 members Mstep: Class 2 contains 8190 members Entering Unmasked Estep Score: -736387.437500 Penalty: 860.377502 Iteration 10Q: 3 clusters Score -736387.4 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4325 members Mstep: Class 2 contains 8443 members Entering Unmasked Estep Score: -736488.375000 Penalty: 860.377502 Iteration 11Q: 3 clusters Score -736488.4 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4061 members Mstep: Class 2 contains 8707 members Entering Unmasked Estep Score: -736609.312500 Penalty: 860.377502 Iteration 12Q: 3 clusters Score -736609.3 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3751 members Mstep: Class 2 contains 9017 members Entering Unmasked Estep Score: -736743.000000 Penalty: 860.377502 Iteration 13Q: 3 clusters Score -736743 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3435 members Mstep: Class 2 contains 9333 members Entering Unmasked Estep Score: -736890.312500 Penalty: 860.377502 Iteration 14Q: 3 clusters Score -736890.3 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3097 members Mstep: Class 2 contains 9671 members Entering Unmasked Estep Score: -737071.437500 Penalty: 860.377502 Iteration 15Q: 3 clusters Score -737071.4 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2755 members Mstep: Class 2 contains 10013 members Entering Unmasked Estep Score: -737252.375000 Penalty: 860.377502 Iteration 16Q: 3 clusters Score -737252.4 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2418 members Mstep: Class 2 contains 10350 members Entering Unmasked Estep Score: -737430.812500 Penalty: 860.377502 Iteration 17Q: 3 clusters Score -737430.8 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 10692 members Entering Unmasked Estep Score: -737622.875000 Penalty: 860.377502 Iteration 18Q: 3 clusters Score -737622.9 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 11022 members Entering Unmasked Estep Score: -737826.750000 Penalty: 860.377502 Iteration 19Q: 3 clusters Score -737826.8 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 11321 members Entering Unmasked Estep Score: -738008.437500 Penalty: 860.377502 Iteration 20F: 3 clusters Score -738008.4 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 11585 members Entering Unmasked Estep Score: -738166.625000 Penalty: 860.377502 Iteration 21Q: 3 clusters Score -738166.6 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 11824 members Entering Unmasked Estep Score: -738338.687500 Penalty: 860.377502 Iteration 22Q: 3 clusters Score -738338.7 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 12018 members Entering Unmasked Estep Score: -738492.562500 Penalty: 860.377502 Iteration 23Q: 3 clusters Score -738492.6 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 12151 members Entering Unmasked Estep Score: -738585.687500 Penalty: 860.377502 Iteration 24Q: 3 clusters Score -738585.7 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 12251 members Entering Unmasked Estep Score: -738649.687500 Penalty: 860.377502 Iteration 25Q: 3 clusters Score -738649.7 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 12324 members Entering Unmasked Estep Score: -738704.625000 Penalty: 860.377502 Iteration 26Q: 3 clusters Score -738704.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 12380 members Entering Unmasked Estep Score: -738747.812500 Penalty: 860.377502 Iteration 27Q: 3 clusters Score -738747.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 12423 members Entering Unmasked Estep Score: -738770.750000 Penalty: 860.377502 Iteration 28Q: 3 clusters Score -738770.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 12444 members Entering Unmasked Estep Score: -738779.937500 Penalty: 860.377502 Iteration 29Q: 3 clusters Score -738779.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 12457 members Entering Unmasked Estep Score: -738785.562500 Penalty: 860.377502 Iteration 30Q: 3 clusters Score -738785.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 12470 members Entering Unmasked Estep Score: -738791.812500 Penalty: 860.377502 Iteration 31Q: 3 clusters Score -738791.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 12486 members Entering Unmasked Estep Score: -738800.375000 Penalty: 860.377502 Iteration 32Q: 3 clusters Score -738800.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 12497 members Entering Unmasked Estep Score: -738809.062500 Penalty: 860.377502 Iteration 33Q: 3 clusters Score -738809.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 12507 members Entering Unmasked Estep Score: -738813.750000 Penalty: 860.377502 Iteration 34Q: 3 clusters Score -738813.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 12516 members Entering Unmasked Estep Score: -738817.312500 Penalty: 860.377502 Iteration 35Q: 3 clusters Score -738817.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 12521 members Entering Unmasked Estep Score: -738821.750000 Penalty: 860.377502 Iteration 36Q: 3 clusters Score -738821.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 12525 members Entering Unmasked Estep Score: -738824.000000 Penalty: 860.377502 Iteration 37Q: 3 clusters Score -738824 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 12529 members Entering Unmasked Estep Score: -738824.937500 Penalty: 860.377502 Iteration 38Q: 3 clusters Score -738824.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 12531 members Entering Unmasked Estep Score: -738827.000000 Penalty: 860.377502 Iteration 39Q: 3 clusters Score -738827 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 12535 members Entering Unmasked Estep Score: -738829.187500 Penalty: 860.377502 Iteration 40F: 3 clusters Score -738829.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 12535 members Entering Unmasked Estep Score: -738828.625000 Penalty: 860.377502 Iteration 41Q: 3 clusters Score -738828.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 12536 members Entering Unmasked Estep Score: -738830.312500 Penalty: 860.377502 Iteration 42Q: 3 clusters Score -738830.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 12539 members Entering Unmasked Estep Score: -738833.187500 Penalty: 860.377502 Iteration 43Q: 3 clusters Score -738833.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 12542 members Entering Unmasked Estep Score: -738833.812500 Penalty: 860.377502 Iteration 44Q: 3 clusters Score -738833.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 12543 members Entering Unmasked Estep Score: -738833.812500 Penalty: 860.377502 Iteration 45Q: 3 clusters Score -738833.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 12543 members Entering Unmasked Estep Score: -738834.625000 Penalty: 860.377502 Iteration 46Q: 3 clusters Score -738834.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 12543 members Entering Unmasked Estep Score: -738834.937500 Penalty: 860.377502 Iteration 47Q: 3 clusters Score -738834.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 12543 members Entering Unmasked Estep Score: -738836.125000 Penalty: 860.377502 Iteration 48Q: 3 clusters Score -738836.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 12543 members Entering Unmasked Estep Score: -738836.125000 Penalty: 860.377502 Iteration 49F: 3 clusters Score -738836.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (6239 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6239 members Entering Unmasked Estep Score: -339097.000000 Penalty: 397.605164 Iteration 0F: 2 clusters Score -339097 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3137 members Mstep: Class 2 contains 3102 members Entering Unmasked Estep Score: -334910.718750 Penalty: 795.210327 Iteration 0F: 3 clusters Score -334910.7 nChanged 2872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3283 members Mstep: Class 2 contains 2956 members Entering Unmasked Estep Score: -336584.843750 Penalty: 795.210327 Iteration 1F: 3 clusters Score -336584.8 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3365 members Mstep: Class 2 contains 2874 members Entering Unmasked Estep Score: -336824.031250 Penalty: 795.210327 Iteration 2F: 3 clusters Score -336824 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3453 members Mstep: Class 2 contains 2786 members Entering Unmasked Estep Score: -337016.875000 Penalty: 795.210327 Iteration 3F: 3 clusters Score -337016.9 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3554 members Mstep: Class 2 contains 2685 members Entering Unmasked Estep Score: -337160.406250 Penalty: 795.210327 Iteration 4F: 3 clusters Score -337160.4 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3655 members Mstep: Class 2 contains 2584 members Entering Unmasked Estep Score: -337248.218750 Penalty: 795.210327 Iteration 5Q: 3 clusters Score -337248.2 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3784 members Mstep: Class 2 contains 2455 members Entering Unmasked Estep Score: -337336.000000 Penalty: 795.210327 Iteration 6Q: 3 clusters Score -337336 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3898 members Mstep: Class 2 contains 2341 members Entering Unmasked Estep Score: -337407.781250 Penalty: 795.210327 Iteration 7Q: 3 clusters Score -337407.8 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4015 members Mstep: Class 2 contains 2224 members Entering Unmasked Estep Score: -337476.625000 Penalty: 795.210327 Iteration 8Q: 3 clusters Score -337476.6 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4140 members Mstep: Class 2 contains 2099 members Entering Unmasked Estep Score: -337566.218750 Penalty: 795.210327 Iteration 9Q: 3 clusters Score -337566.2 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4293 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -337686.718750 Penalty: 795.210327 Iteration 10Q: 3 clusters Score -337686.7 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4442 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -337814.718750 Penalty: 795.210327 Iteration 11Q: 3 clusters Score -337814.7 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4594 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -337958.750000 Penalty: 795.210327 Iteration 12Q: 3 clusters Score -337958.8 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4740 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -338103.562500 Penalty: 795.210327 Iteration 13Q: 3 clusters Score -338103.6 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4865 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -338192.968750 Penalty: 795.210327 Iteration 14Q: 3 clusters Score -338193 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4975 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -338258.156250 Penalty: 795.210327 Iteration 15Q: 3 clusters Score -338258.2 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5090 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -338316.250000 Penalty: 795.210327 Iteration 16Q: 3 clusters Score -338316.2 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5181 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -338355.093750 Penalty: 795.210327 Iteration 17Q: 3 clusters Score -338355.1 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5267 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -338387.687500 Penalty: 795.210327 Iteration 18Q: 3 clusters Score -338387.7 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5337 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -338416.406250 Penalty: 795.210327 Iteration 19Q: 3 clusters Score -338416.4 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5410 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -338450.531250 Penalty: 795.210327 Iteration 20F: 3 clusters Score -338450.5 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5481 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -338483.812500 Penalty: 795.210327 Iteration 21Q: 3 clusters Score -338483.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5545 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -338514.468750 Penalty: 795.210327 Iteration 22Q: 3 clusters Score -338514.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5590 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -338531.750000 Penalty: 795.210327 Iteration 23Q: 3 clusters Score -338531.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5638 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -338549.937500 Penalty: 795.210327 Iteration 24Q: 3 clusters Score -338549.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5675 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -338567.250000 Penalty: 795.210327 Iteration 25Q: 3 clusters Score -338567.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5712 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -338583.687500 Penalty: 795.210327 Iteration 26Q: 3 clusters Score -338583.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5751 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -338600.375000 Penalty: 795.210327 Iteration 27Q: 3 clusters Score -338600.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5793 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -338619.750000 Penalty: 795.210327 Iteration 28Q: 3 clusters Score -338619.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5826 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -338633.312500 Penalty: 795.210327 Iteration 29Q: 3 clusters Score -338633.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5852 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -338645.656250 Penalty: 795.210327 Iteration 30Q: 3 clusters Score -338645.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5882 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -338657.031250 Penalty: 795.210327 Iteration 31Q: 3 clusters Score -338657 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5907 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -338669.875000 Penalty: 795.210327 Iteration 32Q: 3 clusters Score -338669.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5932 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -338680.125000 Penalty: 795.210327 Iteration 33Q: 3 clusters Score -338680.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5955 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -338697.968750 Penalty: 795.210327 Iteration 34Q: 3 clusters Score -338698 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5977 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -338717.281250 Penalty: 795.210327 Iteration 35Q: 3 clusters Score -338717.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5997 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -338733.312500 Penalty: 795.210327 Iteration 36Q: 3 clusters Score -338733.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6017 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -338746.531250 Penalty: 795.210327 Iteration 37Q: 3 clusters Score -338746.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6028 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -338757.312500 Penalty: 795.210327 Iteration 38Q: 3 clusters Score -338757.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6041 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -338766.781250 Penalty: 795.210327 Iteration 39Q: 3 clusters Score -338766.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6049 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -338771.843750 Penalty: 795.210327 Iteration 40F: 3 clusters Score -338771.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6054 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -338774.062500 Penalty: 795.210327 Iteration 41Q: 3 clusters Score -338774.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6058 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -338776.281250 Penalty: 795.210327 Iteration 42Q: 3 clusters Score -338776.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6059 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -338776.500000 Penalty: 795.210327 Iteration 43Q: 3 clusters Score -338776.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6060 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -338776.562500 Penalty: 795.210327 Iteration 44Q: 3 clusters Score -338776.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6060 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -338776.562500 Penalty: 795.210327 Iteration 45F: 3 clusters Score -338776.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (141 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Entering Unmasked Estep Score: -3361.221191 Penalty: 225.168579 Iteration 0F: 2 clusters Score -3361.221 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -3116.465332 Penalty: 450.337158 Iteration 0F: 3 clusters Score -3116.465 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -3186.332520 Penalty: 450.337158 Iteration 1F: 3 clusters Score -3186.333 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -3249.827881 Penalty: 450.337158 Iteration 2F: 3 clusters Score -3249.828 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -3276.652344 Penalty: 450.337158 Iteration 3F: 3 clusters Score -3276.652 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -3284.599609 Penalty: 450.337158 Iteration 4Q: 3 clusters Score -3284.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -3297.667969 Penalty: 450.337158 Iteration 5Q: 3 clusters Score -3297.668 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -3299.864014 Penalty: 450.337158 Iteration 6Q: 3 clusters Score -3299.864 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -3299.864014 Penalty: 450.337158 Iteration 7F: 3 clusters Score -3299.864 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (19751 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19751 members Entering Unmasked Estep Score: -1188486.125000 Penalty: 450.038666 Iteration 0F: 2 clusters Score -1188486 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9813 members Mstep: Class 2 contains 9938 members Entering Unmasked Estep Score: -1175321.750000 Penalty: 900.077332 Iteration 0F: 3 clusters Score -1175322 nChanged 9386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8977 members Mstep: Class 2 contains 10774 members Entering Unmasked Estep Score: -1180768.000000 Penalty: 900.077332 Iteration 1F: 3 clusters Score -1180768 nChanged 893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8466 members Mstep: Class 2 contains 11285 members Entering Unmasked Estep Score: -1181068.250000 Penalty: 900.077332 Iteration 2Q: 3 clusters Score -1181068 nChanged 1054 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7646 members Mstep: Class 2 contains 12105 members Entering Unmasked Estep Score: -1181527.500000 Penalty: 900.077332 Iteration 3F: 3 clusters Score -1181528 nChanged 1322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6444 members Mstep: Class 2 contains 13307 members Entering Unmasked Estep Score: -1182340.250000 Penalty: 900.077332 Iteration 4F: 3 clusters Score -1182340 nChanged 1649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4869 members Mstep: Class 2 contains 14882 members Entering Unmasked Estep Score: -1183605.250000 Penalty: 900.077332 Iteration 5F: 3 clusters Score -1183605 nChanged 1723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3214 members Mstep: Class 2 contains 16537 members Entering Unmasked Estep Score: -1185123.125000 Penalty: 900.077332 Iteration 6F: 3 clusters Score -1185123 nChanged 1371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Mstep: Class 2 contains 17868 members Entering Unmasked Estep Score: -1186382.750000 Penalty: 900.077332 Iteration 7F: 3 clusters Score -1186383 nChanged 901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 18761 members Entering Unmasked Estep Score: -1187195.250000 Penalty: 900.077332 Iteration 8Q: 3 clusters Score -1187195 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 19259 members Entering Unmasked Estep Score: -1187656.625000 Penalty: 900.077332 Iteration 9Q: 3 clusters Score -1187657 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 19501 members Entering Unmasked Estep Score: -1187891.250000 Penalty: 900.077332 Iteration 10Q: 3 clusters Score -1187891 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 19610 members Entering Unmasked Estep Score: -1187988.000000 Penalty: 900.077332 Iteration 11Q: 3 clusters Score -1187988 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 19647 members Entering Unmasked Estep Score: -1188030.125000 Penalty: 900.077332 Iteration 12Q: 3 clusters Score -1188030 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 19667 members Entering Unmasked Estep Score: -1188051.500000 Penalty: 900.077332 Iteration 13Q: 3 clusters Score -1188052 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 19671 members Entering Unmasked Estep Score: -1188059.375000 Penalty: 900.077332 Iteration 14Q: 3 clusters Score -1188059 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 19674 members Entering Unmasked Estep Score: -1188070.000000 Penalty: 900.077332 Iteration 15Q: 3 clusters Score -1188070 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 19676 members Entering Unmasked Estep Score: -1188075.750000 Penalty: 900.077332 Iteration 16Q: 3 clusters Score -1188076 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 19680 members Entering Unmasked Estep Score: -1188080.375000 Penalty: 900.077332 Iteration 17Q: 3 clusters Score -1188080 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 19682 members Entering Unmasked Estep Score: -1188083.000000 Penalty: 900.077332 Iteration 18Q: 3 clusters Score -1188083 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 19682 members Entering Unmasked Estep Score: -1188084.875000 Penalty: 900.077332 Iteration 19Q: 3 clusters Score -1188085 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 19681 members Entering Unmasked Estep Score: -1188085.750000 Penalty: 900.077332 Iteration 20F: 3 clusters Score -1188086 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (688 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Entering Unmasked Estep Score: -25797.664062 Penalty: 297.287384 Iteration 0F: 2 clusters Score -25797.66 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -25218.417969 Penalty: 594.574768 Iteration 0F: 3 clusters Score -25218.42 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -25447.695312 Penalty: 594.574768 Iteration 1F: 3 clusters Score -25447.7 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -25504.173828 Penalty: 594.574768 Iteration 2F: 3 clusters Score -25504.17 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -25543.873047 Penalty: 594.574768 Iteration 3F: 3 clusters Score -25543.87 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -25570.851562 Penalty: 594.574768 Iteration 4Q: 3 clusters Score -25570.85 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -25582.748047 Penalty: 594.574768 Iteration 5Q: 3 clusters Score -25582.75 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -25584.767578 Penalty: 594.574768 Iteration 6Q: 3 clusters Score -25584.77 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -25585.814453 Penalty: 594.574768 Iteration 7Q: 3 clusters Score -25585.81 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -25586.884766 Penalty: 594.574768 Iteration 8Q: 3 clusters Score -25586.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -25587.154297 Penalty: 594.574768 Iteration 9Q: 3 clusters Score -25587.15 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -25587.154297 Penalty: 594.574768 Iteration 10F: 3 clusters Score -25587.15 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (1513 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Entering Unmasked Estep Score: -82306.343750 Penalty: 333.144165 Iteration 0F: 2 clusters Score -82306.34 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 733 members Entering Unmasked Estep Score: -81170.242188 Penalty: 666.288330 Iteration 0F: 3 clusters Score -81170.24 nChanged 629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -81619.882812 Penalty: 666.288330 Iteration 1F: 3 clusters Score -81619.88 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -81745.875000 Penalty: 666.288330 Iteration 2F: 3 clusters Score -81745.88 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -81851.101562 Penalty: 666.288330 Iteration 3F: 3 clusters Score -81851.1 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -81908.296875 Penalty: 666.288330 Iteration 4F: 3 clusters Score -81908.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -81943.750000 Penalty: 666.288330 Iteration 5Q: 3 clusters Score -81943.75 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -81960.000000 Penalty: 666.288330 Iteration 6Q: 3 clusters Score -81960 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -81978.414062 Penalty: 666.288330 Iteration 7Q: 3 clusters Score -81978.41 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -81989.460938 Penalty: 666.288330 Iteration 8Q: 3 clusters Score -81989.46 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -81997.687500 Penalty: 666.288330 Iteration 9Q: 3 clusters Score -81997.69 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -82001.773438 Penalty: 666.288330 Iteration 10Q: 3 clusters Score -82001.77 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -82003.093750 Penalty: 666.288330 Iteration 11Q: 3 clusters Score -82003.09 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -82004.109375 Penalty: 666.288330 Iteration 12Q: 3 clusters Score -82004.11 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -82005.570312 Penalty: 666.288330 Iteration 13Q: 3 clusters Score -82005.57 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -82010.718750 Penalty: 666.288330 Iteration 14Q: 3 clusters Score -82010.72 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -82013.703125 Penalty: 666.288330 Iteration 15Q: 3 clusters Score -82013.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -82019.875000 Penalty: 666.288330 Iteration 16Q: 3 clusters Score -82019.88 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -82023.640625 Penalty: 666.288330 Iteration 17Q: 3 clusters Score -82023.64 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -82026.609375 Penalty: 666.288330 Iteration 18Q: 3 clusters Score -82026.61 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -82030.476562 Penalty: 666.288330 Iteration 19Q: 3 clusters Score -82030.48 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -82036.828125 Penalty: 666.288330 Iteration 20F: 3 clusters Score -82036.83 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -82042.468750 Penalty: 666.288330 Iteration 21Q: 3 clusters Score -82042.47 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -82049.453125 Penalty: 666.288330 Iteration 22Q: 3 clusters Score -82049.45 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -82054.304688 Penalty: 666.288330 Iteration 23Q: 3 clusters Score -82054.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -82059.562500 Penalty: 666.288330 Iteration 24Q: 3 clusters Score -82059.56 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -82065.343750 Penalty: 666.288330 Iteration 25Q: 3 clusters Score -82065.34 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -82070.890625 Penalty: 666.288330 Iteration 26Q: 3 clusters Score -82070.89 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -82076.554688 Penalty: 666.288330 Iteration 27Q: 3 clusters Score -82076.55 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -82087.359375 Penalty: 666.288330 Iteration 28Q: 3 clusters Score -82087.36 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -82089.882812 Penalty: 666.288330 Iteration 29Q: 3 clusters Score -82089.88 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -82090.609375 Penalty: 666.288330 Iteration 30Q: 3 clusters Score -82090.61 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -82091.601562 Penalty: 666.288330 Iteration 31Q: 3 clusters Score -82091.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -82093.593750 Penalty: 666.288330 Iteration 32Q: 3 clusters Score -82093.59 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -82094.375000 Penalty: 666.288330 Iteration 33Q: 3 clusters Score -82094.38 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -82095.726562 Penalty: 666.288330 Iteration 34Q: 3 clusters Score -82095.73 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -82096.125000 Penalty: 666.288330 Iteration 35Q: 3 clusters Score -82096.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -82096.125000 Penalty: 666.288330 Iteration 36F: 3 clusters Score -82096.12 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (10202 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10202 members Entering Unmasked Estep Score: -626361.750000 Penalty: 419.980438 Iteration 0F: 2 clusters Score -626361.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5145 members Mstep: Class 2 contains 5057 members Entering Unmasked Estep Score: -619610.750000 Penalty: 839.960876 Iteration 0F: 3 clusters Score -619610.8 nChanged 4758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5653 members Mstep: Class 2 contains 4549 members Entering Unmasked Estep Score: -622775.062500 Penalty: 839.960876 Iteration 1F: 3 clusters Score -622775.1 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5886 members Mstep: Class 2 contains 4316 members Entering Unmasked Estep Score: -623135.375000 Penalty: 839.960876 Iteration 2F: 3 clusters Score -623135.4 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6114 members Mstep: Class 2 contains 4088 members Entering Unmasked Estep Score: -623508.187500 Penalty: 839.960876 Iteration 3F: 3 clusters Score -623508.2 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6326 members Mstep: Class 2 contains 3876 members Entering Unmasked Estep Score: -623863.000000 Penalty: 839.960876 Iteration 4F: 3 clusters Score -623863 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6506 members Mstep: Class 2 contains 3696 members Entering Unmasked Estep Score: -624194.062500 Penalty: 839.960876 Iteration 5F: 3 clusters Score -624194.1 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6644 members Mstep: Class 2 contains 3558 members Entering Unmasked Estep Score: -624462.312500 Penalty: 839.960876 Iteration 6Q: 3 clusters Score -624462.3 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6783 members Mstep: Class 2 contains 3419 members Entering Unmasked Estep Score: -624665.875000 Penalty: 839.960876 Iteration 7Q: 3 clusters Score -624665.9 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6899 members Mstep: Class 2 contains 3303 members Entering Unmasked Estep Score: -624803.250000 Penalty: 839.960876 Iteration 8Q: 3 clusters Score -624803.2 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7012 members Mstep: Class 2 contains 3190 members Entering Unmasked Estep Score: -624908.125000 Penalty: 839.960876 Iteration 9Q: 3 clusters Score -624908.1 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7138 members Mstep: Class 2 contains 3064 members Entering Unmasked Estep Score: -624976.125000 Penalty: 839.960876 Iteration 10Q: 3 clusters Score -624976.1 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7248 members Mstep: Class 2 contains 2954 members Entering Unmasked Estep Score: -625038.250000 Penalty: 839.960876 Iteration 11Q: 3 clusters Score -625038.2 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7362 members Mstep: Class 2 contains 2840 members Entering Unmasked Estep Score: -625090.625000 Penalty: 839.960876 Iteration 12Q: 3 clusters Score -625090.6 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7471 members Mstep: Class 2 contains 2731 members Entering Unmasked Estep Score: -625136.812500 Penalty: 839.960876 Iteration 13Q: 3 clusters Score -625136.8 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7583 members Mstep: Class 2 contains 2619 members Entering Unmasked Estep Score: -625175.750000 Penalty: 839.960876 Iteration 14Q: 3 clusters Score -625175.8 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7679 members Mstep: Class 2 contains 2523 members Entering Unmasked Estep Score: -625211.500000 Penalty: 839.960876 Iteration 15Q: 3 clusters Score -625211.5 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7785 members Mstep: Class 2 contains 2417 members Entering Unmasked Estep Score: -625259.062500 Penalty: 839.960876 Iteration 16Q: 3 clusters Score -625259.1 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7889 members Mstep: Class 2 contains 2313 members Entering Unmasked Estep Score: -625307.250000 Penalty: 839.960876 Iteration 17Q: 3 clusters Score -625307.2 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8001 members Mstep: Class 2 contains 2201 members Entering Unmasked Estep Score: -625358.437500 Penalty: 839.960876 Iteration 18Q: 3 clusters Score -625358.4 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8111 members Mstep: Class 2 contains 2091 members Entering Unmasked Estep Score: -625403.437500 Penalty: 839.960876 Iteration 19Q: 3 clusters Score -625403.4 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8219 members Mstep: Class 2 contains 1983 members Entering Unmasked Estep Score: -625442.812500 Penalty: 839.960876 Iteration 20F: 3 clusters Score -625442.8 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8316 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -625472.562500 Penalty: 839.960876 Iteration 21Q: 3 clusters Score -625472.6 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8408 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -625504.812500 Penalty: 839.960876 Iteration 22Q: 3 clusters Score -625504.8 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8486 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -625529.062500 Penalty: 839.960876 Iteration 23Q: 3 clusters Score -625529.1 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8570 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -625554.937500 Penalty: 839.960876 Iteration 24Q: 3 clusters Score -625554.9 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8651 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -625582.812500 Penalty: 839.960876 Iteration 25Q: 3 clusters Score -625582.8 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8734 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -625609.250000 Penalty: 839.960876 Iteration 26Q: 3 clusters Score -625609.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8816 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -625636.750000 Penalty: 839.960876 Iteration 27Q: 3 clusters Score -625636.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8889 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -625661.187500 Penalty: 839.960876 Iteration 28Q: 3 clusters Score -625661.2 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8971 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -625690.875000 Penalty: 839.960876 Iteration 29Q: 3 clusters Score -625690.9 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9047 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -625718.625000 Penalty: 839.960876 Iteration 30Q: 3 clusters Score -625718.6 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9127 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -625745.812500 Penalty: 839.960876 Iteration 31Q: 3 clusters Score -625745.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9183 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -625768.375000 Penalty: 839.960876 Iteration 32Q: 3 clusters Score -625768.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9246 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -625791.437500 Penalty: 839.960876 Iteration 33Q: 3 clusters Score -625791.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9306 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -625807.812500 Penalty: 839.960876 Iteration 34Q: 3 clusters Score -625807.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9355 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -625824.625000 Penalty: 839.960876 Iteration 35Q: 3 clusters Score -625824.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9409 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -625841.687500 Penalty: 839.960876 Iteration 36Q: 3 clusters Score -625841.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9459 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -625862.937500 Penalty: 839.960876 Iteration 37Q: 3 clusters Score -625862.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9513 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -625884.687500 Penalty: 839.960876 Iteration 38Q: 3 clusters Score -625884.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9567 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -625902.125000 Penalty: 839.960876 Iteration 39Q: 3 clusters Score -625902.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9616 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -625921.437500 Penalty: 839.960876 Iteration 40F: 3 clusters Score -625921.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9652 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -625932.812500 Penalty: 839.960876 Iteration 41Q: 3 clusters Score -625932.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9676 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -625937.375000 Penalty: 839.960876 Iteration 42Q: 3 clusters Score -625937.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9696 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -625944.125000 Penalty: 839.960876 Iteration 43Q: 3 clusters Score -625944.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9714 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -625952.312500 Penalty: 839.960876 Iteration 44Q: 3 clusters Score -625952.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9732 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -625957.812500 Penalty: 839.960876 Iteration 45Q: 3 clusters Score -625957.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9743 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -625961.375000 Penalty: 839.960876 Iteration 46Q: 3 clusters Score -625961.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9757 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -625965.687500 Penalty: 839.960876 Iteration 47Q: 3 clusters Score -625965.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9768 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -625969.625000 Penalty: 839.960876 Iteration 48Q: 3 clusters Score -625969.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9780 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -625976.250000 Penalty: 839.960876 Iteration 49Q: 3 clusters Score -625976.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9793 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -625981.500000 Penalty: 839.960876 Iteration 50Q: 3 clusters Score -625981.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9803 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -625985.250000 Penalty: 839.960876 Iteration 51Q: 3 clusters Score -625985.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9813 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -625987.437500 Penalty: 839.960876 Iteration 52Q: 3 clusters Score -625987.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9817 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -625989.437500 Penalty: 839.960876 Iteration 53Q: 3 clusters Score -625989.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9823 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -625992.125000 Penalty: 839.960876 Iteration 54Q: 3 clusters Score -625992.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9830 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -625997.000000 Penalty: 839.960876 Iteration 55Q: 3 clusters Score -625997 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9838 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -626000.500000 Penalty: 839.960876 Iteration 56Q: 3 clusters Score -626000.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9844 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -626003.500000 Penalty: 839.960876 Iteration 57Q: 3 clusters Score -626003.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9849 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -626005.625000 Penalty: 839.960876 Iteration 58Q: 3 clusters Score -626005.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9852 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -626008.437500 Penalty: 839.960876 Iteration 59Q: 3 clusters Score -626008.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9852 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -626009.000000 Penalty: 839.960876 Iteration 60F: 3 clusters Score -626009 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9853 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -626008.937500 Penalty: 839.960876 Iteration 61Q: 3 clusters Score -626008.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9854 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -626009.000000 Penalty: 839.960876 Iteration 62Q: 3 clusters Score -626009 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9855 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -626009.250000 Penalty: 839.960876 Iteration 63Q: 3 clusters Score -626009.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9857 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -626009.812500 Penalty: 839.960876 Iteration 64Q: 3 clusters Score -626009.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9859 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -626010.750000 Penalty: 839.960876 Iteration 65Q: 3 clusters Score -626010.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9860 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -626011.125000 Penalty: 839.960876 Iteration 66Q: 3 clusters Score -626011.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9862 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -626012.000000 Penalty: 839.960876 Iteration 67Q: 3 clusters Score -626012 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9863 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -626011.312500 Penalty: 839.960876 Iteration 68Q: 3 clusters Score -626011.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9864 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -626011.750000 Penalty: 839.960876 Iteration 69Q: 3 clusters Score -626011.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9866 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -626012.125000 Penalty: 839.960876 Iteration 70Q: 3 clusters Score -626012.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9867 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -626012.625000 Penalty: 839.960876 Iteration 71Q: 3 clusters Score -626012.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9869 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -626013.000000 Penalty: 839.960876 Iteration 72Q: 3 clusters Score -626013 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9871 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -626013.375000 Penalty: 839.960876 Iteration 73Q: 3 clusters Score -626013.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9871 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -626013.750000 Penalty: 839.960876 Iteration 74Q: 3 clusters Score -626013.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9874 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -626014.687500 Penalty: 839.960876 Iteration 75Q: 3 clusters Score -626014.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9873 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -626014.250000 Penalty: 839.960876 Iteration 76Q: 3 clusters Score -626014.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9873 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -626014.250000 Penalty: 839.960876 Iteration 77F: 3 clusters Score -626014.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (1447 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Entering Unmasked Estep Score: -78943.585938 Penalty: 331.114777 Iteration 0F: 2 clusters Score -78943.59 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -77891.625000 Penalty: 662.229553 Iteration 0F: 3 clusters Score -77891.62 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -78222.164062 Penalty: 662.229553 Iteration 1F: 3 clusters Score -78222.16 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -78293.554688 Penalty: 662.229553 Iteration 2F: 3 clusters Score -78293.55 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -78344.382812 Penalty: 662.229553 Iteration 3F: 3 clusters Score -78344.38 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -78404.640625 Penalty: 662.229553 Iteration 4F: 3 clusters Score -78404.64 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -78456.085938 Penalty: 662.229553 Iteration 5F: 3 clusters Score -78456.09 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -78485.343750 Penalty: 662.229553 Iteration 6Q: 3 clusters Score -78485.34 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -78508.468750 Penalty: 662.229553 Iteration 7Q: 3 clusters Score -78508.47 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -78532.078125 Penalty: 662.229553 Iteration 8Q: 3 clusters Score -78532.08 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -78552.203125 Penalty: 662.229553 Iteration 9Q: 3 clusters Score -78552.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -78578.804688 Penalty: 662.229553 Iteration 10Q: 3 clusters Score -78578.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -78615.500000 Penalty: 662.229553 Iteration 11Q: 3 clusters Score -78615.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -78649.945312 Penalty: 662.229553 Iteration 12Q: 3 clusters Score -78649.95 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -78671.093750 Penalty: 662.229553 Iteration 13Q: 3 clusters Score -78671.09 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -78683.062500 Penalty: 662.229553 Iteration 14Q: 3 clusters Score -78683.06 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -78691.203125 Penalty: 662.229553 Iteration 15Q: 3 clusters Score -78691.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -78695.804688 Penalty: 662.229553 Iteration 16Q: 3 clusters Score -78695.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -78698.421875 Penalty: 662.229553 Iteration 17Q: 3 clusters Score -78698.42 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -78700.000000 Penalty: 662.229553 Iteration 18Q: 3 clusters Score -78700 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -78700.820312 Penalty: 662.229553 Iteration 19Q: 3 clusters Score -78700.82 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -78701.335938 Penalty: 662.229553 Iteration 20F: 3 clusters Score -78701.34 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -78701.578125 Penalty: 662.229553 Iteration 21Q: 3 clusters Score -78701.58 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -78701.750000 Penalty: 662.229553 Iteration 22Q: 3 clusters Score -78701.75 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -78702.218750 Penalty: 662.229553 Iteration 23Q: 3 clusters Score -78702.22 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -78703.945312 Penalty: 662.229553 Iteration 24Q: 3 clusters Score -78703.95 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -78704.117188 Penalty: 662.229553 Iteration 25Q: 3 clusters Score -78704.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -78704.476562 Penalty: 662.229553 Iteration 26Q: 3 clusters Score -78704.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -78704.445312 Penalty: 662.229553 Iteration 27Q: 3 clusters Score -78704.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -78705.039062 Penalty: 662.229553 Iteration 28Q: 3 clusters Score -78705.04 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -78705.101562 Penalty: 662.229553 Iteration 29Q: 3 clusters Score -78705.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -78705.101562 Penalty: 662.229553 Iteration 30F: 3 clusters Score -78705.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (5297 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5297 members Entering Unmasked Estep Score: -293029.343750 Penalty: 390.157776 Iteration 0F: 2 clusters Score -293029.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2737 members Mstep: Class 2 contains 2560 members Entering Unmasked Estep Score: -289425.468750 Penalty: 780.315552 Iteration 0F: 3 clusters Score -289425.5 nChanged 2428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3507 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -290978.781250 Penalty: 780.315552 Iteration 1F: 3 clusters Score -290978.8 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3978 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -291450.687500 Penalty: 780.315552 Iteration 2F: 3 clusters Score -291450.7 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4379 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -291862.000000 Penalty: 780.315552 Iteration 3F: 3 clusters Score -291862 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4662 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -292148.281250 Penalty: 780.315552 Iteration 4F: 3 clusters Score -292148.3 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4859 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -292333.375000 Penalty: 780.315552 Iteration 5Q: 3 clusters Score -292333.4 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4992 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -292443.781250 Penalty: 780.315552 Iteration 6Q: 3 clusters Score -292443.8 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5074 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -292516.031250 Penalty: 780.315552 Iteration 7Q: 3 clusters Score -292516 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5131 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -292567.093750 Penalty: 780.315552 Iteration 8Q: 3 clusters Score -292567.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5162 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -292597.781250 Penalty: 780.315552 Iteration 9Q: 3 clusters Score -292597.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5182 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -292625.281250 Penalty: 780.315552 Iteration 10Q: 3 clusters Score -292625.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5196 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -292643.281250 Penalty: 780.315552 Iteration 11Q: 3 clusters Score -292643.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5201 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -292650.343750 Penalty: 780.315552 Iteration 12Q: 3 clusters Score -292650.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5203 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -292657.031250 Penalty: 780.315552 Iteration 13Q: 3 clusters Score -292657 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5204 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -292659.656250 Penalty: 780.315552 Iteration 14Q: 3 clusters Score -292659.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5207 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -292666.000000 Penalty: 780.315552 Iteration 15Q: 3 clusters Score -292666 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5209 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -292671.250000 Penalty: 780.315552 Iteration 16Q: 3 clusters Score -292671.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5213 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -292675.718750 Penalty: 780.315552 Iteration 17Q: 3 clusters Score -292675.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5208 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -292677.843750 Penalty: 780.315552 Iteration 18Q: 3 clusters Score -292677.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5209 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -292682.437500 Penalty: 780.315552 Iteration 19Q: 3 clusters Score -292682.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5211 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -292685.531250 Penalty: 780.315552 Iteration 20F: 3 clusters Score -292685.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5213 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -292689.062500 Penalty: 780.315552 Iteration 21Q: 3 clusters Score -292689.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5214 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -292697.093750 Penalty: 780.315552 Iteration 22Q: 3 clusters Score -292697.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5219 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -292710.125000 Penalty: 780.315552 Iteration 23Q: 3 clusters Score -292710.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5218 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -292713.000000 Penalty: 780.315552 Iteration 24Q: 3 clusters Score -292713 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5217 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -292715.906250 Penalty: 780.315552 Iteration 25Q: 3 clusters Score -292715.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5216 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -292716.718750 Penalty: 780.315552 Iteration 26Q: 3 clusters Score -292716.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5214 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -292717.906250 Penalty: 780.315552 Iteration 27Q: 3 clusters Score -292717.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5213 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -292718.031250 Penalty: 780.315552 Iteration 28Q: 3 clusters Score -292718 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5214 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -292719.593750 Penalty: 780.315552 Iteration 29Q: 3 clusters Score -292719.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5214 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -292721.718750 Penalty: 780.315552 Iteration 30Q: 3 clusters Score -292721.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5215 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -292723.312500 Penalty: 780.315552 Iteration 31Q: 3 clusters Score -292723.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5215 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -292723.312500 Penalty: 780.315552 Iteration 32F: 3 clusters Score -292723.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (6574 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6574 members Entering Unmasked Estep Score: -392519.437500 Penalty: 399.984924 Iteration 0F: 2 clusters Score -392519.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3289 members Mstep: Class 2 contains 3285 members Entering Unmasked Estep Score: -388146.562500 Penalty: 799.969849 Iteration 0F: 3 clusters Score -388146.6 nChanged 3019 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3386 members Mstep: Class 2 contains 3188 members Entering Unmasked Estep Score: -390240.843750 Penalty: 799.969849 Iteration 1F: 3 clusters Score -390240.8 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3442 members Mstep: Class 2 contains 3132 members Entering Unmasked Estep Score: -390633.968750 Penalty: 799.969849 Iteration 2F: 3 clusters Score -390634 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3477 members Mstep: Class 2 contains 3097 members Entering Unmasked Estep Score: -390969.218750 Penalty: 799.969849 Iteration 3F: 3 clusters Score -390969.2 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3476 members Mstep: Class 2 contains 3098 members Entering Unmasked Estep Score: -391170.093750 Penalty: 799.969849 Iteration 4F: 3 clusters Score -391170.1 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3470 members Mstep: Class 2 contains 3104 members Entering Unmasked Estep Score: -391315.250000 Penalty: 799.969849 Iteration 5Q: 3 clusters Score -391315.2 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3463 members Mstep: Class 2 contains 3111 members Entering Unmasked Estep Score: -391428.906250 Penalty: 799.969849 Iteration 6Q: 3 clusters Score -391428.9 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3466 members Mstep: Class 2 contains 3108 members Entering Unmasked Estep Score: -391527.718750 Penalty: 799.969849 Iteration 7Q: 3 clusters Score -391527.7 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3456 members Mstep: Class 2 contains 3118 members Entering Unmasked Estep Score: -391569.875000 Penalty: 799.969849 Iteration 8Q: 3 clusters Score -391569.9 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3436 members Mstep: Class 2 contains 3138 members Entering Unmasked Estep Score: -391591.312500 Penalty: 799.969849 Iteration 9Q: 3 clusters Score -391591.3 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3421 members Mstep: Class 2 contains 3153 members Entering Unmasked Estep Score: -391601.125000 Penalty: 799.969849 Iteration 10Q: 3 clusters Score -391601.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3403 members Mstep: Class 2 contains 3171 members Entering Unmasked Estep Score: -391607.750000 Penalty: 799.969849 Iteration 11Q: 3 clusters Score -391607.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3389 members Mstep: Class 2 contains 3185 members Entering Unmasked Estep Score: -391614.406250 Penalty: 799.969849 Iteration 12Q: 3 clusters Score -391614.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3376 members Mstep: Class 2 contains 3198 members Entering Unmasked Estep Score: -391619.937500 Penalty: 799.969849 Iteration 13Q: 3 clusters Score -391619.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3365 members Mstep: Class 2 contains 3209 members Entering Unmasked Estep Score: -391622.218750 Penalty: 799.969849 Iteration 14Q: 3 clusters Score -391622.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3352 members Mstep: Class 2 contains 3222 members Entering Unmasked Estep Score: -391626.531250 Penalty: 799.969849 Iteration 15Q: 3 clusters Score -391626.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3340 members Mstep: Class 2 contains 3234 members Entering Unmasked Estep Score: -391628.625000 Penalty: 799.969849 Iteration 16Q: 3 clusters Score -391628.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3330 members Mstep: Class 2 contains 3244 members Entering Unmasked Estep Score: -391633.062500 Penalty: 799.969849 Iteration 17Q: 3 clusters Score -391633.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3313 members Mstep: Class 2 contains 3261 members Entering Unmasked Estep Score: -391638.593750 Penalty: 799.969849 Iteration 18Q: 3 clusters Score -391638.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3286 members Mstep: Class 2 contains 3288 members Entering Unmasked Estep Score: -391645.312500 Penalty: 799.969849 Iteration 19Q: 3 clusters Score -391645.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3260 members Mstep: Class 2 contains 3314 members Entering Unmasked Estep Score: -391650.437500 Penalty: 799.969849 Iteration 20F: 3 clusters Score -391650.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3233 members Mstep: Class 2 contains 3341 members Entering Unmasked Estep Score: -391658.718750 Penalty: 799.969849 Iteration 21Q: 3 clusters Score -391658.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3207 members Mstep: Class 2 contains 3367 members Entering Unmasked Estep Score: -391666.656250 Penalty: 799.969849 Iteration 22Q: 3 clusters Score -391666.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3174 members Mstep: Class 2 contains 3400 members Entering Unmasked Estep Score: -391675.750000 Penalty: 799.969849 Iteration 23Q: 3 clusters Score -391675.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3133 members Mstep: Class 2 contains 3441 members Entering Unmasked Estep Score: -391683.437500 Penalty: 799.969849 Iteration 24Q: 3 clusters Score -391683.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3099 members Mstep: Class 2 contains 3475 members Entering Unmasked Estep Score: -391690.437500 Penalty: 799.969849 Iteration 25Q: 3 clusters Score -391690.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3060 members Mstep: Class 2 contains 3514 members Entering Unmasked Estep Score: -391699.281250 Penalty: 799.969849 Iteration 26Q: 3 clusters Score -391699.3 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3005 members Mstep: Class 2 contains 3569 members Entering Unmasked Estep Score: -391711.218750 Penalty: 799.969849 Iteration 27Q: 3 clusters Score -391711.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2944 members Mstep: Class 2 contains 3630 members Entering Unmasked Estep Score: -391725.625000 Penalty: 799.969849 Iteration 28Q: 3 clusters Score -391725.6 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2868 members Mstep: Class 2 contains 3706 members Entering Unmasked Estep Score: -391744.500000 Penalty: 799.969849 Iteration 29Q: 3 clusters Score -391744.5 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2799 members Mstep: Class 2 contains 3775 members Entering Unmasked Estep Score: -391758.593750 Penalty: 799.969849 Iteration 30Q: 3 clusters Score -391758.6 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2733 members Mstep: Class 2 contains 3841 members Entering Unmasked Estep Score: -391770.343750 Penalty: 799.969849 Iteration 31Q: 3 clusters Score -391770.3 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2675 members Mstep: Class 2 contains 3899 members Entering Unmasked Estep Score: -391777.656250 Penalty: 799.969849 Iteration 32Q: 3 clusters Score -391777.7 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2619 members Mstep: Class 2 contains 3955 members Entering Unmasked Estep Score: -391786.375000 Penalty: 799.969849 Iteration 33Q: 3 clusters Score -391786.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2569 members Mstep: Class 2 contains 4005 members Entering Unmasked Estep Score: -391793.968750 Penalty: 799.969849 Iteration 34Q: 3 clusters Score -391794 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2520 members Mstep: Class 2 contains 4054 members Entering Unmasked Estep Score: -391801.312500 Penalty: 799.969849 Iteration 35Q: 3 clusters Score -391801.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2474 members Mstep: Class 2 contains 4100 members Entering Unmasked Estep Score: -391809.375000 Penalty: 799.969849 Iteration 36Q: 3 clusters Score -391809.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2421 members Mstep: Class 2 contains 4153 members Entering Unmasked Estep Score: -391822.156250 Penalty: 799.969849 Iteration 37Q: 3 clusters Score -391822.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2363 members Mstep: Class 2 contains 4211 members Entering Unmasked Estep Score: -391832.312500 Penalty: 799.969849 Iteration 38Q: 3 clusters Score -391832.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2308 members Mstep: Class 2 contains 4266 members Entering Unmasked Estep Score: -391844.968750 Penalty: 799.969849 Iteration 39Q: 3 clusters Score -391845 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2251 members Mstep: Class 2 contains 4323 members Entering Unmasked Estep Score: -391854.125000 Penalty: 799.969849 Iteration 40F: 3 clusters Score -391854.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2203 members Mstep: Class 2 contains 4371 members Entering Unmasked Estep Score: -391861.750000 Penalty: 799.969849 Iteration 41Q: 3 clusters Score -391861.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2155 members Mstep: Class 2 contains 4419 members Entering Unmasked Estep Score: -391866.843750 Penalty: 799.969849 Iteration 42Q: 3 clusters Score -391866.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2105 members Mstep: Class 2 contains 4469 members Entering Unmasked Estep Score: -391874.343750 Penalty: 799.969849 Iteration 43Q: 3 clusters Score -391874.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 4512 members Entering Unmasked Estep Score: -391879.656250 Penalty: 799.969849 Iteration 44Q: 3 clusters Score -391879.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 4551 members Entering Unmasked Estep Score: -391885.781250 Penalty: 799.969849 Iteration 45Q: 3 clusters Score -391885.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 4593 members Entering Unmasked Estep Score: -391892.250000 Penalty: 799.969849 Iteration 46Q: 3 clusters Score -391892.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1949 members Mstep: Class 2 contains 4625 members Entering Unmasked Estep Score: -391897.531250 Penalty: 799.969849 Iteration 47Q: 3 clusters Score -391897.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1911 members Mstep: Class 2 contains 4663 members Entering Unmasked Estep Score: -391904.562500 Penalty: 799.969849 Iteration 48Q: 3 clusters Score -391904.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Mstep: Class 2 contains 4703 members Entering Unmasked Estep Score: -391912.187500 Penalty: 799.969849 Iteration 49Q: 3 clusters Score -391912.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 4738 members Entering Unmasked Estep Score: -391918.156250 Penalty: 799.969849 Iteration 50Q: 3 clusters Score -391918.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Mstep: Class 2 contains 4781 members Entering Unmasked Estep Score: -391924.531250 Penalty: 799.969849 Iteration 51Q: 3 clusters Score -391924.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 4826 members Entering Unmasked Estep Score: -391933.625000 Penalty: 799.969849 Iteration 52Q: 3 clusters Score -391933.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 4881 members Entering Unmasked Estep Score: -391944.062500 Penalty: 799.969849 Iteration 53Q: 3 clusters Score -391944.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 4940 members Entering Unmasked Estep Score: -391956.843750 Penalty: 799.969849 Iteration 54Q: 3 clusters Score -391956.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 4998 members Entering Unmasked Estep Score: -391968.781250 Penalty: 799.969849 Iteration 55Q: 3 clusters Score -391968.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 5058 members Entering Unmasked Estep Score: -391984.875000 Penalty: 799.969849 Iteration 56Q: 3 clusters Score -391984.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 5120 members Entering Unmasked Estep Score: -392000.937500 Penalty: 799.969849 Iteration 57Q: 3 clusters Score -392000.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 5187 members Entering Unmasked Estep Score: -392022.156250 Penalty: 799.969849 Iteration 58Q: 3 clusters Score -392022.2 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 5248 members Entering Unmasked Estep Score: -392040.875000 Penalty: 799.969849 Iteration 59Q: 3 clusters Score -392040.9 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 5317 members Entering Unmasked Estep Score: -392064.000000 Penalty: 799.969849 Iteration 60F: 3 clusters Score -392064 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 5374 members Entering Unmasked Estep Score: -392080.000000 Penalty: 799.969849 Iteration 61Q: 3 clusters Score -392080 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 5424 members Entering Unmasked Estep Score: -392091.343750 Penalty: 799.969849 Iteration 62Q: 3 clusters Score -392091.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 5475 members Entering Unmasked Estep Score: -392107.781250 Penalty: 799.969849 Iteration 63Q: 3 clusters Score -392107.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 5524 members Entering Unmasked Estep Score: -392124.312500 Penalty: 799.969849 Iteration 64Q: 3 clusters Score -392124.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 5569 members Entering Unmasked Estep Score: -392139.281250 Penalty: 799.969849 Iteration 65Q: 3 clusters Score -392139.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 5610 members Entering Unmasked Estep Score: -392152.281250 Penalty: 799.969849 Iteration 66Q: 3 clusters Score -392152.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 5647 members Entering Unmasked Estep Score: -392160.937500 Penalty: 799.969849 Iteration 67Q: 3 clusters Score -392160.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 5674 members Entering Unmasked Estep Score: -392168.843750 Penalty: 799.969849 Iteration 68Q: 3 clusters Score -392168.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 5703 members Entering Unmasked Estep Score: -392174.937500 Penalty: 799.969849 Iteration 69Q: 3 clusters Score -392174.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 5724 members Entering Unmasked Estep Score: -392181.593750 Penalty: 799.969849 Iteration 70Q: 3 clusters Score -392181.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 5749 members Entering Unmasked Estep Score: -392189.656250 Penalty: 799.969849 Iteration 71Q: 3 clusters Score -392189.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 5775 members Entering Unmasked Estep Score: -392199.625000 Penalty: 799.969849 Iteration 72Q: 3 clusters Score -392199.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 5802 members Entering Unmasked Estep Score: -392207.843750 Penalty: 799.969849 Iteration 73Q: 3 clusters Score -392207.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 5827 members Entering Unmasked Estep Score: -392214.937500 Penalty: 799.969849 Iteration 74Q: 3 clusters Score -392214.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 5852 members Entering Unmasked Estep Score: -392221.781250 Penalty: 799.969849 Iteration 75Q: 3 clusters Score -392221.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 5870 members Entering Unmasked Estep Score: -392225.187500 Penalty: 799.969849 Iteration 76Q: 3 clusters Score -392225.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 5882 members Entering Unmasked Estep Score: -392227.375000 Penalty: 799.969849 Iteration 77Q: 3 clusters Score -392227.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 5895 members Entering Unmasked Estep Score: -392228.218750 Penalty: 799.969849 Iteration 78Q: 3 clusters Score -392228.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 5901 members Entering Unmasked Estep Score: -392228.687500 Penalty: 799.969849 Iteration 79Q: 3 clusters Score -392228.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 5904 members Entering Unmasked Estep Score: -392228.718750 Penalty: 799.969849 Iteration 80F: 3 clusters Score -392228.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 5908 members Entering Unmasked Estep Score: -392229.062500 Penalty: 799.969849 Iteration 81Q: 3 clusters Score -392229.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 5913 members Entering Unmasked Estep Score: -392229.375000 Penalty: 799.969849 Iteration 82Q: 3 clusters Score -392229.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 5915 members Entering Unmasked Estep Score: -392229.812500 Penalty: 799.969849 Iteration 83Q: 3 clusters Score -392229.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 5916 members Entering Unmasked Estep Score: -392229.281250 Penalty: 799.969849 Iteration 84Q: 3 clusters Score -392229.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 5917 members Entering Unmasked Estep Score: -392230.187500 Penalty: 799.969849 Iteration 85Q: 3 clusters Score -392230.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 5918 members Entering Unmasked Estep Score: -392230.218750 Penalty: 799.969849 Iteration 86Q: 3 clusters Score -392230.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 5918 members Entering Unmasked Estep Score: -392230.218750 Penalty: 799.969849 Iteration 87F: 3 clusters Score -392230.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (3563 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3563 members Entering Unmasked Estep Score: -201104.484375 Penalty: 372.115295 Iteration 0F: 2 clusters Score -201104.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -198638.312500 Penalty: 744.230591 Iteration 0F: 3 clusters Score -198638.3 nChanged 1536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1942 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -199460.656250 Penalty: 744.230591 Iteration 1F: 3 clusters Score -199460.7 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2022 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -199578.859375 Penalty: 744.230591 Iteration 2F: 3 clusters Score -199578.9 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2110 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -199695.812500 Penalty: 744.230591 Iteration 3F: 3 clusters Score -199695.8 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2233 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -199817.656250 Penalty: 744.230591 Iteration 4F: 3 clusters Score -199817.7 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2377 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -199953.750000 Penalty: 744.230591 Iteration 5F: 3 clusters Score -199953.8 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2539 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -200089.968750 Penalty: 744.230591 Iteration 6F: 3 clusters Score -200090 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2704 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -200211.984375 Penalty: 744.230591 Iteration 7F: 3 clusters Score -200212 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2862 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -200339.140625 Penalty: 744.230591 Iteration 8Q: 3 clusters Score -200339.1 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3014 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -200487.218750 Penalty: 744.230591 Iteration 9Q: 3 clusters Score -200487.2 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3148 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -200633.171875 Penalty: 744.230591 Iteration 10Q: 3 clusters Score -200633.2 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3233 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -200716.000000 Penalty: 744.230591 Iteration 11Q: 3 clusters Score -200716 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3281 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -200768.062500 Penalty: 744.230591 Iteration 12Q: 3 clusters Score -200768.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3319 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -200808.015625 Penalty: 744.230591 Iteration 13Q: 3 clusters Score -200808 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3345 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -200836.531250 Penalty: 744.230591 Iteration 14Q: 3 clusters Score -200836.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3359 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -200853.468750 Penalty: 744.230591 Iteration 15Q: 3 clusters Score -200853.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3371 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -200861.171875 Penalty: 744.230591 Iteration 16Q: 3 clusters Score -200861.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3380 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -200868.609375 Penalty: 744.230591 Iteration 17Q: 3 clusters Score -200868.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3384 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -200872.312500 Penalty: 744.230591 Iteration 18Q: 3 clusters Score -200872.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3388 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -200874.140625 Penalty: 744.230591 Iteration 19Q: 3 clusters Score -200874.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3390 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -200875.171875 Penalty: 744.230591 Iteration 20F: 3 clusters Score -200875.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3390 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -200877.578125 Penalty: 744.230591 Iteration 21Q: 3 clusters Score -200877.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3392 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -200879.156250 Penalty: 744.230591 Iteration 22Q: 3 clusters Score -200879.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3397 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -200881.546875 Penalty: 744.230591 Iteration 23Q: 3 clusters Score -200881.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3397 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -200881.546875 Penalty: 744.230591 Iteration 24F: 3 clusters Score -200881.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (174 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Entering Unmasked Estep Score: -5602.269043 Penalty: 234.737015 Iteration 0F: 2 clusters Score -5602.269 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -5335.633301 Penalty: 469.474030 Iteration 0F: 3 clusters Score -5335.633 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -5452.217285 Penalty: 469.474030 Iteration 1F: 3 clusters Score -5452.217 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -5513.748047 Penalty: 469.474030 Iteration 2F: 3 clusters Score -5513.748 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -5579.138672 Penalty: 469.474030 Iteration 3F: 3 clusters Score -5579.139 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -5601.578125 Penalty: 469.474030 Iteration 4F: 3 clusters Score -5601.578 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 42 members Entering Unmasked Estep Score: -5614.836426 Penalty: 469.474030 Iteration 5Q: 3 clusters Score -5614.836 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 41 members Entering Unmasked Estep Score: -5615.105469 Penalty: 469.474030 Iteration 6Q: 3 clusters Score -5615.105 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 41 members Entering Unmasked Estep Score: -5615.105469 Penalty: 469.474030 Iteration 7F: 3 clusters Score -5615.105 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101162 members Mstep: Class 2 contains 12657 members Mstep: Class 3 contains 991 members Mstep: Class 4 contains 2334 members Mstep: Class 5 contains 3440 members Mstep: Class 6 contains 57773 members Mstep: Class 7 contains 1763 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7497 members Mstep: Class 10 contains 12185 members Mstep: Class 11 contains 3328 members Mstep: Class 12 contains 7444 members Mstep: Class 13 contains 2748 members Mstep: Class 14 contains 867 members Mstep: Class 15 contains 8320 members Mstep: Class 16 contains 3804 members Mstep: Class 17 contains 421 members Mstep: Class 18 contains 15090 members Mstep: Class 19 contains 12768 members Mstep: Class 20 contains 6239 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19751 members Mstep: Class 23 contains 688 members Mstep: Class 24 contains 1513 members Mstep: Class 25 contains 10202 members Mstep: Class 26 contains 1447 members Mstep: Class 27 contains 5297 members Mstep: Class 28 contains 6574 members Mstep: Class 29 contains 3563 members Mstep: Class 30 contains 133 members Mstep: Class 31 contains 406 members Mstep: Class 32 contains 1037 members Mstep: Class 33 contains 41 members Entering Unmasked Estep Score: -17800050.000000 Penalty: 18994.255859 Splitting cluster 30 changes total score from -17800370.000000 to -17800050.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 31 (406 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Entering Unmasked Estep Score: -18305.980469 Penalty: 273.289093 Iteration 0F: 2 clusters Score -18305.98 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -17915.283203 Penalty: 546.578186 Iteration 0F: 3 clusters Score -17915.28 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -18059.685547 Penalty: 546.578186 Iteration 1F: 3 clusters Score -18059.69 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -18097.798828 Penalty: 546.578186 Iteration 2F: 3 clusters Score -18097.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -18108.763672 Penalty: 546.578186 Iteration 3Q: 3 clusters Score -18108.76 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -18113.867188 Penalty: 546.578186 Iteration 4Q: 3 clusters Score -18113.87 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -18117.205078 Penalty: 546.578186 Iteration 5Q: 3 clusters Score -18117.21 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -18125.263672 Penalty: 546.578186 Iteration 6Q: 3 clusters Score -18125.26 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -18151.847656 Penalty: 546.578186 Iteration 7Q: 3 clusters Score -18151.85 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -18168.587891 Penalty: 546.578186 Iteration 8Q: 3 clusters Score -18168.59 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -18180.152344 Penalty: 546.578186 Iteration 9Q: 3 clusters Score -18180.15 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -18183.441406 Penalty: 546.578186 Iteration 10Q: 3 clusters Score -18183.44 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -18186.160156 Penalty: 546.578186 Iteration 11Q: 3 clusters Score -18186.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -18186.287109 Penalty: 546.578186 Iteration 12Q: 3 clusters Score -18186.29 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -18187.253906 Penalty: 546.578186 Iteration 13F: 3 clusters Score -18187.25 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -18201.195312 Penalty: 546.578186 Iteration 14Q: 3 clusters Score -18201.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -18209.677734 Penalty: 546.578186 Iteration 15Q: 3 clusters Score -18209.68 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -18215.744141 Penalty: 546.578186 Iteration 16Q: 3 clusters Score -18215.74 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -18217.878906 Penalty: 546.578186 Iteration 17Q: 3 clusters Score -18217.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -18218.142578 Penalty: 546.578186 Iteration 18Q: 3 clusters Score -18218.14 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -18218.406250 Penalty: 546.578186 Iteration 19Q: 3 clusters Score -18218.41 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -18218.406250 Penalty: 546.578186 Iteration 20F: 3 clusters Score -18218.41 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (1037 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Entering Unmasked Estep Score: -60211.945312 Penalty: 315.955963 Iteration 0F: 2 clusters Score -60211.95 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -59384.417969 Penalty: 631.911926 Iteration 0F: 3 clusters Score -59384.42 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -59635.242188 Penalty: 631.911926 Iteration 1F: 3 clusters Score -59635.24 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -59696.574219 Penalty: 631.911926 Iteration 2F: 3 clusters Score -59696.57 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -59751.406250 Penalty: 631.911926 Iteration 3F: 3 clusters Score -59751.41 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -59785.980469 Penalty: 631.911926 Iteration 4Q: 3 clusters Score -59785.98 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -59810.671875 Penalty: 631.911926 Iteration 5Q: 3 clusters Score -59810.67 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -59827.765625 Penalty: 631.911926 Iteration 6Q: 3 clusters Score -59827.77 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -59843.250000 Penalty: 631.911926 Iteration 7Q: 3 clusters Score -59843.25 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -59855.558594 Penalty: 631.911926 Iteration 8Q: 3 clusters Score -59855.56 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -59866.187500 Penalty: 631.911926 Iteration 9Q: 3 clusters Score -59866.19 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -59878.960938 Penalty: 631.911926 Iteration 10Q: 3 clusters Score -59878.96 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -59895.675781 Penalty: 631.911926 Iteration 11Q: 3 clusters Score -59895.68 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -59906.105469 Penalty: 631.911926 Iteration 12Q: 3 clusters Score -59906.11 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -59910.750000 Penalty: 631.911926 Iteration 13Q: 3 clusters Score -59910.75 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -59914.914062 Penalty: 631.911926 Iteration 14Q: 3 clusters Score -59914.91 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -59920.132812 Penalty: 631.911926 Iteration 15Q: 3 clusters Score -59920.13 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -59925.914062 Penalty: 631.911926 Iteration 16Q: 3 clusters Score -59925.91 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -59933.855469 Penalty: 631.911926 Iteration 17Q: 3 clusters Score -59933.86 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -59936.226562 Penalty: 631.911926 Iteration 18Q: 3 clusters Score -59936.23 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -59938.234375 Penalty: 631.911926 Iteration 19Q: 3 clusters Score -59938.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -59938.234375 Penalty: 631.911926 Iteration 20F: 3 clusters Score -59938.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101162 members Mstep: Class 2 contains 12657 members Mstep: Class 3 contains 991 members Mstep: Class 4 contains 2334 members Mstep: Class 5 contains 3440 members Mstep: Class 6 contains 57773 members Mstep: Class 7 contains 1763 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7497 members Mstep: Class 10 contains 12185 members Mstep: Class 11 contains 3328 members Mstep: Class 12 contains 7444 members Mstep: Class 13 contains 2748 members Mstep: Class 14 contains 867 members Mstep: Class 15 contains 8320 members Mstep: Class 16 contains 3804 members Mstep: Class 17 contains 421 members Mstep: Class 18 contains 15090 members Mstep: Class 19 contains 12768 members Mstep: Class 20 contains 6239 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19751 members Mstep: Class 23 contains 688 members Mstep: Class 24 contains 1513 members Mstep: Class 25 contains 10202 members Mstep: Class 26 contains 1447 members Mstep: Class 27 contains 5297 members Mstep: Class 28 contains 6574 members Mstep: Class 29 contains 3563 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 406 members Mstep: Class 32 contains 1037 members Entering Unmasked Estep ConsiderDeletion Score: -17800380.000000 Penalty: 18418.673828 Iteration 239Q: 33 clusters Score -1.780038e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101162 members Mstep: Class 2 contains 12656 members Mstep: Class 3 contains 991 members Mstep: Class 4 contains 2334 members Mstep: Class 5 contains 3440 members Mstep: Class 6 contains 57771 members Mstep: Class 7 contains 1763 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7498 members Mstep: Class 10 contains 12186 members Mstep: Class 11 contains 3328 members Mstep: Class 12 contains 7448 members Mstep: Class 13 contains 2748 members Mstep: Class 14 contains 867 members Mstep: Class 15 contains 8317 members Mstep: Class 16 contains 3803 members Mstep: Class 17 contains 421 members Mstep: Class 18 contains 15090 members Mstep: Class 19 contains 12768 members Mstep: Class 20 contains 6239 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19751 members Mstep: Class 23 contains 688 members Mstep: Class 24 contains 1513 members Mstep: Class 25 contains 10202 members Mstep: Class 26 contains 1448 members Mstep: Class 27 contains 5296 members Mstep: Class 28 contains 6575 members Mstep: Class 29 contains 3563 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 406 members Mstep: Class 32 contains 1037 members Entering Unmasked Estep ConsiderDeletion Score: -17800384.000000 Penalty: 18418.673828 Iteration 240F: 33 clusters Score -1.780038e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101161 members Mstep: Class 2 contains 12655 members Mstep: Class 3 contains 991 members Mstep: Class 4 contains 2334 members Mstep: Class 5 contains 3440 members Mstep: Class 6 contains 57769 members Mstep: Class 7 contains 1763 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7498 members Mstep: Class 10 contains 12186 members Mstep: Class 11 contains 3328 members Mstep: Class 12 contains 7455 members Mstep: Class 13 contains 2748 members Mstep: Class 14 contains 867 members Mstep: Class 15 contains 8313 members Mstep: Class 16 contains 3802 members Mstep: Class 17 contains 422 members Mstep: Class 18 contains 15089 members Mstep: Class 19 contains 12768 members Mstep: Class 20 contains 6239 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19751 members Mstep: Class 23 contains 688 members Mstep: Class 24 contains 1513 members Mstep: Class 25 contains 10202 members Mstep: Class 26 contains 1448 members Mstep: Class 27 contains 5296 members Mstep: Class 28 contains 6577 members Mstep: Class 29 contains 3563 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 406 members Mstep: Class 32 contains 1037 members Entering Unmasked Estep ConsiderDeletion Score: -17800374.000000 Penalty: 18418.673828 Iteration 241Q: 33 clusters Score -1.780037e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101162 members Mstep: Class 2 contains 12654 members Mstep: Class 3 contains 991 members Mstep: Class 4 contains 2334 members Mstep: Class 5 contains 3440 members Mstep: Class 6 contains 57768 members Mstep: Class 7 contains 1763 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7498 members Mstep: Class 10 contains 12188 members Mstep: Class 11 contains 3328 members Mstep: Class 12 contains 7460 members Mstep: Class 13 contains 2748 members Mstep: Class 14 contains 867 members Mstep: Class 15 contains 8309 members Mstep: Class 16 contains 3802 members Mstep: Class 17 contains 422 members Mstep: Class 18 contains 15086 members Mstep: Class 19 contains 12768 members Mstep: Class 20 contains 6239 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19751 members Mstep: Class 23 contains 688 members Mstep: Class 24 contains 1513 members Mstep: Class 25 contains 10202 members Mstep: Class 26 contains 1448 members Mstep: Class 27 contains 5296 members Mstep: Class 28 contains 6578 members Mstep: Class 29 contains 3563 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 406 members Mstep: Class 32 contains 1037 members Entering Unmasked Estep ConsiderDeletion Score: -17800366.000000 Penalty: 18418.673828 Iteration 242Q: 33 clusters Score -1.780037e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101163 members Mstep: Class 2 contains 12653 members Mstep: Class 3 contains 991 members Mstep: Class 4 contains 2335 members Mstep: Class 5 contains 3440 members Mstep: Class 6 contains 57768 members Mstep: Class 7 contains 1763 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7499 members Mstep: Class 10 contains 12188 members Mstep: Class 11 contains 3328 members Mstep: Class 12 contains 7466 members Mstep: Class 13 contains 2748 members Mstep: Class 14 contains 867 members Mstep: Class 15 contains 8304 members Mstep: Class 16 contains 3802 members Mstep: Class 17 contains 422 members Mstep: Class 18 contains 15084 members Mstep: Class 19 contains 12768 members Mstep: Class 20 contains 6239 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19751 members Mstep: Class 23 contains 688 members Mstep: Class 24 contains 1513 members Mstep: Class 25 contains 10202 members Mstep: Class 26 contains 1448 members Mstep: Class 27 contains 5296 members Mstep: Class 28 contains 6577 members Mstep: Class 29 contains 3563 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 406 members Mstep: Class 32 contains 1037 members Entering Unmasked Estep ConsiderDeletion Score: -17800364.000000 Penalty: 18418.673828 Iteration 243Q: 33 clusters Score -1.780036e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101162 members Mstep: Class 2 contains 12654 members Mstep: Class 3 contains 991 members Mstep: Class 4 contains 2336 members Mstep: Class 5 contains 3440 members Mstep: Class 6 contains 57768 members Mstep: Class 7 contains 1763 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7500 members Mstep: Class 10 contains 12187 members Mstep: Class 11 contains 3328 members Mstep: Class 12 contains 7470 members Mstep: Class 13 contains 2748 members Mstep: Class 14 contains 867 members Mstep: Class 15 contains 8300 members Mstep: Class 16 contains 3802 members Mstep: Class 17 contains 422 members Mstep: Class 18 contains 15084 members Mstep: Class 19 contains 12768 members Mstep: Class 20 contains 6239 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19751 members Mstep: Class 23 contains 688 members Mstep: Class 24 contains 1514 members Mstep: Class 25 contains 10202 members Mstep: Class 26 contains 1448 members Mstep: Class 27 contains 5296 members Mstep: Class 28 contains 6575 members Mstep: Class 29 contains 3563 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 406 members Mstep: Class 32 contains 1037 members Entering Unmasked Estep ConsiderDeletion Score: -17800356.000000 Penalty: 18418.673828 Iteration 244Q: 33 clusters Score -1.780036e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101162 members Mstep: Class 2 contains 12654 members Mstep: Class 3 contains 991 members Mstep: Class 4 contains 2336 members Mstep: Class 5 contains 3440 members Mstep: Class 6 contains 57767 members Mstep: Class 7 contains 1763 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7502 members Mstep: Class 10 contains 12186 members Mstep: Class 11 contains 3328 members Mstep: Class 12 contains 7473 members Mstep: Class 13 contains 2748 members Mstep: Class 14 contains 867 members Mstep: Class 15 contains 8297 members Mstep: Class 16 contains 3802 members Mstep: Class 17 contains 422 members Mstep: Class 18 contains 15084 members Mstep: Class 19 contains 12768 members Mstep: Class 20 contains 6239 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19751 members Mstep: Class 23 contains 688 members Mstep: Class 24 contains 1517 members Mstep: Class 25 contains 10202 members Mstep: Class 26 contains 1448 members Mstep: Class 27 contains 5296 members Mstep: Class 28 contains 6572 members Mstep: Class 29 contains 3563 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 406 members Mstep: Class 32 contains 1037 members Entering Unmasked Estep ConsiderDeletion Score: -17800368.000000 Penalty: 18418.673828 Iteration 245Q: 33 clusters Score -1.780037e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101162 members Mstep: Class 2 contains 12654 members Mstep: Class 3 contains 991 members Mstep: Class 4 contains 2335 members Mstep: Class 5 contains 3440 members Mstep: Class 6 contains 57765 members Mstep: Class 7 contains 1763 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7504 members Mstep: Class 10 contains 12186 members Mstep: Class 11 contains 3328 members Mstep: Class 12 contains 7477 members Mstep: Class 13 contains 2748 members Mstep: Class 14 contains 867 members Mstep: Class 15 contains 8295 members Mstep: Class 16 contains 3802 members Mstep: Class 17 contains 422 members Mstep: Class 18 contains 15084 members Mstep: Class 19 contains 12768 members Mstep: Class 20 contains 6239 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19751 members Mstep: Class 23 contains 688 members Mstep: Class 24 contains 1517 members Mstep: Class 25 contains 10202 members Mstep: Class 26 contains 1448 members Mstep: Class 27 contains 5296 members Mstep: Class 28 contains 6571 members Mstep: Class 29 contains 3564 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 405 members Mstep: Class 32 contains 1037 members Entering Unmasked Estep ConsiderDeletion Score: -17800358.000000 Penalty: 18418.673828 Iteration 246Q: 33 clusters Score -1.780036e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101162 members Mstep: Class 2 contains 12654 members Mstep: Class 3 contains 991 members Mstep: Class 4 contains 2334 members Mstep: Class 5 contains 3440 members Mstep: Class 6 contains 57763 members Mstep: Class 7 contains 1763 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7505 members Mstep: Class 10 contains 12186 members Mstep: Class 11 contains 3328 members Mstep: Class 12 contains 7480 members Mstep: Class 13 contains 2748 members Mstep: Class 14 contains 867 members Mstep: Class 15 contains 8294 members Mstep: Class 16 contains 3802 members Mstep: Class 17 contains 422 members Mstep: Class 18 contains 15084 members Mstep: Class 19 contains 12768 members Mstep: Class 20 contains 6239 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19751 members Mstep: Class 23 contains 688 members Mstep: Class 24 contains 1517 members Mstep: Class 25 contains 10202 members Mstep: Class 26 contains 1448 members Mstep: Class 27 contains 5296 members Mstep: Class 28 contains 6572 members Mstep: Class 29 contains 3564 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 404 members Mstep: Class 32 contains 1037 members Entering Unmasked Estep ConsiderDeletion Score: -17800350.000000 Penalty: 18418.673828 Iteration 247Q: 33 clusters Score -1.780035e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101162 members Mstep: Class 2 contains 12654 members Mstep: Class 3 contains 991 members Mstep: Class 4 contains 2331 members Mstep: Class 5 contains 3440 members Mstep: Class 6 contains 57762 members Mstep: Class 7 contains 1763 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7507 members Mstep: Class 10 contains 12185 members Mstep: Class 11 contains 3327 members Mstep: Class 12 contains 7484 members Mstep: Class 13 contains 2748 members Mstep: Class 14 contains 867 members Mstep: Class 15 contains 8294 members Mstep: Class 16 contains 3802 members Mstep: Class 17 contains 422 members Mstep: Class 18 contains 15084 members Mstep: Class 19 contains 12768 members Mstep: Class 20 contains 6239 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19751 members Mstep: Class 23 contains 688 members Mstep: Class 24 contains 1517 members Mstep: Class 25 contains 10202 members Mstep: Class 26 contains 1448 members Mstep: Class 27 contains 5296 members Mstep: Class 28 contains 6572 members Mstep: Class 29 contains 3564 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 404 members Mstep: Class 32 contains 1037 members Entering Unmasked Estep ConsiderDeletion Score: -17800352.000000 Penalty: 18418.673828 Iteration 248Q: 33 clusters Score -1.780035e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101162 members Mstep: Class 2 contains 12654 members Mstep: Class 3 contains 991 members Mstep: Class 4 contains 2330 members Mstep: Class 5 contains 3440 members Mstep: Class 6 contains 57761 members Mstep: Class 7 contains 1763 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7507 members Mstep: Class 10 contains 12186 members Mstep: Class 11 contains 3328 members Mstep: Class 12 contains 7488 members Mstep: Class 13 contains 2748 members Mstep: Class 14 contains 867 members Mstep: Class 15 contains 8291 members Mstep: Class 16 contains 3801 members Mstep: Class 17 contains 422 members Mstep: Class 18 contains 15083 members Mstep: Class 19 contains 12768 members Mstep: Class 20 contains 6239 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19751 members Mstep: Class 23 contains 688 members Mstep: Class 24 contains 1517 members Mstep: Class 25 contains 10203 members Mstep: Class 26 contains 1448 members Mstep: Class 27 contains 5296 members Mstep: Class 28 contains 6572 members Mstep: Class 29 contains 3564 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 404 members Mstep: Class 32 contains 1037 members Entering Unmasked Estep ConsiderDeletion Score: -17800356.000000 Penalty: 18418.673828 Iteration 249Q: 33 clusters Score -1.780036e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101162 members Mstep: Class 2 contains 12654 members Mstep: Class 3 contains 991 members Mstep: Class 4 contains 2330 members Mstep: Class 5 contains 3440 members Mstep: Class 6 contains 57761 members Mstep: Class 7 contains 1763 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7506 members Mstep: Class 10 contains 12186 members Mstep: Class 11 contains 3328 members Mstep: Class 12 contains 7489 members Mstep: Class 13 contains 2748 members Mstep: Class 14 contains 867 members Mstep: Class 15 contains 8290 members Mstep: Class 16 contains 3800 members Mstep: Class 17 contains 422 members Mstep: Class 18 contains 15083 members Mstep: Class 19 contains 12768 members Mstep: Class 20 contains 6240 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19751 members Mstep: Class 23 contains 688 members Mstep: Class 24 contains 1517 members Mstep: Class 25 contains 10204 members Mstep: Class 26 contains 1448 members Mstep: Class 27 contains 5296 members Mstep: Class 28 contains 6572 members Mstep: Class 29 contains 3564 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 404 members Mstep: Class 32 contains 1037 members Entering Unmasked Estep ConsiderDeletion Score: -17800356.000000 Penalty: 18418.673828 Iteration 250Q: 33 clusters Score -1.780036e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101162 members Mstep: Class 2 contains 12654 members Mstep: Class 3 contains 991 members Mstep: Class 4 contains 2330 members Mstep: Class 5 contains 3440 members Mstep: Class 6 contains 57761 members Mstep: Class 7 contains 1763 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7506 members Mstep: Class 10 contains 12186 members Mstep: Class 11 contains 3328 members Mstep: Class 12 contains 7491 members Mstep: Class 13 contains 2748 members Mstep: Class 14 contains 867 members Mstep: Class 15 contains 8288 members Mstep: Class 16 contains 3800 members Mstep: Class 17 contains 422 members Mstep: Class 18 contains 15083 members Mstep: Class 19 contains 12768 members Mstep: Class 20 contains 6240 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19751 members Mstep: Class 23 contains 688 members Mstep: Class 24 contains 1517 members Mstep: Class 25 contains 10203 members Mstep: Class 26 contains 1448 members Mstep: Class 27 contains 5296 members Mstep: Class 28 contains 6572 members Mstep: Class 29 contains 3565 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 404 members Mstep: Class 32 contains 1037 members Entering Unmasked Estep ConsiderDeletion Score: -17800362.000000 Penalty: 18418.673828 Iteration 251Q: 33 clusters Score -1.780036e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101162 members Mstep: Class 2 contains 12654 members Mstep: Class 3 contains 991 members Mstep: Class 4 contains 2329 members Mstep: Class 5 contains 3440 members Mstep: Class 6 contains 57761 members Mstep: Class 7 contains 1763 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7506 members Mstep: Class 10 contains 12186 members Mstep: Class 11 contains 3328 members Mstep: Class 12 contains 7491 members Mstep: Class 13 contains 2748 members Mstep: Class 14 contains 867 members Mstep: Class 15 contains 8289 members Mstep: Class 16 contains 3800 members Mstep: Class 17 contains 422 members Mstep: Class 18 contains 15083 members Mstep: Class 19 contains 12768 members Mstep: Class 20 contains 6240 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19751 members Mstep: Class 23 contains 688 members Mstep: Class 24 contains 1517 members Mstep: Class 25 contains 10202 members Mstep: Class 26 contains 1448 members Mstep: Class 27 contains 5296 members Mstep: Class 28 contains 6572 members Mstep: Class 29 contains 3566 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 404 members Mstep: Class 32 contains 1037 members Entering Unmasked Estep ConsiderDeletion Score: -17800360.000000 Penalty: 18418.673828 Iteration 252Q: 33 clusters Score -1.780036e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101162 members Mstep: Class 2 contains 12654 members Mstep: Class 3 contains 991 members Mstep: Class 4 contains 2329 members Mstep: Class 5 contains 3440 members Mstep: Class 6 contains 57761 members Mstep: Class 7 contains 1763 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7506 members Mstep: Class 10 contains 12186 members Mstep: Class 11 contains 3328 members Mstep: Class 12 contains 7492 members Mstep: Class 13 contains 2748 members Mstep: Class 14 contains 867 members Mstep: Class 15 contains 8288 members Mstep: Class 16 contains 3800 members Mstep: Class 17 contains 422 members Mstep: Class 18 contains 15083 members Mstep: Class 19 contains 12768 members Mstep: Class 20 contains 6240 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19751 members Mstep: Class 23 contains 688 members Mstep: Class 24 contains 1517 members Mstep: Class 25 contains 10200 members Mstep: Class 26 contains 1448 members Mstep: Class 27 contains 5296 members Mstep: Class 28 contains 6572 members Mstep: Class 29 contains 3568 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 404 members Mstep: Class 32 contains 1037 members Entering Unmasked Estep ConsiderDeletion Score: -17800360.000000 Penalty: 18418.673828 Iteration 253Q: 33 clusters Score -1.780036e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101162 members Mstep: Class 2 contains 12654 members Mstep: Class 3 contains 991 members Mstep: Class 4 contains 2329 members Mstep: Class 5 contains 3440 members Mstep: Class 6 contains 57761 members Mstep: Class 7 contains 1763 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7507 members Mstep: Class 10 contains 12186 members Mstep: Class 11 contains 3328 members Mstep: Class 12 contains 7492 members Mstep: Class 13 contains 2748 members Mstep: Class 14 contains 867 members Mstep: Class 15 contains 8288 members Mstep: Class 16 contains 3800 members Mstep: Class 17 contains 422 members Mstep: Class 18 contains 15083 members Mstep: Class 19 contains 12768 members Mstep: Class 20 contains 6240 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19751 members Mstep: Class 23 contains 688 members Mstep: Class 24 contains 1517 members Mstep: Class 25 contains 10198 members Mstep: Class 26 contains 1448 members Mstep: Class 27 contains 5296 members Mstep: Class 28 contains 6572 members Mstep: Class 29 contains 3569 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 404 members Mstep: Class 32 contains 1037 members Entering Unmasked Estep ConsiderDeletion Score: -17800366.000000 Penalty: 18418.673828 Iteration 254Q: 33 clusters Score -1.780037e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101162 members Mstep: Class 2 contains 12654 members Mstep: Class 3 contains 991 members Mstep: Class 4 contains 2329 members Mstep: Class 5 contains 3440 members Mstep: Class 6 contains 57761 members Mstep: Class 7 contains 1763 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7507 members Mstep: Class 10 contains 12186 members Mstep: Class 11 contains 3328 members Mstep: Class 12 contains 7492 members Mstep: Class 13 contains 2748 members Mstep: Class 14 contains 867 members Mstep: Class 15 contains 8288 members Mstep: Class 16 contains 3800 members Mstep: Class 17 contains 422 members Mstep: Class 18 contains 15083 members Mstep: Class 19 contains 12768 members Mstep: Class 20 contains 6240 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19751 members Mstep: Class 23 contains 688 members Mstep: Class 24 contains 1517 members Mstep: Class 25 contains 10197 members Mstep: Class 26 contains 1448 members Mstep: Class 27 contains 5296 members Mstep: Class 28 contains 6572 members Mstep: Class 29 contains 3570 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 404 members Mstep: Class 32 contains 1037 members Entering Unmasked Estep ConsiderDeletion Score: -17800360.000000 Penalty: 18418.673828 Iteration 255Q: 33 clusters Score -1.780036e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101162 members Mstep: Class 2 contains 12654 members Mstep: Class 3 contains 991 members Mstep: Class 4 contains 2329 members Mstep: Class 5 contains 3440 members Mstep: Class 6 contains 57761 members Mstep: Class 7 contains 1763 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7507 members Mstep: Class 10 contains 12186 members Mstep: Class 11 contains 3328 members Mstep: Class 12 contains 7492 members Mstep: Class 13 contains 2748 members Mstep: Class 14 contains 867 members Mstep: Class 15 contains 8288 members Mstep: Class 16 contains 3800 members Mstep: Class 17 contains 422 members Mstep: Class 18 contains 15083 members Mstep: Class 19 contains 12768 members Mstep: Class 20 contains 6240 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19751 members Mstep: Class 23 contains 688 members Mstep: Class 24 contains 1517 members Mstep: Class 25 contains 10197 members Mstep: Class 26 contains 1448 members Mstep: Class 27 contains 5296 members Mstep: Class 28 contains 6572 members Mstep: Class 29 contains 3570 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 404 members Mstep: Class 32 contains 1037 members Entering Unmasked Estep ConsiderDeletion Score: -17800360.000000 Penalty: 18418.673828 Iteration 256F: 33 clusters Score -1.780036e+07 nChanged 0 Entering ConstructFrom: Score: -17800360.000000 Penalty: 18418.673828 Entering ConstructFrom: Trying to split cluster 1 (101162 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101162 members Entering Unmasked Estep Score: -6280652.000000 Penalty: 524.363770 Iteration 0F: 2 clusters Score -6280652 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50772 members Mstep: Class 2 contains 50390 members Entering Unmasked Estep Score: -6212529.000000 Penalty: 1048.727539 Iteration 0F: 3 clusters Score -6212529 nChanged 49361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57199 members Mstep: Class 2 contains 43963 members Entering Unmasked Estep Score: -6246037.000000 Penalty: 1048.727539 Iteration 1F: 3 clusters Score -6246037 nChanged 6509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60952 members Mstep: Class 2 contains 40210 members Entering Unmasked Estep Score: -6249851.500000 Penalty: 1048.727539 Iteration 2F: 3 clusters Score -6249852 nChanged 6786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64780 members Mstep: Class 2 contains 36382 members Entering Unmasked Estep Score: -6254233.000000 Penalty: 1048.727539 Iteration 3F: 3 clusters Score -6254233 nChanged 6380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68146 members Mstep: Class 2 contains 33016 members Entering Unmasked Estep Score: -6258671.000000 Penalty: 1048.727539 Iteration 4F: 3 clusters Score -6258671 nChanged 5612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70744 members Mstep: Class 2 contains 30418 members Entering Unmasked Estep Score: -6262436.500000 Penalty: 1048.727539 Iteration 5F: 3 clusters Score -6262436 nChanged 4378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72710 members Mstep: Class 2 contains 28452 members Entering Unmasked Estep Score: -6264934.500000 Penalty: 1048.727539 Iteration 6Q: 3 clusters Score -6264934 nChanged 3096 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74474 members Mstep: Class 2 contains 26688 members Entering Unmasked Estep Score: -6266495.500000 Penalty: 1048.727539 Iteration 7Q: 3 clusters Score -6266496 nChanged 2347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76343 members Mstep: Class 2 contains 24819 members Entering Unmasked Estep Score: -6267553.500000 Penalty: 1048.727539 Iteration 8Q: 3 clusters Score -6267554 nChanged 2070 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78335 members Mstep: Class 2 contains 22827 members Entering Unmasked Estep Score: -6268465.000000 Penalty: 1048.727539 Iteration 9Q: 3 clusters Score -6268465 nChanged 2100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80405 members Mstep: Class 2 contains 20757 members Entering Unmasked Estep Score: -6269493.000000 Penalty: 1048.727539 Iteration 10Q: 3 clusters Score -6269493 nChanged 2131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82512 members Mstep: Class 2 contains 18650 members Entering Unmasked Estep Score: -6270690.500000 Penalty: 1048.727539 Iteration 11Q: 3 clusters Score -6270690 nChanged 2129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84615 members Mstep: Class 2 contains 16547 members Entering Unmasked Estep Score: -6271895.500000 Penalty: 1048.727539 Iteration 12Q: 3 clusters Score -6271896 nChanged 1991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86584 members Mstep: Class 2 contains 14578 members Entering Unmasked Estep Score: -6273104.500000 Penalty: 1048.727539 Iteration 13Q: 3 clusters Score -6273104 nChanged 1844 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88388 members Mstep: Class 2 contains 12774 members Entering Unmasked Estep Score: -6274142.500000 Penalty: 1048.727539 Iteration 14Q: 3 clusters Score -6274142 nChanged 1640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89996 members Mstep: Class 2 contains 11166 members Entering Unmasked Estep Score: -6275086.000000 Penalty: 1048.727539 Iteration 15Q: 3 clusters Score -6275086 nChanged 1450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91420 members Mstep: Class 2 contains 9742 members Entering Unmasked Estep Score: -6275919.000000 Penalty: 1048.727539 Iteration 16Q: 3 clusters Score -6275919 nChanged 1280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92684 members Mstep: Class 2 contains 8478 members Entering Unmasked Estep Score: -6276694.500000 Penalty: 1048.727539 Iteration 17Q: 3 clusters Score -6276694 nChanged 1139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93809 members Mstep: Class 2 contains 7353 members Entering Unmasked Estep Score: -6277386.000000 Penalty: 1048.727539 Iteration 18Q: 3 clusters Score -6277386 nChanged 899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94680 members Mstep: Class 2 contains 6482 members Entering Unmasked Estep Score: -6277875.000000 Penalty: 1048.727539 Iteration 19Q: 3 clusters Score -6277875 nChanged 729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95387 members Mstep: Class 2 contains 5775 members Entering Unmasked Estep Score: -6278227.000000 Penalty: 1048.727539 Iteration 20F: 3 clusters Score -6278227 nChanged 610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95983 members Mstep: Class 2 contains 5179 members Entering Unmasked Estep Score: -6278517.000000 Penalty: 1048.727539 Iteration 21Q: 3 clusters Score -6278517 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96502 members Mstep: Class 2 contains 4660 members Entering Unmasked Estep Score: -6278773.000000 Penalty: 1048.727539 Iteration 22Q: 3 clusters Score -6278773 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96963 members Mstep: Class 2 contains 4199 members Entering Unmasked Estep Score: -6279005.500000 Penalty: 1048.727539 Iteration 23Q: 3 clusters Score -6279006 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97371 members Mstep: Class 2 contains 3791 members Entering Unmasked Estep Score: -6279189.500000 Penalty: 1048.727539 Iteration 24Q: 3 clusters Score -6279190 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97706 members Mstep: Class 2 contains 3456 members Entering Unmasked Estep Score: -6279343.000000 Penalty: 1048.727539 Iteration 25Q: 3 clusters Score -6279343 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98008 members Mstep: Class 2 contains 3154 members Entering Unmasked Estep Score: -6279525.000000 Penalty: 1048.727539 Iteration 26Q: 3 clusters Score -6279525 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98286 members Mstep: Class 2 contains 2876 members Entering Unmasked Estep Score: -6279680.000000 Penalty: 1048.727539 Iteration 27Q: 3 clusters Score -6279680 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98532 members Mstep: Class 2 contains 2630 members Entering Unmasked Estep Score: -6279832.500000 Penalty: 1048.727539 Iteration 28Q: 3 clusters Score -6279832 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98736 members Mstep: Class 2 contains 2426 members Entering Unmasked Estep Score: -6279941.500000 Penalty: 1048.727539 Iteration 29Q: 3 clusters Score -6279942 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98920 members Mstep: Class 2 contains 2242 members Entering Unmasked Estep Score: -6280023.000000 Penalty: 1048.727539 Iteration 30Q: 3 clusters Score -6280023 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99065 members Mstep: Class 2 contains 2097 members Entering Unmasked Estep Score: -6280072.500000 Penalty: 1048.727539 Iteration 31Q: 3 clusters Score -6280072 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99202 members Mstep: Class 2 contains 1960 members Entering Unmasked Estep Score: -6280118.000000 Penalty: 1048.727539 Iteration 32Q: 3 clusters Score -6280118 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99325 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -6280161.000000 Penalty: 1048.727539 Iteration 33Q: 3 clusters Score -6280161 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99448 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -6280195.500000 Penalty: 1048.727539 Iteration 34Q: 3 clusters Score -6280196 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99572 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -6280249.500000 Penalty: 1048.727539 Iteration 35Q: 3 clusters Score -6280250 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99691 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -6280286.500000 Penalty: 1048.727539 Iteration 36Q: 3 clusters Score -6280286 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99791 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -6280314.500000 Penalty: 1048.727539 Iteration 37Q: 3 clusters Score -6280314 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99871 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -6280336.000000 Penalty: 1048.727539 Iteration 38Q: 3 clusters Score -6280336 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99937 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -6280334.500000 Penalty: 1048.727539 Iteration 39Q: 3 clusters Score -6280334 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99988 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -6280336.500000 Penalty: 1048.727539 Iteration 40F: 3 clusters Score -6280336 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100028 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -6280329.500000 Penalty: 1048.727539 Iteration 41Q: 3 clusters Score -6280330 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100072 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -6280330.500000 Penalty: 1048.727539 Iteration 42Q: 3 clusters Score -6280330 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100100 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -6280345.500000 Penalty: 1048.727539 Iteration 43Q: 3 clusters Score -6280346 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100117 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -6280351.500000 Penalty: 1048.727539 Iteration 44Q: 3 clusters Score -6280352 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100134 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -6280355.000000 Penalty: 1048.727539 Iteration 45Q: 3 clusters Score -6280355 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100145 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -6280360.000000 Penalty: 1048.727539 Iteration 46Q: 3 clusters Score -6280360 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100155 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -6280361.500000 Penalty: 1048.727539 Iteration 47Q: 3 clusters Score -6280362 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100162 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -6280360.500000 Penalty: 1048.727539 Iteration 48Q: 3 clusters Score -6280360 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100170 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -6280362.500000 Penalty: 1048.727539 Iteration 49Q: 3 clusters Score -6280362 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100174 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -6280363.000000 Penalty: 1048.727539 Iteration 50Q: 3 clusters Score -6280363 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100180 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -6280366.000000 Penalty: 1048.727539 Iteration 51Q: 3 clusters Score -6280366 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100184 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -6280370.000000 Penalty: 1048.727539 Iteration 52Q: 3 clusters Score -6280370 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100188 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -6280371.500000 Penalty: 1048.727539 Iteration 53Q: 3 clusters Score -6280372 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100191 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -6280372.500000 Penalty: 1048.727539 Iteration 54Q: 3 clusters Score -6280372 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100194 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -6280371.500000 Penalty: 1048.727539 Iteration 55Q: 3 clusters Score -6280372 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100197 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -6280375.000000 Penalty: 1048.727539 Iteration 56Q: 3 clusters Score -6280375 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100201 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -6280374.500000 Penalty: 1048.727539 Iteration 57Q: 3 clusters Score -6280374 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100207 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -6280379.500000 Penalty: 1048.727539 Iteration 58Q: 3 clusters Score -6280380 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100215 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -6280380.000000 Penalty: 1048.727539 Iteration 59Q: 3 clusters Score -6280380 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100219 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -6280382.500000 Penalty: 1048.727539 Iteration 60F: 3 clusters Score -6280382 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100223 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -6280380.500000 Penalty: 1048.727539 Iteration 61Q: 3 clusters Score -6280380 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100225 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -6280378.500000 Penalty: 1048.727539 Iteration 62Q: 3 clusters Score -6280378 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100225 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -6280378.500000 Penalty: 1048.727539 Iteration 63F: 3 clusters Score -6280378 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (12654 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12654 members Entering Unmasked Estep Score: -768747.062500 Penalty: 429.780640 Iteration 0F: 2 clusters Score -768747.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6271 members Mstep: Class 2 contains 6383 members Entering Unmasked Estep Score: -760370.312500 Penalty: 859.561279 Iteration 0F: 3 clusters Score -760370.3 nChanged 5931 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5368 members Mstep: Class 2 contains 7286 members Entering Unmasked Estep Score: -763839.500000 Penalty: 859.561279 Iteration 1F: 3 clusters Score -763839.5 nChanged 827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4759 members Mstep: Class 2 contains 7895 members Entering Unmasked Estep Score: -764252.562500 Penalty: 859.561279 Iteration 2F: 3 clusters Score -764252.6 nChanged 885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4014 members Mstep: Class 2 contains 8640 members Entering Unmasked Estep Score: -764816.625000 Penalty: 859.561279 Iteration 3F: 3 clusters Score -764816.6 nChanged 927 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3191 members Mstep: Class 2 contains 9463 members Entering Unmasked Estep Score: -765488.312500 Penalty: 859.561279 Iteration 4F: 3 clusters Score -765488.3 nChanged 864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2373 members Mstep: Class 2 contains 10281 members Entering Unmasked Estep Score: -766228.500000 Penalty: 859.561279 Iteration 5F: 3 clusters Score -766228.5 nChanged 765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 11036 members Entering Unmasked Estep Score: -766973.250000 Penalty: 859.561279 Iteration 6F: 3 clusters Score -766973.2 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 11593 members Entering Unmasked Estep Score: -767522.437500 Penalty: 859.561279 Iteration 7Q: 3 clusters Score -767522.4 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 11943 members Entering Unmasked Estep Score: -767838.250000 Penalty: 859.561279 Iteration 8Q: 3 clusters Score -767838.2 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 12172 members Entering Unmasked Estep Score: -768069.687500 Penalty: 859.561279 Iteration 9Q: 3 clusters Score -768069.7 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 12298 members Entering Unmasked Estep Score: -768213.312500 Penalty: 859.561279 Iteration 10Q: 3 clusters Score -768213.3 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 12361 members Entering Unmasked Estep Score: -768283.187500 Penalty: 859.561279 Iteration 11Q: 3 clusters Score -768283.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 12396 members Entering Unmasked Estep Score: -768314.625000 Penalty: 859.561279 Iteration 12Q: 3 clusters Score -768314.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 12421 members Entering Unmasked Estep Score: -768333.312500 Penalty: 859.561279 Iteration 13Q: 3 clusters Score -768333.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 12447 members Entering Unmasked Estep Score: -768354.687500 Penalty: 859.561279 Iteration 14Q: 3 clusters Score -768354.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 12465 members Entering Unmasked Estep Score: -768370.375000 Penalty: 859.561279 Iteration 15Q: 3 clusters Score -768370.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 12479 members Entering Unmasked Estep Score: -768383.125000 Penalty: 859.561279 Iteration 16Q: 3 clusters Score -768383.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 12488 members Entering Unmasked Estep Score: -768393.000000 Penalty: 859.561279 Iteration 17Q: 3 clusters Score -768393 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 12496 members Entering Unmasked Estep Score: -768404.687500 Penalty: 859.561279 Iteration 18Q: 3 clusters Score -768404.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 12502 members Entering Unmasked Estep Score: -768412.000000 Penalty: 859.561279 Iteration 19Q: 3 clusters Score -768412 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 12506 members Entering Unmasked Estep Score: -768418.687500 Penalty: 859.561279 Iteration 20F: 3 clusters Score -768418.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 12508 members Entering Unmasked Estep Score: -768422.687500 Penalty: 859.561279 Iteration 21Q: 3 clusters Score -768422.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 12511 members Entering Unmasked Estep Score: -768425.000000 Penalty: 859.561279 Iteration 22Q: 3 clusters Score -768425 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 12511 members Entering Unmasked Estep Score: -768426.312500 Penalty: 859.561279 Iteration 23Q: 3 clusters Score -768426.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 12511 members Entering Unmasked Estep Score: -768426.312500 Penalty: 859.561279 Iteration 24F: 3 clusters Score -768426.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (991 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Entering Unmasked Estep Score: -50416.238281 Penalty: 313.891510 Iteration 0F: 2 clusters Score -50416.24 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -49621.425781 Penalty: 627.783020 Iteration 0F: 3 clusters Score -49621.43 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -49881.835938 Penalty: 627.783020 Iteration 1F: 3 clusters Score -49881.84 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -49949.152344 Penalty: 627.783020 Iteration 2F: 3 clusters Score -49949.15 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -49975.554688 Penalty: 627.783020 Iteration 3Q: 3 clusters Score -49975.55 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -49999.917969 Penalty: 627.783020 Iteration 4Q: 3 clusters Score -49999.92 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -50019.582031 Penalty: 627.783020 Iteration 5Q: 3 clusters Score -50019.58 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -50041.437500 Penalty: 627.783020 Iteration 6Q: 3 clusters Score -50041.44 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -50056.128906 Penalty: 627.783020 Iteration 7Q: 3 clusters Score -50056.13 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -50066.894531 Penalty: 627.783020 Iteration 8Q: 3 clusters Score -50066.89 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -50070.703125 Penalty: 627.783020 Iteration 9Q: 3 clusters Score -50070.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -50073.414062 Penalty: 627.783020 Iteration 10Q: 3 clusters Score -50073.41 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -50074.582031 Penalty: 627.783020 Iteration 11Q: 3 clusters Score -50074.58 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -50074.972656 Penalty: 627.783020 Iteration 12Q: 3 clusters Score -50074.97 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -50076.226562 Penalty: 627.783020 Iteration 13Q: 3 clusters Score -50076.23 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -50078.140625 Penalty: 627.783020 Iteration 14Q: 3 clusters Score -50078.14 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -50079.937500 Penalty: 627.783020 Iteration 15Q: 3 clusters Score -50079.94 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -50080.792969 Penalty: 627.783020 Iteration 16Q: 3 clusters Score -50080.79 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -50082.921875 Penalty: 627.783020 Iteration 17Q: 3 clusters Score -50082.92 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -50084.093750 Penalty: 627.783020 Iteration 18Q: 3 clusters Score -50084.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -50084.785156 Penalty: 627.783020 Iteration 19Q: 3 clusters Score -50084.79 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -50085.082031 Penalty: 627.783020 Iteration 20F: 3 clusters Score -50085.08 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2329 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Entering Unmasked Estep Score: -107690.804688 Penalty: 352.770355 Iteration 0F: 2 clusters Score -107690.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -106012.718750 Penalty: 705.540710 Iteration 0F: 3 clusters Score -106012.7 nChanged 1008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -106644.851562 Penalty: 705.540710 Iteration 1F: 3 clusters Score -106644.9 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -106768.304688 Penalty: 705.540710 Iteration 2F: 3 clusters Score -106768.3 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -106856.734375 Penalty: 705.540710 Iteration 3F: 3 clusters Score -106856.7 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -106929.820312 Penalty: 705.540710 Iteration 4Q: 3 clusters Score -106929.8 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -107008.898438 Penalty: 705.540710 Iteration 5Q: 3 clusters Score -107008.9 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -107089.750000 Penalty: 705.540710 Iteration 6Q: 3 clusters Score -107089.8 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -107138.742188 Penalty: 705.540710 Iteration 7Q: 3 clusters Score -107138.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -107173.929688 Penalty: 705.540710 Iteration 8Q: 3 clusters Score -107173.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1670 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -107208.414062 Penalty: 705.540710 Iteration 9Q: 3 clusters Score -107208.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -107239.437500 Penalty: 705.540710 Iteration 10Q: 3 clusters Score -107239.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -107258.750000 Penalty: 705.540710 Iteration 11Q: 3 clusters Score -107258.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1772 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -107273.054688 Penalty: 705.540710 Iteration 12Q: 3 clusters Score -107273.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -107282.281250 Penalty: 705.540710 Iteration 13Q: 3 clusters Score -107282.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1814 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -107288.789062 Penalty: 705.540710 Iteration 14Q: 3 clusters Score -107288.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -107295.304688 Penalty: 705.540710 Iteration 15Q: 3 clusters Score -107295.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1845 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -107306.656250 Penalty: 705.540710 Iteration 16Q: 3 clusters Score -107306.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -107314.515625 Penalty: 705.540710 Iteration 17Q: 3 clusters Score -107314.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1869 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -107321.929688 Penalty: 705.540710 Iteration 18Q: 3 clusters Score -107321.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -107332.710938 Penalty: 705.540710 Iteration 19Q: 3 clusters Score -107332.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -107342.718750 Penalty: 705.540710 Iteration 20F: 3 clusters Score -107342.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -107358.023438 Penalty: 705.540710 Iteration 21Q: 3 clusters Score -107358 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -107380.375000 Penalty: 705.540710 Iteration 22Q: 3 clusters Score -107380.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -107398.335938 Penalty: 705.540710 Iteration 23Q: 3 clusters Score -107398.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -107413.343750 Penalty: 705.540710 Iteration 24Q: 3 clusters Score -107413.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2007 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -107422.445312 Penalty: 705.540710 Iteration 25Q: 3 clusters Score -107422.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2022 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -107431.320312 Penalty: 705.540710 Iteration 26Q: 3 clusters Score -107431.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2039 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -107445.507812 Penalty: 705.540710 Iteration 27Q: 3 clusters Score -107445.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -107452.187500 Penalty: 705.540710 Iteration 28Q: 3 clusters Score -107452.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -107456.851562 Penalty: 705.540710 Iteration 29Q: 3 clusters Score -107456.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -107461.734375 Penalty: 705.540710 Iteration 30Q: 3 clusters Score -107461.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -107464.242188 Penalty: 705.540710 Iteration 31Q: 3 clusters Score -107464.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2075 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -107467.117188 Penalty: 705.540710 Iteration 32Q: 3 clusters Score -107467.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -107467.304688 Penalty: 705.540710 Iteration 33Q: 3 clusters Score -107467.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2077 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -107467.500000 Penalty: 705.540710 Iteration 34Q: 3 clusters Score -107467.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2077 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -107467.500000 Penalty: 705.540710 Iteration 35F: 3 clusters Score -107467.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (3440 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3440 members Entering Unmasked Estep Score: -196175.375000 Penalty: 370.516815 Iteration 0F: 2 clusters Score -196175.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -193767.656250 Penalty: 741.033630 Iteration 0F: 3 clusters Score -193767.7 nChanged 1528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1999 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -194611.531250 Penalty: 741.033630 Iteration 1F: 3 clusters Score -194611.5 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2167 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -194832.171875 Penalty: 741.033630 Iteration 2F: 3 clusters Score -194832.2 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2327 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -195128.750000 Penalty: 741.033630 Iteration 3F: 3 clusters Score -195128.8 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2475 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -195566.500000 Penalty: 741.033630 Iteration 4F: 3 clusters Score -195566.5 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2625 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -196013.015625 Penalty: 741.033630 Iteration 5F: 3 clusters Score -196013 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2690 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -196265.000000 Penalty: 741.033630 Iteration 6F: 3 clusters Score -196265 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2696 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -196349.078125 Penalty: 741.033630 Iteration 7Q: 3 clusters Score -196349.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2696 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -196385.093750 Penalty: 741.033630 Iteration 8Q: 3 clusters Score -196385.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2697 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -196396.359375 Penalty: 741.033630 Iteration 9Q: 3 clusters Score -196396.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2693 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -196402.781250 Penalty: 741.033630 Iteration 10Q: 3 clusters Score -196402.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2688 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -196404.265625 Penalty: 741.033630 Iteration 11Q: 3 clusters Score -196404.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2687 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -196404.375000 Penalty: 741.033630 Iteration 12Q: 3 clusters Score -196404.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2687 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -196404.375000 Penalty: 741.033630 Iteration 13F: 3 clusters Score -196404.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101162 members Mstep: Class 2 contains 12654 members Mstep: Class 3 contains 991 members Mstep: Class 4 contains 2329 members Mstep: Class 5 contains 2687 members Mstep: Class 6 contains 57761 members Mstep: Class 7 contains 1763 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7507 members Mstep: Class 10 contains 12186 members Mstep: Class 11 contains 3328 members Mstep: Class 12 contains 7492 members Mstep: Class 13 contains 2748 members Mstep: Class 14 contains 867 members Mstep: Class 15 contains 8288 members Mstep: Class 16 contains 3800 members Mstep: Class 17 contains 422 members Mstep: Class 18 contains 15083 members Mstep: Class 19 contains 12768 members Mstep: Class 20 contains 6240 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19751 members Mstep: Class 23 contains 688 members Mstep: Class 24 contains 1517 members Mstep: Class 25 contains 10197 members Mstep: Class 26 contains 1448 members Mstep: Class 27 contains 5296 members Mstep: Class 28 contains 6572 members Mstep: Class 29 contains 3570 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 404 members Mstep: Class 32 contains 1037 members Mstep: Class 33 contains 753 members Entering Unmasked Estep Score: -17800372.000000 Penalty: 18994.255859 Splitting cluster 5 changes total score from -17800360.000000 to -17800372.000000 So it's getting split into cluster 33. Entering ConstructFrom: Trying to split cluster 6 (57761 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57761 members Entering Unmasked Estep Score: -3602783.500000 Penalty: 498.865143 Iteration 0F: 2 clusters Score -3602784 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28970 members Mstep: Class 2 contains 28791 members Entering Unmasked Estep Score: -3563937.500000 Penalty: 997.730286 Iteration 0F: 3 clusters Score -3563938 nChanged 28095 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30655 members Mstep: Class 2 contains 27106 members Entering Unmasked Estep Score: -3581435.250000 Penalty: 997.730286 Iteration 1F: 3 clusters Score -3581435 nChanged 3183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31466 members Mstep: Class 2 contains 26295 members Entering Unmasked Estep Score: -3582934.750000 Penalty: 997.730286 Iteration 2F: 3 clusters Score -3582935 nChanged 3480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32586 members Mstep: Class 2 contains 25175 members Entering Unmasked Estep Score: -3585063.750000 Penalty: 997.730286 Iteration 3F: 3 clusters Score -3585064 nChanged 3674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34000 members Mstep: Class 2 contains 23761 members Entering Unmasked Estep Score: -3587862.000000 Penalty: 997.730286 Iteration 4F: 3 clusters Score -3587862 nChanged 3658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35516 members Mstep: Class 2 contains 22245 members Entering Unmasked Estep Score: -3590743.250000 Penalty: 997.730286 Iteration 5F: 3 clusters Score -3590743 nChanged 3287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36791 members Mstep: Class 2 contains 20970 members Entering Unmasked Estep Score: -3592816.250000 Penalty: 997.730286 Iteration 6F: 3 clusters Score -3592816 nChanged 2504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37841 members Mstep: Class 2 contains 19920 members Entering Unmasked Estep Score: -3593948.500000 Penalty: 997.730286 Iteration 7Q: 3 clusters Score -3593948 nChanged 1775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38728 members Mstep: Class 2 contains 19033 members Entering Unmasked Estep Score: -3594528.000000 Penalty: 997.730286 Iteration 8Q: 3 clusters Score -3594528 nChanged 1277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39509 members Mstep: Class 2 contains 18252 members Entering Unmasked Estep Score: -3594872.500000 Penalty: 997.730286 Iteration 9Q: 3 clusters Score -3594872 nChanged 983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40322 members Mstep: Class 2 contains 17439 members Entering Unmasked Estep Score: -3595105.750000 Penalty: 997.730286 Iteration 10Q: 3 clusters Score -3595106 nChanged 906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41184 members Mstep: Class 2 contains 16577 members Entering Unmasked Estep Score: -3595321.500000 Penalty: 997.730286 Iteration 11Q: 3 clusters Score -3595322 nChanged 866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42046 members Mstep: Class 2 contains 15715 members Entering Unmasked Estep Score: -3595557.750000 Penalty: 997.730286 Iteration 12Q: 3 clusters Score -3595558 nChanged 889 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42933 members Mstep: Class 2 contains 14828 members Entering Unmasked Estep Score: -3595810.250000 Penalty: 997.730286 Iteration 13Q: 3 clusters Score -3595810 nChanged 899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43832 members Mstep: Class 2 contains 13929 members Entering Unmasked Estep Score: -3596043.750000 Penalty: 997.730286 Iteration 14Q: 3 clusters Score -3596044 nChanged 961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44793 members Mstep: Class 2 contains 12968 members Entering Unmasked Estep Score: -3596363.750000 Penalty: 997.730286 Iteration 15Q: 3 clusters Score -3596364 nChanged 1080 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45873 members Mstep: Class 2 contains 11888 members Entering Unmasked Estep Score: -3596762.250000 Penalty: 997.730286 Iteration 16Q: 3 clusters Score -3596762 nChanged 1090 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46963 members Mstep: Class 2 contains 10798 members Entering Unmasked Estep Score: -3597174.750000 Penalty: 997.730286 Iteration 17Q: 3 clusters Score -3597175 nChanged 1097 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48060 members Mstep: Class 2 contains 9701 members Entering Unmasked Estep Score: -3597629.000000 Penalty: 997.730286 Iteration 18Q: 3 clusters Score -3597629 nChanged 1103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49163 members Mstep: Class 2 contains 8598 members Entering Unmasked Estep Score: -3598133.750000 Penalty: 997.730286 Iteration 19Q: 3 clusters Score -3598134 nChanged 1023 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50186 members Mstep: Class 2 contains 7575 members Entering Unmasked Estep Score: -3598636.000000 Penalty: 997.730286 Iteration 20F: 3 clusters Score -3598636 nChanged 963 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51149 members Mstep: Class 2 contains 6612 members Entering Unmasked Estep Score: -3599066.250000 Penalty: 997.730286 Iteration 21Q: 3 clusters Score -3599066 nChanged 878 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52027 members Mstep: Class 2 contains 5734 members Entering Unmasked Estep Score: -3599449.000000 Penalty: 997.730286 Iteration 22Q: 3 clusters Score -3599449 nChanged 795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52822 members Mstep: Class 2 contains 4939 members Entering Unmasked Estep Score: -3599824.500000 Penalty: 997.730286 Iteration 23Q: 3 clusters Score -3599824 nChanged 783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53603 members Mstep: Class 2 contains 4158 members Entering Unmasked Estep Score: -3600207.750000 Penalty: 997.730286 Iteration 24Q: 3 clusters Score -3600208 nChanged 723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54326 members Mstep: Class 2 contains 3435 members Entering Unmasked Estep Score: -3600572.500000 Penalty: 997.730286 Iteration 25Q: 3 clusters Score -3600572 nChanged 649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54975 members Mstep: Class 2 contains 2786 members Entering Unmasked Estep Score: -3600915.750000 Penalty: 997.730286 Iteration 26Q: 3 clusters Score -3600916 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55535 members Mstep: Class 2 contains 2226 members Entering Unmasked Estep Score: -3601210.000000 Penalty: 997.730286 Iteration 27Q: 3 clusters Score -3601210 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56044 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -3601505.500000 Penalty: 997.730286 Iteration 28Q: 3 clusters Score -3601506 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56439 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -3601703.500000 Penalty: 997.730286 Iteration 29Q: 3 clusters Score -3601704 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56719 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -3601861.250000 Penalty: 997.730286 Iteration 30Q: 3 clusters Score -3601861 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56959 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -3602000.500000 Penalty: 997.730286 Iteration 31Q: 3 clusters Score -3602000 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57150 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -3602106.000000 Penalty: 997.730286 Iteration 32Q: 3 clusters Score -3602106 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57280 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -3602181.000000 Penalty: 997.730286 Iteration 33Q: 3 clusters Score -3602181 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57363 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -3602251.000000 Penalty: 997.730286 Iteration 34Q: 3 clusters Score -3602251 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57425 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -3602305.750000 Penalty: 997.730286 Iteration 35Q: 3 clusters Score -3602306 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57459 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -3602332.500000 Penalty: 997.730286 Iteration 36Q: 3 clusters Score -3602332 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57467 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -3602367.500000 Penalty: 997.730286 Iteration 37Q: 3 clusters Score -3602368 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57473 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -3602386.000000 Penalty: 997.730286 Iteration 38Q: 3 clusters Score -3602386 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57481 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -3602407.750000 Penalty: 997.730286 Iteration 39Q: 3 clusters Score -3602408 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57489 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -3602423.500000 Penalty: 997.730286 Iteration 40F: 3 clusters Score -3602424 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57489 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -3602438.000000 Penalty: 997.730286 Iteration 41Q: 3 clusters Score -3602438 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57481 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -3602446.250000 Penalty: 997.730286 Iteration 42Q: 3 clusters Score -3602446 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57480 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -3602450.250000 Penalty: 997.730286 Iteration 43Q: 3 clusters Score -3602450 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57475 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -3602453.250000 Penalty: 997.730286 Iteration 44Q: 3 clusters Score -3602453 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57473 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -3602453.250000 Penalty: 997.730286 Iteration 45Q: 3 clusters Score -3602453 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57473 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -3602456.250000 Penalty: 997.730286 Iteration 46Q: 3 clusters Score -3602456 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57472 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -3602457.500000 Penalty: 997.730286 Iteration 47Q: 3 clusters Score -3602458 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57472 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -3602455.750000 Penalty: 997.730286 Iteration 48Q: 3 clusters Score -3602456 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57472 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -3602455.750000 Penalty: 997.730286 Iteration 49F: 3 clusters Score -3602456 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (1763 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Entering Unmasked Estep Score: -101641.984375 Penalty: 340.102112 Iteration 0F: 2 clusters Score -101642 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -100355.984375 Penalty: 680.204224 Iteration 0F: 3 clusters Score -100356 nChanged 716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -100737.406250 Penalty: 680.204224 Iteration 1F: 3 clusters Score -100737.4 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -100805.703125 Penalty: 680.204224 Iteration 2F: 3 clusters Score -100805.7 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -100863.812500 Penalty: 680.204224 Iteration 3F: 3 clusters Score -100863.8 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -100897.632812 Penalty: 680.204224 Iteration 4Q: 3 clusters Score -100897.6 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -100933.781250 Penalty: 680.204224 Iteration 5Q: 3 clusters Score -100933.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -100973.078125 Penalty: 680.204224 Iteration 6Q: 3 clusters Score -100973.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -101030.164062 Penalty: 680.204224 Iteration 7Q: 3 clusters Score -101030.2 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -101111.085938 Penalty: 680.204224 Iteration 8F: 3 clusters Score -101111.1 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -101187.640625 Penalty: 680.204224 Iteration 9F: 3 clusters Score -101187.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -101254.312500 Penalty: 680.204224 Iteration 10Q: 3 clusters Score -101254.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -101289.820312 Penalty: 680.204224 Iteration 11Q: 3 clusters Score -101289.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -101313.968750 Penalty: 680.204224 Iteration 12Q: 3 clusters Score -101314 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -101326.796875 Penalty: 680.204224 Iteration 13Q: 3 clusters Score -101326.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -101335.968750 Penalty: 680.204224 Iteration 14Q: 3 clusters Score -101336 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -101344.109375 Penalty: 680.204224 Iteration 15Q: 3 clusters Score -101344.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -101350.328125 Penalty: 680.204224 Iteration 16Q: 3 clusters Score -101350.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -101355.820312 Penalty: 680.204224 Iteration 17Q: 3 clusters Score -101355.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -101360.796875 Penalty: 680.204224 Iteration 18Q: 3 clusters Score -101360.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -101366.601562 Penalty: 680.204224 Iteration 19Q: 3 clusters Score -101366.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1649 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -101372.812500 Penalty: 680.204224 Iteration 20F: 3 clusters Score -101372.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -101382.664062 Penalty: 680.204224 Iteration 21Q: 3 clusters Score -101382.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -101390.156250 Penalty: 680.204224 Iteration 22Q: 3 clusters Score -101390.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -101395.945312 Penalty: 680.204224 Iteration 23Q: 3 clusters Score -101395.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -101398.585938 Penalty: 680.204224 Iteration 24Q: 3 clusters Score -101398.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -101401.179688 Penalty: 680.204224 Iteration 25Q: 3 clusters Score -101401.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -101406.437500 Penalty: 680.204224 Iteration 26Q: 3 clusters Score -101406.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -101409.640625 Penalty: 680.204224 Iteration 27Q: 3 clusters Score -101409.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -101411.390625 Penalty: 680.204224 Iteration 28Q: 3 clusters Score -101411.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -101412.257812 Penalty: 680.204224 Iteration 29Q: 3 clusters Score -101412.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -101412.828125 Penalty: 680.204224 Iteration 30Q: 3 clusters Score -101412.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -101413.953125 Penalty: 680.204224 Iteration 31Q: 3 clusters Score -101414 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -101414.093750 Penalty: 680.204224 Iteration 32Q: 3 clusters Score -101414.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -101414.093750 Penalty: 680.204224 Iteration 33F: 3 clusters Score -101414.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (151 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Entering Unmasked Estep Score: -6195.128906 Penalty: 228.286224 Iteration 0F: 2 clusters Score -6195.129 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -5969.657227 Penalty: 456.572449 Iteration 0F: 3 clusters Score -5969.657 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -6008.337891 Penalty: 456.572449 Iteration 1F: 3 clusters Score -6008.338 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -6014.887207 Penalty: 456.572449 Iteration 2Q: 3 clusters Score -6014.887 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -6023.329590 Penalty: 456.572449 Iteration 3Q: 3 clusters Score -6023.33 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -6029.083008 Penalty: 456.572449 Iteration 4Q: 3 clusters Score -6029.083 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -6043.942383 Penalty: 456.572449 Iteration 5Q: 3 clusters Score -6043.942 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -6043.942383 Penalty: 456.572449 Iteration 6F: 3 clusters Score -6043.942 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (7507 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7507 members Entering Unmasked Estep Score: -427974.718750 Penalty: 406.023407 Iteration 0F: 2 clusters Score -427974.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3745 members Mstep: Class 2 contains 3762 members Entering Unmasked Estep Score: -422961.406250 Penalty: 812.046814 Iteration 0F: 3 clusters Score -422961.4 nChanged 3434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3643 members Mstep: Class 2 contains 3864 members Entering Unmasked Estep Score: -425048.687500 Penalty: 812.046814 Iteration 1F: 3 clusters Score -425048.7 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3637 members Mstep: Class 2 contains 3870 members Entering Unmasked Estep Score: -425410.843750 Penalty: 812.046814 Iteration 2F: 3 clusters Score -425410.8 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3629 members Mstep: Class 2 contains 3878 members Entering Unmasked Estep Score: -425779.218750 Penalty: 812.046814 Iteration 3F: 3 clusters Score -425779.2 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3645 members Mstep: Class 2 contains 3862 members Entering Unmasked Estep Score: -426173.562500 Penalty: 812.046814 Iteration 4F: 3 clusters Score -426173.6 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3691 members Mstep: Class 2 contains 3816 members Entering Unmasked Estep Score: -426546.156250 Penalty: 812.046814 Iteration 5F: 3 clusters Score -426546.2 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3746 members Mstep: Class 2 contains 3761 members Entering Unmasked Estep Score: -426880.156250 Penalty: 812.046814 Iteration 6F: 3 clusters Score -426880.2 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3811 members Mstep: Class 2 contains 3696 members Entering Unmasked Estep Score: -427113.593750 Penalty: 812.046814 Iteration 7Q: 3 clusters Score -427113.6 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3852 members Mstep: Class 2 contains 3655 members Entering Unmasked Estep Score: -427255.281250 Penalty: 812.046814 Iteration 8Q: 3 clusters Score -427255.3 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3905 members Mstep: Class 2 contains 3602 members Entering Unmasked Estep Score: -427355.531250 Penalty: 812.046814 Iteration 9Q: 3 clusters Score -427355.5 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3947 members Mstep: Class 2 contains 3560 members Entering Unmasked Estep Score: -427428.281250 Penalty: 812.046814 Iteration 10Q: 3 clusters Score -427428.3 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3987 members Mstep: Class 2 contains 3520 members Entering Unmasked Estep Score: -427477.968750 Penalty: 812.046814 Iteration 11Q: 3 clusters Score -427478 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4033 members Mstep: Class 2 contains 3474 members Entering Unmasked Estep Score: -427512.875000 Penalty: 812.046814 Iteration 12Q: 3 clusters Score -427512.9 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4076 members Mstep: Class 2 contains 3431 members Entering Unmasked Estep Score: -427536.312500 Penalty: 812.046814 Iteration 13Q: 3 clusters Score -427536.3 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4118 members Mstep: Class 2 contains 3389 members Entering Unmasked Estep Score: -427554.000000 Penalty: 812.046814 Iteration 14Q: 3 clusters Score -427554 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4159 members Mstep: Class 2 contains 3348 members Entering Unmasked Estep Score: -427565.750000 Penalty: 812.046814 Iteration 15Q: 3 clusters Score -427565.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4189 members Mstep: Class 2 contains 3318 members Entering Unmasked Estep Score: -427576.437500 Penalty: 812.046814 Iteration 16Q: 3 clusters Score -427576.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4215 members Mstep: Class 2 contains 3292 members Entering Unmasked Estep Score: -427582.468750 Penalty: 812.046814 Iteration 17Q: 3 clusters Score -427582.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4245 members Mstep: Class 2 contains 3262 members Entering Unmasked Estep Score: -427589.062500 Penalty: 812.046814 Iteration 18Q: 3 clusters Score -427589.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 3242 members Entering Unmasked Estep Score: -427594.031250 Penalty: 812.046814 Iteration 19Q: 3 clusters Score -427594 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4281 members Mstep: Class 2 contains 3226 members Entering Unmasked Estep Score: -427598.218750 Penalty: 812.046814 Iteration 20F: 3 clusters Score -427598.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4299 members Mstep: Class 2 contains 3208 members Entering Unmasked Estep Score: -427601.093750 Penalty: 812.046814 Iteration 21Q: 3 clusters Score -427601.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4309 members Mstep: Class 2 contains 3198 members Entering Unmasked Estep Score: -427602.718750 Penalty: 812.046814 Iteration 22Q: 3 clusters Score -427602.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4316 members Mstep: Class 2 contains 3191 members Entering Unmasked Estep Score: -427606.000000 Penalty: 812.046814 Iteration 23Q: 3 clusters Score -427606 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4326 members Mstep: Class 2 contains 3181 members Entering Unmasked Estep Score: -427608.375000 Penalty: 812.046814 Iteration 24Q: 3 clusters Score -427608.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4336 members Mstep: Class 2 contains 3171 members Entering Unmasked Estep Score: -427609.593750 Penalty: 812.046814 Iteration 25Q: 3 clusters Score -427609.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4347 members Mstep: Class 2 contains 3160 members Entering Unmasked Estep Score: -427611.062500 Penalty: 812.046814 Iteration 26Q: 3 clusters Score -427611.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4358 members Mstep: Class 2 contains 3149 members Entering Unmasked Estep Score: -427611.250000 Penalty: 812.046814 Iteration 27Q: 3 clusters Score -427611.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4364 members Mstep: Class 2 contains 3143 members Entering Unmasked Estep Score: -427611.687500 Penalty: 812.046814 Iteration 28Q: 3 clusters Score -427611.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4368 members Mstep: Class 2 contains 3139 members Entering Unmasked Estep Score: -427613.562500 Penalty: 812.046814 Iteration 29Q: 3 clusters Score -427613.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4371 members Mstep: Class 2 contains 3136 members Entering Unmasked Estep Score: -427613.468750 Penalty: 812.046814 Iteration 30Q: 3 clusters Score -427613.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4371 members Mstep: Class 2 contains 3136 members Entering Unmasked Estep Score: -427613.593750 Penalty: 812.046814 Iteration 31Q: 3 clusters Score -427613.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4372 members Mstep: Class 2 contains 3135 members Entering Unmasked Estep Score: -427613.625000 Penalty: 812.046814 Iteration 32Q: 3 clusters Score -427613.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4373 members Mstep: Class 2 contains 3134 members Entering Unmasked Estep Score: -427614.281250 Penalty: 812.046814 Iteration 33Q: 3 clusters Score -427614.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4373 members Mstep: Class 2 contains 3134 members Entering Unmasked Estep Score: -427613.531250 Penalty: 812.046814 Iteration 34Q: 3 clusters Score -427613.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4376 members Mstep: Class 2 contains 3131 members Entering Unmasked Estep Score: -427614.687500 Penalty: 812.046814 Iteration 35Q: 3 clusters Score -427614.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4381 members Mstep: Class 2 contains 3126 members Entering Unmasked Estep Score: -427615.437500 Penalty: 812.046814 Iteration 36Q: 3 clusters Score -427615.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4382 members Mstep: Class 2 contains 3125 members Entering Unmasked Estep Score: -427615.625000 Penalty: 812.046814 Iteration 37Q: 3 clusters Score -427615.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4388 members Mstep: Class 2 contains 3119 members Entering Unmasked Estep Score: -427616.031250 Penalty: 812.046814 Iteration 38Q: 3 clusters Score -427616 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4397 members Mstep: Class 2 contains 3110 members Entering Unmasked Estep Score: -427616.593750 Penalty: 812.046814 Iteration 39Q: 3 clusters Score -427616.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4403 members Mstep: Class 2 contains 3104 members Entering Unmasked Estep Score: -427617.593750 Penalty: 812.046814 Iteration 40F: 3 clusters Score -427617.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4408 members Mstep: Class 2 contains 3099 members Entering Unmasked Estep Score: -427618.218750 Penalty: 812.046814 Iteration 41Q: 3 clusters Score -427618.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4412 members Mstep: Class 2 contains 3095 members Entering Unmasked Estep Score: -427619.156250 Penalty: 812.046814 Iteration 42Q: 3 clusters Score -427619.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4418 members Mstep: Class 2 contains 3089 members Entering Unmasked Estep Score: -427620.812500 Penalty: 812.046814 Iteration 43Q: 3 clusters Score -427620.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4430 members Mstep: Class 2 contains 3077 members Entering Unmasked Estep Score: -427623.875000 Penalty: 812.046814 Iteration 44Q: 3 clusters Score -427623.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4437 members Mstep: Class 2 contains 3070 members Entering Unmasked Estep Score: -427625.468750 Penalty: 812.046814 Iteration 45Q: 3 clusters Score -427625.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4448 members Mstep: Class 2 contains 3059 members Entering Unmasked Estep Score: -427626.062500 Penalty: 812.046814 Iteration 46Q: 3 clusters Score -427626.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4456 members Mstep: Class 2 contains 3051 members Entering Unmasked Estep Score: -427629.562500 Penalty: 812.046814 Iteration 47Q: 3 clusters Score -427629.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4457 members Mstep: Class 2 contains 3050 members Entering Unmasked Estep Score: -427632.156250 Penalty: 812.046814 Iteration 48Q: 3 clusters Score -427632.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4466 members Mstep: Class 2 contains 3041 members Entering Unmasked Estep Score: -427633.718750 Penalty: 812.046814 Iteration 49Q: 3 clusters Score -427633.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4472 members Mstep: Class 2 contains 3035 members Entering Unmasked Estep Score: -427636.406250 Penalty: 812.046814 Iteration 50Q: 3 clusters Score -427636.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4479 members Mstep: Class 2 contains 3028 members Entering Unmasked Estep Score: -427636.750000 Penalty: 812.046814 Iteration 51Q: 3 clusters Score -427636.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4485 members Mstep: Class 2 contains 3022 members Entering Unmasked Estep Score: -427638.187500 Penalty: 812.046814 Iteration 52Q: 3 clusters Score -427638.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4493 members Mstep: Class 2 contains 3014 members Entering Unmasked Estep Score: -427638.500000 Penalty: 812.046814 Iteration 53Q: 3 clusters Score -427638.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4496 members Mstep: Class 2 contains 3011 members Entering Unmasked Estep Score: -427638.937500 Penalty: 812.046814 Iteration 54Q: 3 clusters Score -427638.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4498 members Mstep: Class 2 contains 3009 members Entering Unmasked Estep Score: -427639.781250 Penalty: 812.046814 Iteration 55Q: 3 clusters Score -427639.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4501 members Mstep: Class 2 contains 3006 members Entering Unmasked Estep Score: -427639.875000 Penalty: 812.046814 Iteration 56Q: 3 clusters Score -427639.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4501 members Mstep: Class 2 contains 3006 members Entering Unmasked Estep Score: -427640.468750 Penalty: 812.046814 Iteration 57Q: 3 clusters Score -427640.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4503 members Mstep: Class 2 contains 3004 members Entering Unmasked Estep Score: -427641.187500 Penalty: 812.046814 Iteration 58Q: 3 clusters Score -427641.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4506 members Mstep: Class 2 contains 3001 members Entering Unmasked Estep Score: -427640.406250 Penalty: 812.046814 Iteration 59Q: 3 clusters Score -427640.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4510 members Mstep: Class 2 contains 2997 members Entering Unmasked Estep Score: -427641.281250 Penalty: 812.046814 Iteration 60F: 3 clusters Score -427641.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4512 members Mstep: Class 2 contains 2995 members Entering Unmasked Estep Score: -427640.250000 Penalty: 812.046814 Iteration 61Q: 3 clusters Score -427640.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4514 members Mstep: Class 2 contains 2993 members Entering Unmasked Estep Score: -427640.312500 Penalty: 812.046814 Iteration 62Q: 3 clusters Score -427640.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4512 members Mstep: Class 2 contains 2995 members Entering Unmasked Estep Score: -427641.000000 Penalty: 812.046814 Iteration 63Q: 3 clusters Score -427641 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4511 members Mstep: Class 2 contains 2996 members Entering Unmasked Estep Score: -427640.906250 Penalty: 812.046814 Iteration 64Q: 3 clusters Score -427640.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4511 members Mstep: Class 2 contains 2996 members Entering Unmasked Estep Score: -427640.906250 Penalty: 812.046814 Iteration 65F: 3 clusters Score -427640.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (12186 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12186 members Entering Unmasked Estep Score: -649146.937500 Penalty: 428.065948 Iteration 0F: 2 clusters Score -649146.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5901 members Mstep: Class 2 contains 6285 members Entering Unmasked Estep Score: -641134.187500 Penalty: 856.131897 Iteration 0F: 3 clusters Score -641134.2 nChanged 5670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4507 members Mstep: Class 2 contains 7679 members Entering Unmasked Estep Score: -644680.687500 Penalty: 856.131897 Iteration 1F: 3 clusters Score -644680.7 nChanged 1061 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3544 members Mstep: Class 2 contains 8642 members Entering Unmasked Estep Score: -645471.125000 Penalty: 856.131897 Iteration 2F: 3 clusters Score -645471.1 nChanged 1102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2478 members Mstep: Class 2 contains 9708 members Entering Unmasked Estep Score: -646420.812500 Penalty: 856.131897 Iteration 3F: 3 clusters Score -646420.8 nChanged 1067 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 10769 members Entering Unmasked Estep Score: -647458.750000 Penalty: 856.131897 Iteration 4F: 3 clusters Score -647458.8 nChanged 759 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 11518 members Entering Unmasked Estep Score: -648207.562500 Penalty: 856.131897 Iteration 5F: 3 clusters Score -648207.6 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 11887 members Entering Unmasked Estep Score: -648571.937500 Penalty: 856.131897 Iteration 6Q: 3 clusters Score -648571.9 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 12016 members Entering Unmasked Estep Score: -648697.187500 Penalty: 856.131897 Iteration 7Q: 3 clusters Score -648697.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 12061 members Entering Unmasked Estep Score: -648742.312500 Penalty: 856.131897 Iteration 8Q: 3 clusters Score -648742.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 12081 members Entering Unmasked Estep Score: -648764.625000 Penalty: 856.131897 Iteration 9Q: 3 clusters Score -648764.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 12087 members Entering Unmasked Estep Score: -648779.125000 Penalty: 856.131897 Iteration 10Q: 3 clusters Score -648779.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 12093 members Entering Unmasked Estep Score: -648785.562500 Penalty: 856.131897 Iteration 11Q: 3 clusters Score -648785.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 12090 members Entering Unmasked Estep Score: -648788.000000 Penalty: 856.131897 Iteration 12Q: 3 clusters Score -648788 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 12093 members Entering Unmasked Estep Score: -648791.250000 Penalty: 856.131897 Iteration 13Q: 3 clusters Score -648791.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 12094 members Entering Unmasked Estep Score: -648793.875000 Penalty: 856.131897 Iteration 14Q: 3 clusters Score -648793.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 12097 members Entering Unmasked Estep Score: -648799.312500 Penalty: 856.131897 Iteration 15Q: 3 clusters Score -648799.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 12094 members Entering Unmasked Estep Score: -648806.000000 Penalty: 856.131897 Iteration 16Q: 3 clusters Score -648806 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 12093 members Entering Unmasked Estep Score: -648811.375000 Penalty: 856.131897 Iteration 17Q: 3 clusters Score -648811.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 12093 members Entering Unmasked Estep Score: -648813.625000 Penalty: 856.131897 Iteration 18Q: 3 clusters Score -648813.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 12094 members Entering Unmasked Estep Score: -648815.000000 Penalty: 856.131897 Iteration 19Q: 3 clusters Score -648815 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 12095 members Entering Unmasked Estep Score: -648815.750000 Penalty: 856.131897 Iteration 20F: 3 clusters Score -648815.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 12096 members Entering Unmasked Estep Score: -648816.312500 Penalty: 856.131897 Iteration 21Q: 3 clusters Score -648816.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 12096 members Entering Unmasked Estep Score: -648816.312500 Penalty: 856.131897 Iteration 22F: 3 clusters Score -648816.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (3328 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3328 members Entering Unmasked Estep Score: -162923.718750 Penalty: 369.010742 Iteration 0F: 2 clusters Score -162923.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -160643.609375 Penalty: 738.021484 Iteration 0F: 3 clusters Score -160643.6 nChanged 1461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -161527.781250 Penalty: 738.021484 Iteration 1F: 3 clusters Score -161527.8 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 1959 members Entering Unmasked Estep Score: -161672.843750 Penalty: 738.021484 Iteration 2F: 3 clusters Score -161672.8 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 2051 members Entering Unmasked Estep Score: -161816.437500 Penalty: 738.021484 Iteration 3F: 3 clusters Score -161816.4 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -161979.703125 Penalty: 738.021484 Iteration 4F: 3 clusters Score -161979.7 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 2270 members Entering Unmasked Estep Score: -162104.265625 Penalty: 738.021484 Iteration 5Q: 3 clusters Score -162104.3 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 2361 members Entering Unmasked Estep Score: -162198.187500 Penalty: 738.021484 Iteration 6Q: 3 clusters Score -162198.2 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 2454 members Entering Unmasked Estep Score: -162274.765625 Penalty: 738.021484 Iteration 7Q: 3 clusters Score -162274.8 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 2527 members Entering Unmasked Estep Score: -162324.796875 Penalty: 738.021484 Iteration 8Q: 3 clusters Score -162324.8 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 2594 members Entering Unmasked Estep Score: -162370.890625 Penalty: 738.021484 Iteration 9Q: 3 clusters Score -162370.9 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 2661 members Entering Unmasked Estep Score: -162414.656250 Penalty: 738.021484 Iteration 10Q: 3 clusters Score -162414.7 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 2716 members Entering Unmasked Estep Score: -162452.406250 Penalty: 738.021484 Iteration 11Q: 3 clusters Score -162452.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 2778 members Entering Unmasked Estep Score: -162494.218750 Penalty: 738.021484 Iteration 12Q: 3 clusters Score -162494.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 2835 members Entering Unmasked Estep Score: -162527.015625 Penalty: 738.021484 Iteration 13Q: 3 clusters Score -162527 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 2889 members Entering Unmasked Estep Score: -162563.765625 Penalty: 738.021484 Iteration 14Q: 3 clusters Score -162563.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 2928 members Entering Unmasked Estep Score: -162593.359375 Penalty: 738.021484 Iteration 15Q: 3 clusters Score -162593.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 2962 members Entering Unmasked Estep Score: -162614.984375 Penalty: 738.021484 Iteration 16Q: 3 clusters Score -162615 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 2990 members Entering Unmasked Estep Score: -162635.453125 Penalty: 738.021484 Iteration 17Q: 3 clusters Score -162635.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 3014 members Entering Unmasked Estep Score: -162653.187500 Penalty: 738.021484 Iteration 18Q: 3 clusters Score -162653.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 3021 members Entering Unmasked Estep Score: -162660.906250 Penalty: 738.021484 Iteration 19Q: 3 clusters Score -162660.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 3030 members Entering Unmasked Estep Score: -162669.671875 Penalty: 738.021484 Iteration 20F: 3 clusters Score -162669.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 3039 members Entering Unmasked Estep Score: -162675.843750 Penalty: 738.021484 Iteration 21Q: 3 clusters Score -162675.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 3051 members Entering Unmasked Estep Score: -162687.406250 Penalty: 738.021484 Iteration 22Q: 3 clusters Score -162687.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 3055 members Entering Unmasked Estep Score: -162691.390625 Penalty: 738.021484 Iteration 23Q: 3 clusters Score -162691.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 3056 members Entering Unmasked Estep Score: -162692.890625 Penalty: 738.021484 Iteration 24Q: 3 clusters Score -162692.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 3057 members Entering Unmasked Estep Score: -162693.468750 Penalty: 738.021484 Iteration 25Q: 3 clusters Score -162693.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 3056 members Entering Unmasked Estep Score: -162693.562500 Penalty: 738.021484 Iteration 26Q: 3 clusters Score -162693.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 3057 members Entering Unmasked Estep Score: -162693.593750 Penalty: 738.021484 Iteration 27Q: 3 clusters Score -162693.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 3058 members Entering Unmasked Estep Score: -162694.265625 Penalty: 738.021484 Iteration 28Q: 3 clusters Score -162694.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 3060 members Entering Unmasked Estep Score: -162695.078125 Penalty: 738.021484 Iteration 29Q: 3 clusters Score -162695.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 3061 members Entering Unmasked Estep Score: -162696.921875 Penalty: 738.021484 Iteration 30Q: 3 clusters Score -162696.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 3065 members Entering Unmasked Estep Score: -162698.046875 Penalty: 738.021484 Iteration 31Q: 3 clusters Score -162698 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 3065 members Entering Unmasked Estep Score: -162699.515625 Penalty: 738.021484 Iteration 32Q: 3 clusters Score -162699.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 3067 members Entering Unmasked Estep Score: -162701.921875 Penalty: 738.021484 Iteration 33Q: 3 clusters Score -162701.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 3068 members Entering Unmasked Estep Score: -162702.562500 Penalty: 738.021484 Iteration 34Q: 3 clusters Score -162702.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 3069 members Entering Unmasked Estep Score: -162703.531250 Penalty: 738.021484 Iteration 35Q: 3 clusters Score -162703.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 3069 members Entering Unmasked Estep Score: -162704.187500 Penalty: 738.021484 Iteration 36Q: 3 clusters Score -162704.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 3069 members Entering Unmasked Estep Score: -162704.343750 Penalty: 738.021484 Iteration 37Q: 3 clusters Score -162704.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 3068 members Entering Unmasked Estep Score: -162704.437500 Penalty: 738.021484 Iteration 38Q: 3 clusters Score -162704.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 3068 members Entering Unmasked Estep Score: -162704.437500 Penalty: 738.021484 Iteration 39F: 3 clusters Score -162704.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (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: -437743.843750 Penalty: 405.932373 Iteration 0F: 2 clusters Score -437743.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3779 members Mstep: Class 2 contains 3713 members Entering Unmasked Estep Score: -432703.968750 Penalty: 811.864746 Iteration 0F: 3 clusters Score -432704 nChanged 3454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4009 members Mstep: Class 2 contains 3483 members Entering Unmasked Estep Score: -434821.375000 Penalty: 811.864746 Iteration 1F: 3 clusters Score -434821.4 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4135 members Mstep: Class 2 contains 3357 members Entering Unmasked Estep Score: -435098.437500 Penalty: 811.864746 Iteration 2F: 3 clusters Score -435098.4 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4264 members Mstep: Class 2 contains 3228 members Entering Unmasked Estep Score: -435402.843750 Penalty: 811.864746 Iteration 3F: 3 clusters Score -435402.8 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4396 members Mstep: Class 2 contains 3096 members Entering Unmasked Estep Score: -435746.937500 Penalty: 811.864746 Iteration 4F: 3 clusters Score -435746.9 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4516 members Mstep: Class 2 contains 2976 members Entering Unmasked Estep Score: -436100.500000 Penalty: 811.864746 Iteration 5F: 3 clusters Score -436100.5 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4610 members Mstep: Class 2 contains 2882 members Entering Unmasked Estep Score: -436293.656250 Penalty: 811.864746 Iteration 6Q: 3 clusters Score -436293.7 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4684 members Mstep: Class 2 contains 2808 members Entering Unmasked Estep Score: -436368.593750 Penalty: 811.864746 Iteration 7Q: 3 clusters Score -436368.6 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4752 members Mstep: Class 2 contains 2740 members Entering Unmasked Estep Score: -436418.531250 Penalty: 811.864746 Iteration 8Q: 3 clusters Score -436418.5 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4828 members Mstep: Class 2 contains 2664 members Entering Unmasked Estep Score: -436470.937500 Penalty: 811.864746 Iteration 9Q: 3 clusters Score -436470.9 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4916 members Mstep: Class 2 contains 2576 members Entering Unmasked Estep Score: -436515.218750 Penalty: 811.864746 Iteration 10Q: 3 clusters Score -436515.2 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5019 members Mstep: Class 2 contains 2473 members Entering Unmasked Estep Score: -436562.781250 Penalty: 811.864746 Iteration 11Q: 3 clusters Score -436562.8 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5124 members Mstep: Class 2 contains 2368 members Entering Unmasked Estep Score: -436613.781250 Penalty: 811.864746 Iteration 12Q: 3 clusters Score -436613.8 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5238 members Mstep: Class 2 contains 2254 members Entering Unmasked Estep Score: -436681.062500 Penalty: 811.864746 Iteration 13Q: 3 clusters Score -436681.1 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5375 members Mstep: Class 2 contains 2117 members Entering Unmasked Estep Score: -436781.375000 Penalty: 811.864746 Iteration 14Q: 3 clusters Score -436781.4 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5513 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -436882.937500 Penalty: 811.864746 Iteration 15Q: 3 clusters Score -436882.9 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5642 members Mstep: Class 2 contains 1850 members Entering Unmasked Estep Score: -436968.843750 Penalty: 811.864746 Iteration 16Q: 3 clusters Score -436968.8 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5740 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -437029.375000 Penalty: 811.864746 Iteration 17Q: 3 clusters Score -437029.4 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5816 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -437075.500000 Penalty: 811.864746 Iteration 18Q: 3 clusters Score -437075.5 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5878 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -437114.468750 Penalty: 811.864746 Iteration 19Q: 3 clusters Score -437114.5 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5926 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -437148.937500 Penalty: 811.864746 Iteration 20F: 3 clusters Score -437148.9 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5982 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -437181.281250 Penalty: 811.864746 Iteration 21Q: 3 clusters Score -437181.3 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6038 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -437215.187500 Penalty: 811.864746 Iteration 22Q: 3 clusters Score -437215.2 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6088 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -437242.375000 Penalty: 811.864746 Iteration 23Q: 3 clusters Score -437242.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6137 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -437268.812500 Penalty: 811.864746 Iteration 24Q: 3 clusters Score -437268.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6189 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -437291.312500 Penalty: 811.864746 Iteration 25Q: 3 clusters Score -437291.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6233 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -437307.593750 Penalty: 811.864746 Iteration 26Q: 3 clusters Score -437307.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6270 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -437322.875000 Penalty: 811.864746 Iteration 27Q: 3 clusters Score -437322.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6306 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -437334.750000 Penalty: 811.864746 Iteration 28Q: 3 clusters Score -437334.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6339 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -437344.187500 Penalty: 811.864746 Iteration 29Q: 3 clusters Score -437344.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6374 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -437355.781250 Penalty: 811.864746 Iteration 30Q: 3 clusters Score -437355.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6411 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -437363.312500 Penalty: 811.864746 Iteration 31Q: 3 clusters Score -437363.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6439 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -437370.312500 Penalty: 811.864746 Iteration 32Q: 3 clusters Score -437370.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6470 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -437377.906250 Penalty: 811.864746 Iteration 33Q: 3 clusters Score -437377.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6486 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -437381.312500 Penalty: 811.864746 Iteration 34Q: 3 clusters Score -437381.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6499 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -437386.093750 Penalty: 811.864746 Iteration 35Q: 3 clusters Score -437386.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6518 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -437390.531250 Penalty: 811.864746 Iteration 36Q: 3 clusters Score -437390.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6536 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -437393.437500 Penalty: 811.864746 Iteration 37Q: 3 clusters Score -437393.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6549 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -437396.031250 Penalty: 811.864746 Iteration 38Q: 3 clusters Score -437396 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6562 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -437399.343750 Penalty: 811.864746 Iteration 39Q: 3 clusters Score -437399.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6573 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -437401.562500 Penalty: 811.864746 Iteration 40F: 3 clusters Score -437401.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6584 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -437401.687500 Penalty: 811.864746 Iteration 41Q: 3 clusters Score -437401.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6594 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -437403.000000 Penalty: 811.864746 Iteration 42Q: 3 clusters Score -437403 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6605 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -437406.656250 Penalty: 811.864746 Iteration 43Q: 3 clusters Score -437406.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6619 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -437408.562500 Penalty: 811.864746 Iteration 44Q: 3 clusters Score -437408.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6629 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -437411.906250 Penalty: 811.864746 Iteration 45Q: 3 clusters Score -437411.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6642 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -437413.343750 Penalty: 811.864746 Iteration 46Q: 3 clusters Score -437413.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6649 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -437414.687500 Penalty: 811.864746 Iteration 47Q: 3 clusters Score -437414.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6656 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -437414.375000 Penalty: 811.864746 Iteration 48Q: 3 clusters Score -437414.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6658 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -437414.750000 Penalty: 811.864746 Iteration 49Q: 3 clusters Score -437414.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6660 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -437415.156250 Penalty: 811.864746 Iteration 50Q: 3 clusters Score -437415.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6662 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -437415.156250 Penalty: 811.864746 Iteration 51Q: 3 clusters Score -437415.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6664 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -437415.500000 Penalty: 811.864746 Iteration 52Q: 3 clusters Score -437415.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6668 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -437415.500000 Penalty: 811.864746 Iteration 53Q: 3 clusters Score -437415.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6670 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -437415.593750 Penalty: 811.864746 Iteration 54Q: 3 clusters Score -437415.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6671 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -437416.312500 Penalty: 811.864746 Iteration 55Q: 3 clusters Score -437416.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6673 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -437416.312500 Penalty: 811.864746 Iteration 56Q: 3 clusters Score -437416.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6675 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -437416.500000 Penalty: 811.864746 Iteration 57Q: 3 clusters Score -437416.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6675 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -437416.500000 Penalty: 811.864746 Iteration 58F: 3 clusters Score -437416.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (2748 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2748 members Entering Unmasked Estep Score: -164905.359375 Penalty: 360.297607 Iteration 0F: 2 clusters Score -164905.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -162990.468750 Penalty: 720.595215 Iteration 0F: 3 clusters Score -162990.5 nChanged 1148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -163615.656250 Penalty: 720.595215 Iteration 1F: 3 clusters Score -163615.7 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -163693.187500 Penalty: 720.595215 Iteration 2F: 3 clusters Score -163693.2 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -163754.406250 Penalty: 720.595215 Iteration 3F: 3 clusters Score -163754.4 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -163801.171875 Penalty: 720.595215 Iteration 4Q: 3 clusters Score -163801.2 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -163863.093750 Penalty: 720.595215 Iteration 5Q: 3 clusters Score -163863.1 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -163928.468750 Penalty: 720.595215 Iteration 6Q: 3 clusters Score -163928.5 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -163991.843750 Penalty: 720.595215 Iteration 7Q: 3 clusters Score -163991.8 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -164067.546875 Penalty: 720.595215 Iteration 8Q: 3 clusters Score -164067.5 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -164162.140625 Penalty: 720.595215 Iteration 9Q: 3 clusters Score -164162.1 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -164265.593750 Penalty: 720.595215 Iteration 10Q: 3 clusters Score -164265.6 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -164371.718750 Penalty: 720.595215 Iteration 11Q: 3 clusters Score -164371.7 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -164446.406250 Penalty: 720.595215 Iteration 12Q: 3 clusters Score -164446.4 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -164491.265625 Penalty: 720.595215 Iteration 13Q: 3 clusters Score -164491.3 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -164527.703125 Penalty: 720.595215 Iteration 14Q: 3 clusters Score -164527.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 1836 members Entering Unmasked Estep Score: -164556.468750 Penalty: 720.595215 Iteration 15Q: 3 clusters Score -164556.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -164576.140625 Penalty: 720.595215 Iteration 16Q: 3 clusters Score -164576.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -164589.156250 Penalty: 720.595215 Iteration 17Q: 3 clusters Score -164589.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 1896 members Entering Unmasked Estep Score: -164598.359375 Penalty: 720.595215 Iteration 18Q: 3 clusters Score -164598.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -164606.953125 Penalty: 720.595215 Iteration 19Q: 3 clusters Score -164607 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -164612.953125 Penalty: 720.595215 Iteration 20F: 3 clusters Score -164613 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 1931 members Entering Unmasked Estep Score: -164618.984375 Penalty: 720.595215 Iteration 21Q: 3 clusters Score -164619 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -164621.984375 Penalty: 720.595215 Iteration 22Q: 3 clusters Score -164622 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -164624.531250 Penalty: 720.595215 Iteration 23Q: 3 clusters Score -164624.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 1953 members Entering Unmasked Estep Score: -164625.984375 Penalty: 720.595215 Iteration 24Q: 3 clusters Score -164626 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 1959 members Entering Unmasked Estep Score: -164627.609375 Penalty: 720.595215 Iteration 25Q: 3 clusters Score -164627.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 1960 members Entering Unmasked Estep Score: -164629.171875 Penalty: 720.595215 Iteration 26Q: 3 clusters Score -164629.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -164629.640625 Penalty: 720.595215 Iteration 27Q: 3 clusters Score -164629.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -164629.625000 Penalty: 720.595215 Iteration 28Q: 3 clusters Score -164629.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -164629.843750 Penalty: 720.595215 Iteration 29Q: 3 clusters Score -164629.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -164630.046875 Penalty: 720.595215 Iteration 30Q: 3 clusters Score -164630 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -164630.046875 Penalty: 720.595215 Iteration 31F: 3 clusters Score -164630 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (867 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Entering Unmasked Estep Score: -41702.042969 Penalty: 307.809265 Iteration 0F: 2 clusters Score -41702.04 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -40984.070312 Penalty: 615.618530 Iteration 0F: 3 clusters Score -40984.07 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -41202.562500 Penalty: 615.618530 Iteration 1F: 3 clusters Score -41202.56 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -41262.843750 Penalty: 615.618530 Iteration 2F: 3 clusters Score -41262.84 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -41315.335938 Penalty: 615.618530 Iteration 3F: 3 clusters Score -41315.34 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -41359.250000 Penalty: 615.618530 Iteration 4F: 3 clusters Score -41359.25 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -41417.832031 Penalty: 615.618530 Iteration 5F: 3 clusters Score -41417.83 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -41460.285156 Penalty: 615.618530 Iteration 6F: 3 clusters Score -41460.29 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -41487.250000 Penalty: 615.618530 Iteration 7Q: 3 clusters Score -41487.25 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -41508.507812 Penalty: 615.618530 Iteration 8Q: 3 clusters Score -41508.51 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -41517.800781 Penalty: 615.618530 Iteration 9Q: 3 clusters Score -41517.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -41523.976562 Penalty: 615.618530 Iteration 10Q: 3 clusters Score -41523.98 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -41527.550781 Penalty: 615.618530 Iteration 11Q: 3 clusters Score -41527.55 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -41529.570312 Penalty: 615.618530 Iteration 12Q: 3 clusters Score -41529.57 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -41530.718750 Penalty: 615.618530 Iteration 13Q: 3 clusters Score -41530.72 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -41531.187500 Penalty: 615.618530 Iteration 14Q: 3 clusters Score -41531.19 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -41531.628906 Penalty: 615.618530 Iteration 15Q: 3 clusters Score -41531.63 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -41531.832031 Penalty: 615.618530 Iteration 16Q: 3 clusters Score -41531.83 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -41532.621094 Penalty: 615.618530 Iteration 17Q: 3 clusters Score -41532.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -41532.742188 Penalty: 615.618530 Iteration 18Q: 3 clusters Score -41532.74 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -41532.742188 Penalty: 615.618530 Iteration 19F: 3 clusters Score -41532.74 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (8288 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8288 members Entering Unmasked Estep Score: -433635.375000 Penalty: 410.526672 Iteration 0F: 2 clusters Score -433635.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4172 members Mstep: Class 2 contains 4116 members Entering Unmasked Estep Score: -428086.437500 Penalty: 821.053345 Iteration 0F: 3 clusters Score -428086.4 nChanged 3872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4534 members Mstep: Class 2 contains 3754 members Entering Unmasked Estep Score: -430682.281250 Penalty: 821.053345 Iteration 1F: 3 clusters Score -430682.3 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4696 members Mstep: Class 2 contains 3592 members Entering Unmasked Estep Score: -431121.468750 Penalty: 821.053345 Iteration 2F: 3 clusters Score -431121.5 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4867 members Mstep: Class 2 contains 3421 members Entering Unmasked Estep Score: -431585.656250 Penalty: 821.053345 Iteration 3F: 3 clusters Score -431585.7 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5088 members Mstep: Class 2 contains 3200 members Entering Unmasked Estep Score: -432090.843750 Penalty: 821.053345 Iteration 4F: 3 clusters Score -432090.8 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5302 members Mstep: Class 2 contains 2986 members Entering Unmasked Estep Score: -432547.750000 Penalty: 821.053345 Iteration 5F: 3 clusters Score -432547.8 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5407 members Mstep: Class 2 contains 2881 members Entering Unmasked Estep Score: -432791.218750 Penalty: 821.053345 Iteration 6Q: 3 clusters Score -432791.2 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5502 members Mstep: Class 2 contains 2786 members Entering Unmasked Estep Score: -432941.125000 Penalty: 821.053345 Iteration 7Q: 3 clusters Score -432941.1 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5586 members Mstep: Class 2 contains 2702 members Entering Unmasked Estep Score: -433026.718750 Penalty: 821.053345 Iteration 8Q: 3 clusters Score -433026.7 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5660 members Mstep: Class 2 contains 2628 members Entering Unmasked Estep Score: -433074.500000 Penalty: 821.053345 Iteration 9Q: 3 clusters Score -433074.5 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5743 members Mstep: Class 2 contains 2545 members Entering Unmasked Estep Score: -433114.718750 Penalty: 821.053345 Iteration 10Q: 3 clusters Score -433114.7 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5824 members Mstep: Class 2 contains 2464 members Entering Unmasked Estep Score: -433146.937500 Penalty: 821.053345 Iteration 11Q: 3 clusters Score -433146.9 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5891 members Mstep: Class 2 contains 2397 members Entering Unmasked Estep Score: -433174.250000 Penalty: 821.053345 Iteration 12Q: 3 clusters Score -433174.2 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5964 members Mstep: Class 2 contains 2324 members Entering Unmasked Estep Score: -433196.312500 Penalty: 821.053345 Iteration 13Q: 3 clusters Score -433196.3 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6034 members Mstep: Class 2 contains 2254 members Entering Unmasked Estep Score: -433209.406250 Penalty: 821.053345 Iteration 14Q: 3 clusters Score -433209.4 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6090 members Mstep: Class 2 contains 2198 members Entering Unmasked Estep Score: -433220.312500 Penalty: 821.053345 Iteration 15Q: 3 clusters Score -433220.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6141 members Mstep: Class 2 contains 2147 members Entering Unmasked Estep Score: -433231.656250 Penalty: 821.053345 Iteration 16Q: 3 clusters Score -433231.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6185 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -433238.375000 Penalty: 821.053345 Iteration 17Q: 3 clusters Score -433238.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6227 members Mstep: Class 2 contains 2061 members Entering Unmasked Estep Score: -433244.406250 Penalty: 821.053345 Iteration 18Q: 3 clusters Score -433244.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6254 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -433248.031250 Penalty: 821.053345 Iteration 19Q: 3 clusters Score -433248 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6286 members Mstep: Class 2 contains 2002 members Entering Unmasked Estep Score: -433252.187500 Penalty: 821.053345 Iteration 20F: 3 clusters Score -433252.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6314 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -433256.531250 Penalty: 821.053345 Iteration 21Q: 3 clusters Score -433256.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6347 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -433262.531250 Penalty: 821.053345 Iteration 22Q: 3 clusters Score -433262.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6383 members Mstep: Class 2 contains 1905 members Entering Unmasked Estep Score: -433268.843750 Penalty: 821.053345 Iteration 23Q: 3 clusters Score -433268.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6426 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -433281.875000 Penalty: 821.053345 Iteration 24Q: 3 clusters Score -433281.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6470 members Mstep: Class 2 contains 1818 members Entering Unmasked Estep Score: -433293.250000 Penalty: 821.053345 Iteration 25Q: 3 clusters Score -433293.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6510 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -433301.812500 Penalty: 821.053345 Iteration 26Q: 3 clusters Score -433301.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6563 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -433315.937500 Penalty: 821.053345 Iteration 27Q: 3 clusters Score -433315.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6619 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -433333.281250 Penalty: 821.053345 Iteration 28Q: 3 clusters Score -433333.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6667 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -433350.062500 Penalty: 821.053345 Iteration 29Q: 3 clusters Score -433350.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6712 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -433374.531250 Penalty: 821.053345 Iteration 30Q: 3 clusters Score -433374.5 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6765 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -433408.218750 Penalty: 821.053345 Iteration 31Q: 3 clusters Score -433408.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6819 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -433427.875000 Penalty: 821.053345 Iteration 32Q: 3 clusters Score -433427.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6872 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -433446.656250 Penalty: 821.053345 Iteration 33Q: 3 clusters Score -433446.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6920 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -433463.562500 Penalty: 821.053345 Iteration 34Q: 3 clusters Score -433463.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6953 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -433473.312500 Penalty: 821.053345 Iteration 35Q: 3 clusters Score -433473.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6982 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -433482.000000 Penalty: 821.053345 Iteration 36Q: 3 clusters Score -433482 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7016 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -433491.531250 Penalty: 821.053345 Iteration 37Q: 3 clusters Score -433491.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7051 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -433501.812500 Penalty: 821.053345 Iteration 38Q: 3 clusters Score -433501.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7078 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -433506.125000 Penalty: 821.053345 Iteration 39Q: 3 clusters Score -433506.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7101 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -433513.593750 Penalty: 821.053345 Iteration 40F: 3 clusters Score -433513.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7127 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -433519.531250 Penalty: 821.053345 Iteration 41Q: 3 clusters Score -433519.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7150 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -433523.656250 Penalty: 821.053345 Iteration 42Q: 3 clusters Score -433523.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7163 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -433527.093750 Penalty: 821.053345 Iteration 43Q: 3 clusters Score -433527.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7176 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -433527.937500 Penalty: 821.053345 Iteration 44Q: 3 clusters Score -433527.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7190 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -433529.531250 Penalty: 821.053345 Iteration 45Q: 3 clusters Score -433529.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7207 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -433535.562500 Penalty: 821.053345 Iteration 46Q: 3 clusters Score -433535.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7224 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -433539.343750 Penalty: 821.053345 Iteration 47Q: 3 clusters Score -433539.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7231 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -433541.343750 Penalty: 821.053345 Iteration 48Q: 3 clusters Score -433541.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7239 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -433544.593750 Penalty: 821.053345 Iteration 49Q: 3 clusters Score -433544.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7253 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -433548.562500 Penalty: 821.053345 Iteration 50Q: 3 clusters Score -433548.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7265 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -433551.843750 Penalty: 821.053345 Iteration 51Q: 3 clusters Score -433551.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7281 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -433554.625000 Penalty: 821.053345 Iteration 52Q: 3 clusters Score -433554.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7290 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -433555.968750 Penalty: 821.053345 Iteration 53Q: 3 clusters Score -433556 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7295 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -433556.843750 Penalty: 821.053345 Iteration 54Q: 3 clusters Score -433556.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7303 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -433557.218750 Penalty: 821.053345 Iteration 55Q: 3 clusters Score -433557.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7307 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -433558.093750 Penalty: 821.053345 Iteration 56Q: 3 clusters Score -433558.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7311 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -433558.437500 Penalty: 821.053345 Iteration 57Q: 3 clusters Score -433558.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7314 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -433558.781250 Penalty: 821.053345 Iteration 58Q: 3 clusters Score -433558.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7316 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -433559.656250 Penalty: 821.053345 Iteration 59Q: 3 clusters Score -433559.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7322 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -433560.062500 Penalty: 821.053345 Iteration 60F: 3 clusters Score -433560.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7327 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -433561.312500 Penalty: 821.053345 Iteration 61Q: 3 clusters Score -433561.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7333 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -433563.125000 Penalty: 821.053345 Iteration 62Q: 3 clusters Score -433563.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7337 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -433564.218750 Penalty: 821.053345 Iteration 63Q: 3 clusters Score -433564.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -433565.625000 Penalty: 821.053345 Iteration 64Q: 3 clusters Score -433565.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7349 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -433566.062500 Penalty: 821.053345 Iteration 65Q: 3 clusters Score -433566.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7348 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -433566.000000 Penalty: 821.053345 Iteration 66Q: 3 clusters Score -433566 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7348 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -433566.000000 Penalty: 821.053345 Iteration 67F: 3 clusters Score -433566 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (3800 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3800 members Entering Unmasked Estep Score: -176231.796875 Penalty: 375.045380 Iteration 0F: 2 clusters Score -176231.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -173650.234375 Penalty: 750.090759 Iteration 0F: 3 clusters Score -173650.2 nChanged 1666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -174864.296875 Penalty: 750.090759 Iteration 1F: 3 clusters Score -174864.3 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2173 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -175134.328125 Penalty: 750.090759 Iteration 2F: 3 clusters Score -175134.3 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2225 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -175349.359375 Penalty: 750.090759 Iteration 3F: 3 clusters Score -175349.4 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2300 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -175522.187500 Penalty: 750.090759 Iteration 4F: 3 clusters Score -175522.2 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2388 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -175685.453125 Penalty: 750.090759 Iteration 5F: 3 clusters Score -175685.5 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2455 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -175794.859375 Penalty: 750.090759 Iteration 6Q: 3 clusters Score -175794.9 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2506 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -175867.609375 Penalty: 750.090759 Iteration 7Q: 3 clusters Score -175867.6 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2550 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -175910.437500 Penalty: 750.090759 Iteration 8Q: 3 clusters Score -175910.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2584 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -175937.234375 Penalty: 750.090759 Iteration 9Q: 3 clusters Score -175937.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2601 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -175955.796875 Penalty: 750.090759 Iteration 10Q: 3 clusters Score -175955.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2617 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -175970.109375 Penalty: 750.090759 Iteration 11Q: 3 clusters Score -175970.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2628 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -175983.218750 Penalty: 750.090759 Iteration 12Q: 3 clusters Score -175983.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2641 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -175992.921875 Penalty: 750.090759 Iteration 13Q: 3 clusters Score -175992.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2648 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -175998.468750 Penalty: 750.090759 Iteration 14Q: 3 clusters Score -175998.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2662 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -176001.156250 Penalty: 750.090759 Iteration 15Q: 3 clusters Score -176001.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2673 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -176002.859375 Penalty: 750.090759 Iteration 16Q: 3 clusters Score -176002.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2683 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -176005.171875 Penalty: 750.090759 Iteration 17Q: 3 clusters Score -176005.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2694 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -176007.265625 Penalty: 750.090759 Iteration 18Q: 3 clusters Score -176007.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2703 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -176009.093750 Penalty: 750.090759 Iteration 19Q: 3 clusters Score -176009.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2711 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -176011.656250 Penalty: 750.090759 Iteration 20F: 3 clusters Score -176011.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2720 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -176013.906250 Penalty: 750.090759 Iteration 21Q: 3 clusters Score -176013.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2730 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -176016.375000 Penalty: 750.090759 Iteration 22Q: 3 clusters Score -176016.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2741 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -176018.250000 Penalty: 750.090759 Iteration 23Q: 3 clusters Score -176018.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2752 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -176019.984375 Penalty: 750.090759 Iteration 24Q: 3 clusters Score -176020 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2760 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -176021.625000 Penalty: 750.090759 Iteration 25Q: 3 clusters Score -176021.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2770 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -176023.625000 Penalty: 750.090759 Iteration 26Q: 3 clusters Score -176023.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2776 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -176024.750000 Penalty: 750.090759 Iteration 27Q: 3 clusters Score -176024.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2780 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -176025.687500 Penalty: 750.090759 Iteration 28Q: 3 clusters Score -176025.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2781 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -176026.500000 Penalty: 750.090759 Iteration 29Q: 3 clusters Score -176026.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2786 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -176027.687500 Penalty: 750.090759 Iteration 30Q: 3 clusters Score -176027.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2791 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -176028.968750 Penalty: 750.090759 Iteration 31Q: 3 clusters Score -176029 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2799 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -176031.296875 Penalty: 750.090759 Iteration 32Q: 3 clusters Score -176031.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2804 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -176033.562500 Penalty: 750.090759 Iteration 33Q: 3 clusters Score -176033.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2813 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -176035.968750 Penalty: 750.090759 Iteration 34Q: 3 clusters Score -176036 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2820 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -176037.296875 Penalty: 750.090759 Iteration 35Q: 3 clusters Score -176037.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2820 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -176038.218750 Penalty: 750.090759 Iteration 36Q: 3 clusters Score -176038.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2816 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -176040.640625 Penalty: 750.090759 Iteration 37Q: 3 clusters Score -176040.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2816 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -176043.953125 Penalty: 750.090759 Iteration 38Q: 3 clusters Score -176044 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2822 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -176048.171875 Penalty: 750.090759 Iteration 39Q: 3 clusters Score -176048.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2824 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -176049.828125 Penalty: 750.090759 Iteration 40F: 3 clusters Score -176049.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2826 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -176051.296875 Penalty: 750.090759 Iteration 41Q: 3 clusters Score -176051.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2831 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -176053.312500 Penalty: 750.090759 Iteration 42Q: 3 clusters Score -176053.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2839 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -176055.656250 Penalty: 750.090759 Iteration 43Q: 3 clusters Score -176055.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2848 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -176059.375000 Penalty: 750.090759 Iteration 44Q: 3 clusters Score -176059.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2854 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -176060.968750 Penalty: 750.090759 Iteration 45Q: 3 clusters Score -176061 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2860 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -176063.140625 Penalty: 750.090759 Iteration 46Q: 3 clusters Score -176063.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2867 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -176064.093750 Penalty: 750.090759 Iteration 47Q: 3 clusters Score -176064.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2871 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -176065.359375 Penalty: 750.090759 Iteration 48Q: 3 clusters Score -176065.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2873 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -176065.437500 Penalty: 750.090759 Iteration 49Q: 3 clusters Score -176065.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2876 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -176065.781250 Penalty: 750.090759 Iteration 50Q: 3 clusters Score -176065.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2879 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -176065.937500 Penalty: 750.090759 Iteration 51Q: 3 clusters Score -176065.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2883 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -176066.625000 Penalty: 750.090759 Iteration 52Q: 3 clusters Score -176066.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2885 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -176066.750000 Penalty: 750.090759 Iteration 53Q: 3 clusters Score -176066.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2887 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -176067.296875 Penalty: 750.090759 Iteration 54Q: 3 clusters Score -176067.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2887 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -176067.296875 Penalty: 750.090759 Iteration 55F: 3 clusters Score -176067.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (422 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Entering Unmasked Estep Score: -16629.111328 Penalty: 275.047729 Iteration 0F: 2 clusters Score -16629.11 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 212 members Entering Unmasked Estep Score: -16199.065430 Penalty: 550.095459 Iteration 0F: 3 clusters Score -16199.07 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -16323.627930 Penalty: 550.095459 Iteration 1F: 3 clusters Score -16323.63 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -16355.471680 Penalty: 550.095459 Iteration 2F: 3 clusters Score -16355.47 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -16373.649414 Penalty: 550.095459 Iteration 3Q: 3 clusters Score -16373.65 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -16383.407227 Penalty: 550.095459 Iteration 4Q: 3 clusters Score -16383.41 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -16389.494141 Penalty: 550.095459 Iteration 5Q: 3 clusters Score -16389.49 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -16392.917969 Penalty: 550.095459 Iteration 6Q: 3 clusters Score -16392.92 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -16395.882812 Penalty: 550.095459 Iteration 7Q: 3 clusters Score -16395.88 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -16399.824219 Penalty: 550.095459 Iteration 8Q: 3 clusters Score -16399.82 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -16400.353516 Penalty: 550.095459 Iteration 9Q: 3 clusters Score -16400.35 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -16400.925781 Penalty: 550.095459 Iteration 10Q: 3 clusters Score -16400.93 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -16402.148438 Penalty: 550.095459 Iteration 11Q: 3 clusters Score -16402.15 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -16412.191406 Penalty: 550.095459 Iteration 12Q: 3 clusters Score -16412.19 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -16412.191406 Penalty: 550.095459 Iteration 13F: 3 clusters Score -16412.19 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (15083 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15083 members Entering Unmasked Estep Score: -895112.375000 Penalty: 437.770233 Iteration 0F: 2 clusters Score -895112.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7545 members Mstep: Class 2 contains 7538 members Entering Unmasked Estep Score: -885051.750000 Penalty: 875.540466 Iteration 0F: 3 clusters Score -885051.8 nChanged 7055 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7646 members Mstep: Class 2 contains 7437 members Entering Unmasked Estep Score: -889251.875000 Penalty: 875.540466 Iteration 1F: 3 clusters Score -889251.9 nChanged 758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7610 members Mstep: Class 2 contains 7473 members Entering Unmasked Estep Score: -889594.250000 Penalty: 875.540466 Iteration 2F: 3 clusters Score -889594.2 nChanged 848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7540 members Mstep: Class 2 contains 7543 members Entering Unmasked Estep Score: -890076.375000 Penalty: 875.540466 Iteration 3F: 3 clusters Score -890076.4 nChanged 1003 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7421 members Mstep: Class 2 contains 7662 members Entering Unmasked Estep Score: -890860.937500 Penalty: 875.540466 Iteration 4F: 3 clusters Score -890860.9 nChanged 1099 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7206 members Mstep: Class 2 contains 7877 members Entering Unmasked Estep Score: -891834.937500 Penalty: 875.540466 Iteration 5F: 3 clusters Score -891834.9 nChanged 1112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6992 members Mstep: Class 2 contains 8091 members Entering Unmasked Estep Score: -892677.625000 Penalty: 875.540466 Iteration 6F: 3 clusters Score -892677.6 nChanged 810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6844 members Mstep: Class 2 contains 8239 members Entering Unmasked Estep Score: -893067.625000 Penalty: 875.540466 Iteration 7F: 3 clusters Score -893067.6 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6767 members Mstep: Class 2 contains 8316 members Entering Unmasked Estep Score: -893217.125000 Penalty: 875.540466 Iteration 8Q: 3 clusters Score -893217.1 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6704 members Mstep: Class 2 contains 8379 members Entering Unmasked Estep Score: -893278.125000 Penalty: 875.540466 Iteration 9Q: 3 clusters Score -893278.1 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6649 members Mstep: Class 2 contains 8434 members Entering Unmasked Estep Score: -893312.875000 Penalty: 875.540466 Iteration 10Q: 3 clusters Score -893312.9 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6607 members Mstep: Class 2 contains 8476 members Entering Unmasked Estep Score: -893340.562500 Penalty: 875.540466 Iteration 11Q: 3 clusters Score -893340.6 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6561 members Mstep: Class 2 contains 8522 members Entering Unmasked Estep Score: -893355.312500 Penalty: 875.540466 Iteration 12Q: 3 clusters Score -893355.3 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6523 members Mstep: Class 2 contains 8560 members Entering Unmasked Estep Score: -893361.875000 Penalty: 875.540466 Iteration 13Q: 3 clusters Score -893361.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6486 members Mstep: Class 2 contains 8597 members Entering Unmasked Estep Score: -893369.625000 Penalty: 875.540466 Iteration 14Q: 3 clusters Score -893369.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6449 members Mstep: Class 2 contains 8634 members Entering Unmasked Estep Score: -893375.187500 Penalty: 875.540466 Iteration 15Q: 3 clusters Score -893375.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6419 members Mstep: Class 2 contains 8664 members Entering Unmasked Estep Score: -893380.625000 Penalty: 875.540466 Iteration 16Q: 3 clusters Score -893380.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6386 members Mstep: Class 2 contains 8697 members Entering Unmasked Estep Score: -893381.812500 Penalty: 875.540466 Iteration 17Q: 3 clusters Score -893381.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6350 members Mstep: Class 2 contains 8733 members Entering Unmasked Estep Score: -893384.375000 Penalty: 875.540466 Iteration 18Q: 3 clusters Score -893384.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6311 members Mstep: Class 2 contains 8772 members Entering Unmasked Estep Score: -893386.062500 Penalty: 875.540466 Iteration 19Q: 3 clusters Score -893386.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6269 members Mstep: Class 2 contains 8814 members Entering Unmasked Estep Score: -893389.937500 Penalty: 875.540466 Iteration 20F: 3 clusters Score -893389.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6230 members Mstep: Class 2 contains 8853 members Entering Unmasked Estep Score: -893393.437500 Penalty: 875.540466 Iteration 21Q: 3 clusters Score -893393.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6195 members Mstep: Class 2 contains 8888 members Entering Unmasked Estep Score: -893398.312500 Penalty: 875.540466 Iteration 22Q: 3 clusters Score -893398.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6162 members Mstep: Class 2 contains 8921 members Entering Unmasked Estep Score: -893398.187500 Penalty: 875.540466 Iteration 23Q: 3 clusters Score -893398.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6124 members Mstep: Class 2 contains 8959 members Entering Unmasked Estep Score: -893398.062500 Penalty: 875.540466 Iteration 24Q: 3 clusters Score -893398.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6088 members Mstep: Class 2 contains 8995 members Entering Unmasked Estep Score: -893400.125000 Penalty: 875.540466 Iteration 25Q: 3 clusters Score -893400.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6049 members Mstep: Class 2 contains 9034 members Entering Unmasked Estep Score: -893402.250000 Penalty: 875.540466 Iteration 26Q: 3 clusters Score -893402.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6010 members Mstep: Class 2 contains 9073 members Entering Unmasked Estep Score: -893406.625000 Penalty: 875.540466 Iteration 27Q: 3 clusters Score -893406.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5964 members Mstep: Class 2 contains 9119 members Entering Unmasked Estep Score: -893411.937500 Penalty: 875.540466 Iteration 28Q: 3 clusters Score -893411.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5923 members Mstep: Class 2 contains 9160 members Entering Unmasked Estep Score: -893413.687500 Penalty: 875.540466 Iteration 29Q: 3 clusters Score -893413.7 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5871 members Mstep: Class 2 contains 9212 members Entering Unmasked Estep Score: -893420.875000 Penalty: 875.540466 Iteration 30Q: 3 clusters Score -893420.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5817 members Mstep: Class 2 contains 9266 members Entering Unmasked Estep Score: -893422.000000 Penalty: 875.540466 Iteration 31Q: 3 clusters Score -893422 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5775 members Mstep: Class 2 contains 9308 members Entering Unmasked Estep Score: -893428.687500 Penalty: 875.540466 Iteration 32Q: 3 clusters Score -893428.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5735 members Mstep: Class 2 contains 9348 members Entering Unmasked Estep Score: -893433.812500 Penalty: 875.540466 Iteration 33Q: 3 clusters Score -893433.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5694 members Mstep: Class 2 contains 9389 members Entering Unmasked Estep Score: -893435.375000 Penalty: 875.540466 Iteration 34Q: 3 clusters Score -893435.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5650 members Mstep: Class 2 contains 9433 members Entering Unmasked Estep Score: -893440.125000 Penalty: 875.540466 Iteration 35Q: 3 clusters Score -893440.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5601 members Mstep: Class 2 contains 9482 members Entering Unmasked Estep Score: -893443.250000 Penalty: 875.540466 Iteration 36Q: 3 clusters Score -893443.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5558 members Mstep: Class 2 contains 9525 members Entering Unmasked Estep Score: -893450.000000 Penalty: 875.540466 Iteration 37Q: 3 clusters Score -893450 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5512 members Mstep: Class 2 contains 9571 members Entering Unmasked Estep Score: -893452.687500 Penalty: 875.540466 Iteration 38Q: 3 clusters Score -893452.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5466 members Mstep: Class 2 contains 9617 members Entering Unmasked Estep Score: -893455.000000 Penalty: 875.540466 Iteration 39Q: 3 clusters Score -893455 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5417 members Mstep: Class 2 contains 9666 members Entering Unmasked Estep Score: -893459.500000 Penalty: 875.540466 Iteration 40F: 3 clusters Score -893459.5 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5359 members Mstep: Class 2 contains 9724 members Entering Unmasked Estep Score: -893462.500000 Penalty: 875.540466 Iteration 41Q: 3 clusters Score -893462.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5303 members Mstep: Class 2 contains 9780 members Entering Unmasked Estep Score: -893471.187500 Penalty: 875.540466 Iteration 42Q: 3 clusters Score -893471.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5246 members Mstep: Class 2 contains 9837 members Entering Unmasked Estep Score: -893473.875000 Penalty: 875.540466 Iteration 43Q: 3 clusters Score -893473.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5189 members Mstep: Class 2 contains 9894 members Entering Unmasked Estep Score: -893482.500000 Penalty: 875.540466 Iteration 44Q: 3 clusters Score -893482.5 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5129 members Mstep: Class 2 contains 9954 members Entering Unmasked Estep Score: -893487.062500 Penalty: 875.540466 Iteration 45Q: 3 clusters Score -893487.1 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5056 members Mstep: Class 2 contains 10027 members Entering Unmasked Estep Score: -893497.750000 Penalty: 875.540466 Iteration 46Q: 3 clusters Score -893497.8 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4967 members Mstep: Class 2 contains 10116 members Entering Unmasked Estep Score: -893509.937500 Penalty: 875.540466 Iteration 47Q: 3 clusters Score -893509.9 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4869 members Mstep: Class 2 contains 10214 members Entering Unmasked Estep Score: -893527.312500 Penalty: 875.540466 Iteration 48Q: 3 clusters Score -893527.3 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4759 members Mstep: Class 2 contains 10324 members Entering Unmasked Estep Score: -893548.000000 Penalty: 875.540466 Iteration 49Q: 3 clusters Score -893548 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4635 members Mstep: Class 2 contains 10448 members Entering Unmasked Estep Score: -893578.312500 Penalty: 875.540466 Iteration 50Q: 3 clusters Score -893578.3 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4505 members Mstep: Class 2 contains 10578 members Entering Unmasked Estep Score: -893607.625000 Penalty: 875.540466 Iteration 51Q: 3 clusters Score -893607.6 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4379 members Mstep: Class 2 contains 10704 members Entering Unmasked Estep Score: -893634.312500 Penalty: 875.540466 Iteration 52Q: 3 clusters Score -893634.3 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4248 members Mstep: Class 2 contains 10835 members Entering Unmasked Estep Score: -893664.062500 Penalty: 875.540466 Iteration 53Q: 3 clusters Score -893664.1 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4111 members Mstep: Class 2 contains 10972 members Entering Unmasked Estep Score: -893701.187500 Penalty: 875.540466 Iteration 54Q: 3 clusters Score -893701.2 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3966 members Mstep: Class 2 contains 11117 members Entering Unmasked Estep Score: -893738.125000 Penalty: 875.540466 Iteration 55Q: 3 clusters Score -893738.1 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3807 members Mstep: Class 2 contains 11276 members Entering Unmasked Estep Score: -893784.812500 Penalty: 875.540466 Iteration 56Q: 3 clusters Score -893784.8 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3637 members Mstep: Class 2 contains 11446 members Entering Unmasked Estep Score: -893844.500000 Penalty: 875.540466 Iteration 57Q: 3 clusters Score -893844.5 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3441 members Mstep: Class 2 contains 11642 members Entering Unmasked Estep Score: -893923.500000 Penalty: 875.540466 Iteration 58Q: 3 clusters Score -893923.5 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3235 members Mstep: Class 2 contains 11848 members Entering Unmasked Estep Score: -894021.937500 Penalty: 875.540466 Iteration 59Q: 3 clusters Score -894021.9 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3011 members Mstep: Class 2 contains 12072 members Entering Unmasked Estep Score: -894162.250000 Penalty: 875.540466 Iteration 60F: 3 clusters Score -894162.2 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2770 members Mstep: Class 2 contains 12313 members Entering Unmasked Estep Score: -894317.500000 Penalty: 875.540466 Iteration 61Q: 3 clusters Score -894317.5 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2579 members Mstep: Class 2 contains 12504 members Entering Unmasked Estep Score: -894414.937500 Penalty: 875.540466 Iteration 62Q: 3 clusters Score -894414.9 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2406 members Mstep: Class 2 contains 12677 members Entering Unmasked Estep Score: -894497.687500 Penalty: 875.540466 Iteration 63Q: 3 clusters Score -894497.7 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 12831 members Entering Unmasked Estep Score: -894574.937500 Penalty: 875.540466 Iteration 64Q: 3 clusters Score -894574.9 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2098 members Mstep: Class 2 contains 12985 members Entering Unmasked Estep Score: -894646.875000 Penalty: 875.540466 Iteration 65Q: 3 clusters Score -894646.9 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 13117 members Entering Unmasked Estep Score: -894703.812500 Penalty: 875.540466 Iteration 66Q: 3 clusters Score -894703.8 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 13221 members Entering Unmasked Estep Score: -894744.250000 Penalty: 875.540466 Iteration 67Q: 3 clusters Score -894744.2 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 13320 members Entering Unmasked Estep Score: -894785.687500 Penalty: 875.540466 Iteration 68Q: 3 clusters Score -894785.7 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 13409 members Entering Unmasked Estep Score: -894818.375000 Penalty: 875.540466 Iteration 69Q: 3 clusters Score -894818.4 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 13487 members Entering Unmasked Estep Score: -894845.562500 Penalty: 875.540466 Iteration 70Q: 3 clusters Score -894845.6 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 13562 members Entering Unmasked Estep Score: -894864.937500 Penalty: 875.540466 Iteration 71Q: 3 clusters Score -894864.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 13610 members Entering Unmasked Estep Score: -894878.250000 Penalty: 875.540466 Iteration 72Q: 3 clusters Score -894878.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 13651 members Entering Unmasked Estep Score: -894889.625000 Penalty: 875.540466 Iteration 73Q: 3 clusters Score -894889.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 13687 members Entering Unmasked Estep Score: -894894.125000 Penalty: 875.540466 Iteration 74Q: 3 clusters Score -894894.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 13720 members Entering Unmasked Estep Score: -894905.062500 Penalty: 875.540466 Iteration 75Q: 3 clusters Score -894905.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 13753 members Entering Unmasked Estep Score: -894909.937500 Penalty: 875.540466 Iteration 76Q: 3 clusters Score -894909.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 13785 members Entering Unmasked Estep Score: -894915.625000 Penalty: 875.540466 Iteration 77Q: 3 clusters Score -894915.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 13812 members Entering Unmasked Estep Score: -894920.500000 Penalty: 875.540466 Iteration 78Q: 3 clusters Score -894920.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 13830 members Entering Unmasked Estep Score: -894923.250000 Penalty: 875.540466 Iteration 79Q: 3 clusters Score -894923.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 13842 members Entering Unmasked Estep Score: -894924.750000 Penalty: 875.540466 Iteration 80F: 3 clusters Score -894924.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 13850 members Entering Unmasked Estep Score: -894924.875000 Penalty: 875.540466 Iteration 81Q: 3 clusters Score -894924.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 13856 members Entering Unmasked Estep Score: -894924.437500 Penalty: 875.540466 Iteration 82Q: 3 clusters Score -894924.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 13860 members Entering Unmasked Estep Score: -894924.625000 Penalty: 875.540466 Iteration 83Q: 3 clusters Score -894924.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 13865 members Entering Unmasked Estep Score: -894926.000000 Penalty: 875.540466 Iteration 84Q: 3 clusters Score -894926 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 13866 members Entering Unmasked Estep Score: -894925.687500 Penalty: 875.540466 Iteration 85Q: 3 clusters Score -894925.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 13866 members Entering Unmasked Estep Score: -894925.687500 Penalty: 875.540466 Iteration 86F: 3 clusters Score -894925.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (12768 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12768 members Entering Unmasked Estep Score: -739153.687500 Penalty: 430.188751 Iteration 0F: 2 clusters Score -739153.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6338 members Mstep: Class 2 contains 6430 members Entering Unmasked Estep Score: -730690.000000 Penalty: 860.377502 Iteration 0F: 3 clusters Score -730690 nChanged 5985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5693 members Mstep: Class 2 contains 7075 members Entering Unmasked Estep Score: -734533.250000 Penalty: 860.377502 Iteration 1F: 3 clusters Score -734533.2 nChanged 913 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5266 members Mstep: Class 2 contains 7502 members Entering Unmasked Estep Score: -735062.375000 Penalty: 860.377502 Iteration 2F: 3 clusters Score -735062.4 nChanged 844 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4780 members Mstep: Class 2 contains 7988 members Entering Unmasked Estep Score: -735570.687500 Penalty: 860.377502 Iteration 3F: 3 clusters Score -735570.7 nChanged 780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4294 members Mstep: Class 2 contains 8474 members Entering Unmasked Estep Score: -736043.562500 Penalty: 860.377502 Iteration 4F: 3 clusters Score -736043.6 nChanged 718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3774 members Mstep: Class 2 contains 8994 members Entering Unmasked Estep Score: -736541.750000 Penalty: 860.377502 Iteration 5F: 3 clusters Score -736541.8 nChanged 617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3279 members Mstep: Class 2 contains 9489 members Entering Unmasked Estep Score: -737010.937500 Penalty: 860.377502 Iteration 6Q: 3 clusters Score -737010.9 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2811 members Mstep: Class 2 contains 9957 members Entering Unmasked Estep Score: -737474.937500 Penalty: 860.377502 Iteration 7Q: 3 clusters Score -737474.9 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2449 members Mstep: Class 2 contains 10319 members Entering Unmasked Estep Score: -737787.750000 Penalty: 860.377502 Iteration 8Q: 3 clusters Score -737787.8 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2159 members Mstep: Class 2 contains 10609 members Entering Unmasked Estep Score: -738003.250000 Penalty: 860.377502 Iteration 9Q: 3 clusters Score -738003.2 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 10855 members Entering Unmasked Estep Score: -738152.187500 Penalty: 860.377502 Iteration 10Q: 3 clusters Score -738152.2 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 11054 members Entering Unmasked Estep Score: -738270.812500 Penalty: 860.377502 Iteration 11Q: 3 clusters Score -738270.8 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 11234 members Entering Unmasked Estep Score: -738372.750000 Penalty: 860.377502 Iteration 12Q: 3 clusters Score -738372.8 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 11375 members Entering Unmasked Estep Score: -738439.250000 Penalty: 860.377502 Iteration 13Q: 3 clusters Score -738439.2 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 11509 members Entering Unmasked Estep Score: -738508.125000 Penalty: 860.377502 Iteration 14Q: 3 clusters Score -738508.1 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 11617 members Entering Unmasked Estep Score: -738556.437500 Penalty: 860.377502 Iteration 15Q: 3 clusters Score -738556.4 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 11713 members Entering Unmasked Estep Score: -738591.562500 Penalty: 860.377502 Iteration 16Q: 3 clusters Score -738591.6 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 11796 members Entering Unmasked Estep Score: -738623.125000 Penalty: 860.377502 Iteration 17Q: 3 clusters Score -738623.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 11869 members Entering Unmasked Estep Score: -738652.812500 Penalty: 860.377502 Iteration 18Q: 3 clusters Score -738652.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 11940 members Entering Unmasked Estep Score: -738679.750000 Penalty: 860.377502 Iteration 19Q: 3 clusters Score -738679.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 11994 members Entering Unmasked Estep Score: -738702.250000 Penalty: 860.377502 Iteration 20F: 3 clusters Score -738702.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 12038 members Entering Unmasked Estep Score: -738719.250000 Penalty: 860.377502 Iteration 21Q: 3 clusters Score -738719.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 12077 members Entering Unmasked Estep Score: -738737.250000 Penalty: 860.377502 Iteration 22Q: 3 clusters Score -738737.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 12112 members Entering Unmasked Estep Score: -738763.250000 Penalty: 860.377502 Iteration 23Q: 3 clusters Score -738763.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 12149 members Entering Unmasked Estep Score: -738787.437500 Penalty: 860.377502 Iteration 24Q: 3 clusters Score -738787.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 12188 members Entering Unmasked Estep Score: -738803.125000 Penalty: 860.377502 Iteration 25Q: 3 clusters Score -738803.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 12210 members Entering Unmasked Estep Score: -738815.250000 Penalty: 860.377502 Iteration 26Q: 3 clusters Score -738815.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 12231 members Entering Unmasked Estep Score: -738830.812500 Penalty: 860.377502 Iteration 27Q: 3 clusters Score -738830.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 12251 members Entering Unmasked Estep Score: -738844.375000 Penalty: 860.377502 Iteration 28Q: 3 clusters Score -738844.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 12270 members Entering Unmasked Estep Score: -738855.000000 Penalty: 860.377502 Iteration 29Q: 3 clusters Score -738855 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 12288 members Entering Unmasked Estep Score: -738866.500000 Penalty: 860.377502 Iteration 30Q: 3 clusters Score -738866.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 12299 members Entering Unmasked Estep Score: -738878.250000 Penalty: 860.377502 Iteration 31Q: 3 clusters Score -738878.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 12310 members Entering Unmasked Estep Score: -738889.937500 Penalty: 860.377502 Iteration 32Q: 3 clusters Score -738889.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 12322 members Entering Unmasked Estep Score: -738900.937500 Penalty: 860.377502 Iteration 33Q: 3 clusters Score -738900.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 12336 members Entering Unmasked Estep Score: -738908.500000 Penalty: 860.377502 Iteration 34Q: 3 clusters Score -738908.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 12352 members Entering Unmasked Estep Score: -738917.750000 Penalty: 860.377502 Iteration 35Q: 3 clusters Score -738917.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 12366 members Entering Unmasked Estep Score: -738924.312500 Penalty: 860.377502 Iteration 36Q: 3 clusters Score -738924.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 12372 members Entering Unmasked Estep Score: -738926.625000 Penalty: 860.377502 Iteration 37Q: 3 clusters Score -738926.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 12374 members Entering Unmasked Estep Score: -738928.000000 Penalty: 860.377502 Iteration 38Q: 3 clusters Score -738928 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 12379 members Entering Unmasked Estep Score: -738929.687500 Penalty: 860.377502 Iteration 39Q: 3 clusters Score -738929.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 12380 members Entering Unmasked Estep Score: -738930.562500 Penalty: 860.377502 Iteration 40F: 3 clusters Score -738930.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 12381 members Entering Unmasked Estep Score: -738930.062500 Penalty: 860.377502 Iteration 41Q: 3 clusters Score -738930.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 12381 members Entering Unmasked Estep Score: -738930.062500 Penalty: 860.377502 Iteration 42F: 3 clusters Score -738930.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (6240 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6240 members Entering Unmasked Estep Score: -339143.500000 Penalty: 397.612457 Iteration 0F: 2 clusters Score -339143.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3141 members Mstep: Class 2 contains 3099 members Entering Unmasked Estep Score: -334969.687500 Penalty: 795.224915 Iteration 0F: 3 clusters Score -334969.7 nChanged 2861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3398 members Mstep: Class 2 contains 2842 members Entering Unmasked Estep Score: -336685.531250 Penalty: 795.224915 Iteration 1F: 3 clusters Score -336685.5 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3498 members Mstep: Class 2 contains 2742 members Entering Unmasked Estep Score: -336854.187500 Penalty: 795.224915 Iteration 2F: 3 clusters Score -336854.2 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3616 members Mstep: Class 2 contains 2624 members Entering Unmasked Estep Score: -337007.593750 Penalty: 795.224915 Iteration 3F: 3 clusters Score -337007.6 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3777 members Mstep: Class 2 contains 2463 members Entering Unmasked Estep Score: -337161.000000 Penalty: 795.224915 Iteration 4Q: 3 clusters Score -337161 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3988 members Mstep: Class 2 contains 2252 members Entering Unmasked Estep Score: -337324.031250 Penalty: 795.224915 Iteration 5Q: 3 clusters Score -337324 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4247 members Mstep: Class 2 contains 1993 members Entering Unmasked Estep Score: -337532.750000 Penalty: 795.224915 Iteration 6Q: 3 clusters Score -337532.8 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4510 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -337760.343750 Penalty: 795.224915 Iteration 7Q: 3 clusters Score -337760.3 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4754 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -337975.437500 Penalty: 795.224915 Iteration 8Q: 3 clusters Score -337975.4 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4942 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -338132.812500 Penalty: 795.224915 Iteration 9Q: 3 clusters Score -338132.8 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5096 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -338252.625000 Penalty: 795.224915 Iteration 10Q: 3 clusters Score -338252.6 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5229 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -338343.406250 Penalty: 795.224915 Iteration 11Q: 3 clusters Score -338343.4 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5330 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -338398.781250 Penalty: 795.224915 Iteration 12Q: 3 clusters Score -338398.8 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5409 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -338437.093750 Penalty: 795.224915 Iteration 13Q: 3 clusters Score -338437.1 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5485 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -338474.875000 Penalty: 795.224915 Iteration 14Q: 3 clusters Score -338474.9 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5561 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -338513.375000 Penalty: 795.224915 Iteration 15Q: 3 clusters Score -338513.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5626 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -338552.937500 Penalty: 795.224915 Iteration 16Q: 3 clusters Score -338552.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5687 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -338596.156250 Penalty: 795.224915 Iteration 17Q: 3 clusters Score -338596.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5743 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -338633.000000 Penalty: 795.224915 Iteration 18Q: 3 clusters Score -338633 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5787 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -338654.812500 Penalty: 795.224915 Iteration 19Q: 3 clusters Score -338654.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5817 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -338665.437500 Penalty: 795.224915 Iteration 20F: 3 clusters Score -338665.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5842 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -338678.656250 Penalty: 795.224915 Iteration 21Q: 3 clusters Score -338678.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5861 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -338689.812500 Penalty: 795.224915 Iteration 22Q: 3 clusters Score -338689.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5885 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -338710.281250 Penalty: 795.224915 Iteration 23Q: 3 clusters Score -338710.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5903 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -338719.843750 Penalty: 795.224915 Iteration 24Q: 3 clusters Score -338719.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5920 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -338732.531250 Penalty: 795.224915 Iteration 25Q: 3 clusters Score -338732.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5939 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -338743.218750 Penalty: 795.224915 Iteration 26Q: 3 clusters Score -338743.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5955 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -338755.250000 Penalty: 795.224915 Iteration 27Q: 3 clusters Score -338755.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5970 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -338765.968750 Penalty: 795.224915 Iteration 28Q: 3 clusters Score -338766 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5981 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -338773.562500 Penalty: 795.224915 Iteration 29Q: 3 clusters Score -338773.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5989 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -338776.781250 Penalty: 795.224915 Iteration 30Q: 3 clusters Score -338776.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5998 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -338782.781250 Penalty: 795.224915 Iteration 31Q: 3 clusters Score -338782.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6006 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -338788.843750 Penalty: 795.224915 Iteration 32Q: 3 clusters Score -338788.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6018 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -338795.781250 Penalty: 795.224915 Iteration 33Q: 3 clusters Score -338795.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6025 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -338798.312500 Penalty: 795.224915 Iteration 34Q: 3 clusters Score -338798.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6027 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -338799.250000 Penalty: 795.224915 Iteration 35Q: 3 clusters Score -338799.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6031 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -338801.406250 Penalty: 795.224915 Iteration 36Q: 3 clusters Score -338801.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6037 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -338805.343750 Penalty: 795.224915 Iteration 37Q: 3 clusters Score -338805.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6044 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -338807.781250 Penalty: 795.224915 Iteration 38Q: 3 clusters Score -338807.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6047 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -338808.625000 Penalty: 795.224915 Iteration 39Q: 3 clusters Score -338808.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6048 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -338808.437500 Penalty: 795.224915 Iteration 40F: 3 clusters Score -338808.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (141 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Entering Unmasked Estep Score: -3361.221191 Penalty: 225.168579 Iteration 0F: 2 clusters Score -3361.221 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -3159.464111 Penalty: 450.337158 Iteration 0F: 3 clusters Score -3159.464 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -3237.800293 Penalty: 450.337158 Iteration 1F: 3 clusters Score -3237.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -3270.338135 Penalty: 450.337158 Iteration 2F: 3 clusters Score -3270.338 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -3282.607910 Penalty: 450.337158 Iteration 3Q: 3 clusters Score -3282.608 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -3283.211914 Penalty: 450.337158 Iteration 4Q: 3 clusters Score -3283.212 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -3284.237793 Penalty: 450.337158 Iteration 5Q: 3 clusters Score -3284.238 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -3291.118896 Penalty: 450.337158 Iteration 6Q: 3 clusters Score -3291.119 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -3291.118896 Penalty: 450.337158 Iteration 7F: 3 clusters Score -3291.119 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (19751 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19751 members Entering Unmasked Estep Score: -1188486.125000 Penalty: 450.038666 Iteration 0F: 2 clusters Score -1188486 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10085 members Mstep: Class 2 contains 9666 members Entering Unmasked Estep Score: -1175464.500000 Penalty: 900.077332 Iteration 0F: 3 clusters Score -1175464 nChanged 9321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12990 members Mstep: Class 2 contains 6761 members Entering Unmasked Estep Score: -1181794.250000 Penalty: 900.077332 Iteration 1F: 3 clusters Score -1181794 nChanged 1691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14545 members Mstep: Class 2 contains 5206 members Entering Unmasked Estep Score: -1183091.500000 Penalty: 900.077332 Iteration 2F: 3 clusters Score -1183092 nChanged 1756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16193 members Mstep: Class 2 contains 3558 members Entering Unmasked Estep Score: -1184604.875000 Penalty: 900.077332 Iteration 3F: 3 clusters Score -1184605 nChanged 1483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17642 members Mstep: Class 2 contains 2109 members Entering Unmasked Estep Score: -1186060.125000 Penalty: 900.077332 Iteration 4F: 3 clusters Score -1186060 nChanged 1071 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18707 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -1187140.500000 Penalty: 900.077332 Iteration 5F: 3 clusters Score -1187140 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19235 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -1187673.250000 Penalty: 900.077332 Iteration 6Q: 3 clusters Score -1187673 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19467 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -1187885.625000 Penalty: 900.077332 Iteration 7Q: 3 clusters Score -1187886 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19574 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -1188006.375000 Penalty: 900.077332 Iteration 8Q: 3 clusters Score -1188006 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19612 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -1188066.250000 Penalty: 900.077332 Iteration 9Q: 3 clusters Score -1188066 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19622 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -1188092.875000 Penalty: 900.077332 Iteration 10Q: 3 clusters Score -1188093 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19630 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -1188103.375000 Penalty: 900.077332 Iteration 11Q: 3 clusters Score -1188103 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19632 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -1188106.250000 Penalty: 900.077332 Iteration 12Q: 3 clusters Score -1188106 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19632 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -1188110.875000 Penalty: 900.077332 Iteration 13Q: 3 clusters Score -1188111 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19629 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -1188114.375000 Penalty: 900.077332 Iteration 14Q: 3 clusters Score -1188114 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19633 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -1188120.875000 Penalty: 900.077332 Iteration 15Q: 3 clusters Score -1188121 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19630 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -1188129.500000 Penalty: 900.077332 Iteration 16Q: 3 clusters Score -1188130 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19628 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -1188136.375000 Penalty: 900.077332 Iteration 17Q: 3 clusters Score -1188136 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19622 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -1188145.375000 Penalty: 900.077332 Iteration 18Q: 3 clusters Score -1188145 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19622 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -1188151.000000 Penalty: 900.077332 Iteration 19Q: 3 clusters Score -1188151 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19626 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -1188156.125000 Penalty: 900.077332 Iteration 20F: 3 clusters Score -1188156 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19626 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -1188160.875000 Penalty: 900.077332 Iteration 21Q: 3 clusters Score -1188161 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19623 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -1188162.875000 Penalty: 900.077332 Iteration 22Q: 3 clusters Score -1188163 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19624 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -1188163.250000 Penalty: 900.077332 Iteration 23Q: 3 clusters Score -1188163 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19621 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -1188165.125000 Penalty: 900.077332 Iteration 24Q: 3 clusters Score -1188165 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19621 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -1188166.000000 Penalty: 900.077332 Iteration 25Q: 3 clusters Score -1188166 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19621 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -1188166.000000 Penalty: 900.077332 Iteration 26F: 3 clusters Score -1188166 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (688 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Entering Unmasked Estep Score: -25797.664062 Penalty: 297.287384 Iteration 0F: 2 clusters Score -25797.66 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -25191.123047 Penalty: 594.574768 Iteration 0F: 3 clusters Score -25191.12 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -25388.708984 Penalty: 594.574768 Iteration 1F: 3 clusters Score -25388.71 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -25439.759766 Penalty: 594.574768 Iteration 2F: 3 clusters Score -25439.76 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -25483.685547 Penalty: 594.574768 Iteration 3F: 3 clusters Score -25483.69 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -25503.660156 Penalty: 594.574768 Iteration 4F: 3 clusters Score -25503.66 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -25515.191406 Penalty: 594.574768 Iteration 5Q: 3 clusters Score -25515.19 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -25532.542969 Penalty: 594.574768 Iteration 6Q: 3 clusters Score -25532.54 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -25549.283203 Penalty: 594.574768 Iteration 7Q: 3 clusters Score -25549.28 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -25567.041016 Penalty: 594.574768 Iteration 8Q: 3 clusters Score -25567.04 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -25588.392578 Penalty: 594.574768 Iteration 9Q: 3 clusters Score -25588.39 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -25601.437500 Penalty: 594.574768 Iteration 10Q: 3 clusters Score -25601.44 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -25608.968750 Penalty: 594.574768 Iteration 11Q: 3 clusters Score -25608.97 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -25618.718750 Penalty: 594.574768 Iteration 12Q: 3 clusters Score -25618.72 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -25622.287109 Penalty: 594.574768 Iteration 13Q: 3 clusters Score -25622.29 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -25630.986328 Penalty: 594.574768 Iteration 14Q: 3 clusters Score -25630.99 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -25636.722656 Penalty: 594.574768 Iteration 15Q: 3 clusters Score -25636.72 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -25636.849609 Penalty: 594.574768 Iteration 16Q: 3 clusters Score -25636.85 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -25636.849609 Penalty: 594.574768 Iteration 17F: 3 clusters Score -25636.85 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (1517 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Entering Unmasked Estep Score: -82520.515625 Penalty: 333.264313 Iteration 0F: 2 clusters Score -82520.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -81390.890625 Penalty: 666.528625 Iteration 0F: 3 clusters Score -81390.89 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -81820.992188 Penalty: 666.528625 Iteration 1F: 3 clusters Score -81820.99 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -81936.726562 Penalty: 666.528625 Iteration 2F: 3 clusters Score -81936.73 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -82012.000000 Penalty: 666.528625 Iteration 3F: 3 clusters Score -82012 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -82056.218750 Penalty: 666.528625 Iteration 4F: 3 clusters Score -82056.22 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -82077.734375 Penalty: 666.528625 Iteration 5Q: 3 clusters Score -82077.73 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -82091.929688 Penalty: 666.528625 Iteration 6Q: 3 clusters Score -82091.93 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -82102.335938 Penalty: 666.528625 Iteration 7Q: 3 clusters Score -82102.34 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -82113.218750 Penalty: 666.528625 Iteration 8Q: 3 clusters Score -82113.22 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -82121.281250 Penalty: 666.528625 Iteration 9Q: 3 clusters Score -82121.28 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -82127.437500 Penalty: 666.528625 Iteration 10Q: 3 clusters Score -82127.44 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -82132.781250 Penalty: 666.528625 Iteration 11Q: 3 clusters Score -82132.78 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -82136.062500 Penalty: 666.528625 Iteration 12Q: 3 clusters Score -82136.06 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -82140.109375 Penalty: 666.528625 Iteration 13Q: 3 clusters Score -82140.11 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -82145.406250 Penalty: 666.528625 Iteration 14Q: 3 clusters Score -82145.41 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -82148.734375 Penalty: 666.528625 Iteration 15Q: 3 clusters Score -82148.73 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -82152.703125 Penalty: 666.528625 Iteration 16Q: 3 clusters Score -82152.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -82155.273438 Penalty: 666.528625 Iteration 17Q: 3 clusters Score -82155.27 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -82158.460938 Penalty: 666.528625 Iteration 18Q: 3 clusters Score -82158.46 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -82160.281250 Penalty: 666.528625 Iteration 19Q: 3 clusters Score -82160.28 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -82160.773438 Penalty: 666.528625 Iteration 20F: 3 clusters Score -82160.77 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (10197 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10197 members Entering Unmasked Estep Score: -626070.562500 Penalty: 419.958130 Iteration 0F: 2 clusters Score -626070.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5113 members Mstep: Class 2 contains 5084 members Entering Unmasked Estep Score: -619265.687500 Penalty: 839.916260 Iteration 0F: 3 clusters Score -619265.7 nChanged 4747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5176 members Mstep: Class 2 contains 5021 members Entering Unmasked Estep Score: -621917.687500 Penalty: 839.916260 Iteration 1F: 3 clusters Score -621917.7 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5187 members Mstep: Class 2 contains 5010 members Entering Unmasked Estep Score: -622114.375000 Penalty: 839.916260 Iteration 2Q: 3 clusters Score -622114.4 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5202 members Mstep: Class 2 contains 4995 members Entering Unmasked Estep Score: -622333.062500 Penalty: 839.916260 Iteration 3Q: 3 clusters Score -622333.1 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5228 members Mstep: Class 2 contains 4969 members Entering Unmasked Estep Score: -622559.687500 Penalty: 839.916260 Iteration 4Q: 3 clusters Score -622559.7 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5252 members Mstep: Class 2 contains 4945 members Entering Unmasked Estep Score: -622834.687500 Penalty: 839.916260 Iteration 5Q: 3 clusters Score -622834.7 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5284 members Mstep: Class 2 contains 4913 members Entering Unmasked Estep Score: -623133.937500 Penalty: 839.916260 Iteration 6Q: 3 clusters Score -623133.9 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5305 members Mstep: Class 2 contains 4892 members Entering Unmasked Estep Score: -623463.250000 Penalty: 839.916260 Iteration 7F: 3 clusters Score -623463.2 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5303 members Mstep: Class 2 contains 4894 members Entering Unmasked Estep Score: -623718.937500 Penalty: 839.916260 Iteration 8Q: 3 clusters Score -623718.9 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5269 members Mstep: Class 2 contains 4928 members Entering Unmasked Estep Score: -623842.625000 Penalty: 839.916260 Iteration 9Q: 3 clusters Score -623842.6 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5252 members Mstep: Class 2 contains 4945 members Entering Unmasked Estep Score: -623890.812500 Penalty: 839.916260 Iteration 10Q: 3 clusters Score -623890.8 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5234 members Mstep: Class 2 contains 4963 members Entering Unmasked Estep Score: -623915.500000 Penalty: 839.916260 Iteration 11Q: 3 clusters Score -623915.5 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5219 members Mstep: Class 2 contains 4978 members Entering Unmasked Estep Score: -623928.875000 Penalty: 839.916260 Iteration 12Q: 3 clusters Score -623928.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5212 members Mstep: Class 2 contains 4985 members Entering Unmasked Estep Score: -623936.562500 Penalty: 839.916260 Iteration 13Q: 3 clusters Score -623936.6 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5207 members Mstep: Class 2 contains 4990 members Entering Unmasked Estep Score: -623944.750000 Penalty: 839.916260 Iteration 14Q: 3 clusters Score -623944.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5200 members Mstep: Class 2 contains 4997 members Entering Unmasked Estep Score: -623947.562500 Penalty: 839.916260 Iteration 15Q: 3 clusters Score -623947.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5185 members Mstep: Class 2 contains 5012 members Entering Unmasked Estep Score: -623958.187500 Penalty: 839.916260 Iteration 16Q: 3 clusters Score -623958.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5175 members Mstep: Class 2 contains 5022 members Entering Unmasked Estep Score: -623963.625000 Penalty: 839.916260 Iteration 17Q: 3 clusters Score -623963.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5169 members Mstep: Class 2 contains 5028 members Entering Unmasked Estep Score: -623969.875000 Penalty: 839.916260 Iteration 18Q: 3 clusters Score -623969.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5161 members Mstep: Class 2 contains 5036 members Entering Unmasked Estep Score: -623978.562500 Penalty: 839.916260 Iteration 19Q: 3 clusters Score -623978.6 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5157 members Mstep: Class 2 contains 5040 members Entering Unmasked Estep Score: -623987.125000 Penalty: 839.916260 Iteration 20F: 3 clusters Score -623987.1 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5155 members Mstep: Class 2 contains 5042 members Entering Unmasked Estep Score: -623996.312500 Penalty: 839.916260 Iteration 21Q: 3 clusters Score -623996.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5160 members Mstep: Class 2 contains 5037 members Entering Unmasked Estep Score: -624002.750000 Penalty: 839.916260 Iteration 22Q: 3 clusters Score -624002.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5156 members Mstep: Class 2 contains 5041 members Entering Unmasked Estep Score: -624010.187500 Penalty: 839.916260 Iteration 23Q: 3 clusters Score -624010.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5151 members Mstep: Class 2 contains 5046 members Entering Unmasked Estep Score: -624018.625000 Penalty: 839.916260 Iteration 24Q: 3 clusters Score -624018.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5149 members Mstep: Class 2 contains 5048 members Entering Unmasked Estep Score: -624030.625000 Penalty: 839.916260 Iteration 25Q: 3 clusters Score -624030.6 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5158 members Mstep: Class 2 contains 5039 members Entering Unmasked Estep Score: -624046.562500 Penalty: 839.916260 Iteration 26Q: 3 clusters Score -624046.6 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5171 members Mstep: Class 2 contains 5026 members Entering Unmasked Estep Score: -624059.812500 Penalty: 839.916260 Iteration 27Q: 3 clusters Score -624059.8 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5178 members Mstep: Class 2 contains 5019 members Entering Unmasked Estep Score: -624075.375000 Penalty: 839.916260 Iteration 28Q: 3 clusters Score -624075.4 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5174 members Mstep: Class 2 contains 5023 members Entering Unmasked Estep Score: -624087.562500 Penalty: 839.916260 Iteration 29Q: 3 clusters Score -624087.6 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5171 members Mstep: Class 2 contains 5026 members Entering Unmasked Estep Score: -624101.937500 Penalty: 839.916260 Iteration 30Q: 3 clusters Score -624101.9 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5177 members Mstep: Class 2 contains 5020 members Entering Unmasked Estep Score: -624121.312500 Penalty: 839.916260 Iteration 31Q: 3 clusters Score -624121.3 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5192 members Mstep: Class 2 contains 5005 members Entering Unmasked Estep Score: -624135.812500 Penalty: 839.916260 Iteration 32Q: 3 clusters Score -624135.8 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5193 members Mstep: Class 2 contains 5004 members Entering Unmasked Estep Score: -624148.187500 Penalty: 839.916260 Iteration 33Q: 3 clusters Score -624148.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5195 members Mstep: Class 2 contains 5002 members Entering Unmasked Estep Score: -624158.562500 Penalty: 839.916260 Iteration 34Q: 3 clusters Score -624158.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5202 members Mstep: Class 2 contains 4995 members Entering Unmasked Estep Score: -624168.812500 Penalty: 839.916260 Iteration 35Q: 3 clusters Score -624168.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5197 members Mstep: Class 2 contains 5000 members Entering Unmasked Estep Score: -624181.250000 Penalty: 839.916260 Iteration 36Q: 3 clusters Score -624181.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5197 members Mstep: Class 2 contains 5000 members Entering Unmasked Estep Score: -624191.312500 Penalty: 839.916260 Iteration 37Q: 3 clusters Score -624191.3 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5197 members Mstep: Class 2 contains 5000 members Entering Unmasked Estep Score: -624209.375000 Penalty: 839.916260 Iteration 38Q: 3 clusters Score -624209.4 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5198 members Mstep: Class 2 contains 4999 members Entering Unmasked Estep Score: -624229.312500 Penalty: 839.916260 Iteration 39Q: 3 clusters Score -624229.3 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5219 members Mstep: Class 2 contains 4978 members Entering Unmasked Estep Score: -624252.250000 Penalty: 839.916260 Iteration 40F: 3 clusters Score -624252.2 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5223 members Mstep: Class 2 contains 4974 members Entering Unmasked Estep Score: -624281.937500 Penalty: 839.916260 Iteration 41Q: 3 clusters Score -624281.9 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5227 members Mstep: Class 2 contains 4970 members Entering Unmasked Estep Score: -624312.812500 Penalty: 839.916260 Iteration 42Q: 3 clusters Score -624312.8 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5232 members Mstep: Class 2 contains 4965 members Entering Unmasked Estep Score: -624342.250000 Penalty: 839.916260 Iteration 43Q: 3 clusters Score -624342.2 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5236 members Mstep: Class 2 contains 4961 members Entering Unmasked Estep Score: -624367.500000 Penalty: 839.916260 Iteration 44Q: 3 clusters Score -624367.5 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5260 members Mstep: Class 2 contains 4937 members Entering Unmasked Estep Score: -624395.250000 Penalty: 839.916260 Iteration 45Q: 3 clusters Score -624395.2 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5292 members Mstep: Class 2 contains 4905 members Entering Unmasked Estep Score: -624424.125000 Penalty: 839.916260 Iteration 46Q: 3 clusters Score -624424.1 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5337 members Mstep: Class 2 contains 4860 members Entering Unmasked Estep Score: -624456.000000 Penalty: 839.916260 Iteration 47Q: 3 clusters Score -624456 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5381 members Mstep: Class 2 contains 4816 members Entering Unmasked Estep Score: -624491.687500 Penalty: 839.916260 Iteration 48Q: 3 clusters Score -624491.7 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5405 members Mstep: Class 2 contains 4792 members Entering Unmasked Estep Score: -624529.687500 Penalty: 839.916260 Iteration 49Q: 3 clusters Score -624529.7 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5439 members Mstep: Class 2 contains 4758 members Entering Unmasked Estep Score: -624578.625000 Penalty: 839.916260 Iteration 50Q: 3 clusters Score -624578.6 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5459 members Mstep: Class 2 contains 4738 members Entering Unmasked Estep Score: -624620.312500 Penalty: 839.916260 Iteration 51Q: 3 clusters Score -624620.3 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5493 members Mstep: Class 2 contains 4704 members Entering Unmasked Estep Score: -624656.187500 Penalty: 839.916260 Iteration 52Q: 3 clusters Score -624656.2 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5514 members Mstep: Class 2 contains 4683 members Entering Unmasked Estep Score: -624691.937500 Penalty: 839.916260 Iteration 53Q: 3 clusters Score -624691.9 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5548 members Mstep: Class 2 contains 4649 members Entering Unmasked Estep Score: -624732.187500 Penalty: 839.916260 Iteration 54Q: 3 clusters Score -624732.2 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5598 members Mstep: Class 2 contains 4599 members Entering Unmasked Estep Score: -624771.812500 Penalty: 839.916260 Iteration 55Q: 3 clusters Score -624771.8 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5639 members Mstep: Class 2 contains 4558 members Entering Unmasked Estep Score: -624807.062500 Penalty: 839.916260 Iteration 56Q: 3 clusters Score -624807.1 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5678 members Mstep: Class 2 contains 4519 members Entering Unmasked Estep Score: -624838.125000 Penalty: 839.916260 Iteration 57Q: 3 clusters Score -624838.1 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5710 members Mstep: Class 2 contains 4487 members Entering Unmasked Estep Score: -624863.625000 Penalty: 839.916260 Iteration 58Q: 3 clusters Score -624863.6 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5741 members Mstep: Class 2 contains 4456 members Entering Unmasked Estep Score: -624890.562500 Penalty: 839.916260 Iteration 59Q: 3 clusters Score -624890.6 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5757 members Mstep: Class 2 contains 4440 members Entering Unmasked Estep Score: -624912.500000 Penalty: 839.916260 Iteration 60F: 3 clusters Score -624912.5 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5769 members Mstep: Class 2 contains 4428 members Entering Unmasked Estep Score: -624927.750000 Penalty: 839.916260 Iteration 61Q: 3 clusters Score -624927.8 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5773 members Mstep: Class 2 contains 4424 members Entering Unmasked Estep Score: -624938.125000 Penalty: 839.916260 Iteration 62Q: 3 clusters Score -624938.1 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5770 members Mstep: Class 2 contains 4427 members Entering Unmasked Estep Score: -624949.000000 Penalty: 839.916260 Iteration 63Q: 3 clusters Score -624949 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5772 members Mstep: Class 2 contains 4425 members Entering Unmasked Estep Score: -624957.000000 Penalty: 839.916260 Iteration 64Q: 3 clusters Score -624957 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5775 members Mstep: Class 2 contains 4422 members Entering Unmasked Estep Score: -624962.812500 Penalty: 839.916260 Iteration 65Q: 3 clusters Score -624962.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5783 members Mstep: Class 2 contains 4414 members Entering Unmasked Estep Score: -624966.562500 Penalty: 839.916260 Iteration 66Q: 3 clusters Score -624966.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5790 members Mstep: Class 2 contains 4407 members Entering Unmasked Estep Score: -624971.000000 Penalty: 839.916260 Iteration 67Q: 3 clusters Score -624971 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5799 members Mstep: Class 2 contains 4398 members Entering Unmasked Estep Score: -624974.500000 Penalty: 839.916260 Iteration 68Q: 3 clusters Score -624974.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5804 members Mstep: Class 2 contains 4393 members Entering Unmasked Estep Score: -624977.875000 Penalty: 839.916260 Iteration 69Q: 3 clusters Score -624977.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5807 members Mstep: Class 2 contains 4390 members Entering Unmasked Estep Score: -624977.312500 Penalty: 839.916260 Iteration 70Q: 3 clusters Score -624977.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5806 members Mstep: Class 2 contains 4391 members Entering Unmasked Estep Score: -624978.812500 Penalty: 839.916260 Iteration 71Q: 3 clusters Score -624978.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5809 members Mstep: Class 2 contains 4388 members Entering Unmasked Estep Score: -624979.375000 Penalty: 839.916260 Iteration 72Q: 3 clusters Score -624979.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5814 members Mstep: Class 2 contains 4383 members Entering Unmasked Estep Score: -624980.875000 Penalty: 839.916260 Iteration 73Q: 3 clusters Score -624980.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5815 members Mstep: Class 2 contains 4382 members Entering Unmasked Estep Score: -624980.500000 Penalty: 839.916260 Iteration 74Q: 3 clusters Score -624980.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5814 members Mstep: Class 2 contains 4383 members Entering Unmasked Estep Score: -624981.750000 Penalty: 839.916260 Iteration 75Q: 3 clusters Score -624981.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5816 members Mstep: Class 2 contains 4381 members Entering Unmasked Estep Score: -624981.812500 Penalty: 839.916260 Iteration 76Q: 3 clusters Score -624981.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5817 members Mstep: Class 2 contains 4380 members Entering Unmasked Estep Score: -624982.750000 Penalty: 839.916260 Iteration 77Q: 3 clusters Score -624982.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5820 members Mstep: Class 2 contains 4377 members Entering Unmasked Estep Score: -624982.937500 Penalty: 839.916260 Iteration 78Q: 3 clusters Score -624982.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5824 members Mstep: Class 2 contains 4373 members Entering Unmasked Estep Score: -624982.812500 Penalty: 839.916260 Iteration 79Q: 3 clusters Score -624982.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5831 members Mstep: Class 2 contains 4366 members Entering Unmasked Estep Score: -624986.375000 Penalty: 839.916260 Iteration 80F: 3 clusters Score -624986.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5839 members Mstep: Class 2 contains 4358 members Entering Unmasked Estep Score: -624985.750000 Penalty: 839.916260 Iteration 81Q: 3 clusters Score -624985.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5847 members Mstep: Class 2 contains 4350 members Entering Unmasked Estep Score: -624985.500000 Penalty: 839.916260 Iteration 82Q: 3 clusters Score -624985.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5856 members Mstep: Class 2 contains 4341 members Entering Unmasked Estep Score: -624987.937500 Penalty: 839.916260 Iteration 83Q: 3 clusters Score -624987.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5868 members Mstep: Class 2 contains 4329 members Entering Unmasked Estep Score: -624988.625000 Penalty: 839.916260 Iteration 84Q: 3 clusters Score -624988.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5884 members Mstep: Class 2 contains 4313 members Entering Unmasked Estep Score: -624990.062500 Penalty: 839.916260 Iteration 85Q: 3 clusters Score -624990.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5901 members Mstep: Class 2 contains 4296 members Entering Unmasked Estep Score: -624991.687500 Penalty: 839.916260 Iteration 86Q: 3 clusters Score -624991.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5912 members Mstep: Class 2 contains 4285 members Entering Unmasked Estep Score: -624993.500000 Penalty: 839.916260 Iteration 87Q: 3 clusters Score -624993.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5920 members Mstep: Class 2 contains 4277 members Entering Unmasked Estep Score: -624993.750000 Penalty: 839.916260 Iteration 88Q: 3 clusters Score -624993.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5923 members Mstep: Class 2 contains 4274 members Entering Unmasked Estep Score: -624994.125000 Penalty: 839.916260 Iteration 89Q: 3 clusters Score -624994.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5930 members Mstep: Class 2 contains 4267 members Entering Unmasked Estep Score: -624994.875000 Penalty: 839.916260 Iteration 90Q: 3 clusters Score -624994.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5937 members Mstep: Class 2 contains 4260 members Entering Unmasked Estep Score: -624994.562500 Penalty: 839.916260 Iteration 91Q: 3 clusters Score -624994.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5941 members Mstep: Class 2 contains 4256 members Entering Unmasked Estep Score: -624996.062500 Penalty: 839.916260 Iteration 92Q: 3 clusters Score -624996.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5947 members Mstep: Class 2 contains 4250 members Entering Unmasked Estep Score: -624994.750000 Penalty: 839.916260 Iteration 93Q: 3 clusters Score -624994.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5953 members Mstep: Class 2 contains 4244 members Entering Unmasked Estep Score: -624995.375000 Penalty: 839.916260 Iteration 94Q: 3 clusters Score -624995.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5957 members Mstep: Class 2 contains 4240 members Entering Unmasked Estep Score: -624995.375000 Penalty: 839.916260 Iteration 95Q: 3 clusters Score -624995.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5960 members Mstep: Class 2 contains 4237 members Entering Unmasked Estep Score: -624996.187500 Penalty: 839.916260 Iteration 96Q: 3 clusters Score -624996.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5966 members Mstep: Class 2 contains 4231 members Entering Unmasked Estep Score: -624996.937500 Penalty: 839.916260 Iteration 97Q: 3 clusters Score -624996.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5976 members Mstep: Class 2 contains 4221 members Entering Unmasked Estep Score: -624996.812500 Penalty: 839.916260 Iteration 98Q: 3 clusters Score -624996.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5985 members Mstep: Class 2 contains 4212 members Entering Unmasked Estep Score: -624996.812500 Penalty: 839.916260 Iteration 99Q: 3 clusters Score -624996.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5991 members Mstep: Class 2 contains 4206 members Entering Unmasked Estep Score: -624998.125000 Penalty: 839.916260 Iteration 100F: 3 clusters Score -624998.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5999 members Mstep: Class 2 contains 4198 members Entering Unmasked Estep Score: -624999.312500 Penalty: 839.916260 Iteration 101Q: 3 clusters Score -624999.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6007 members Mstep: Class 2 contains 4190 members Entering Unmasked Estep Score: -624999.437500 Penalty: 839.916260 Iteration 102Q: 3 clusters Score -624999.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6016 members Mstep: Class 2 contains 4181 members Entering Unmasked Estep Score: -625000.750000 Penalty: 839.916260 Iteration 103Q: 3 clusters Score -625000.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6028 members Mstep: Class 2 contains 4169 members Entering Unmasked Estep Score: -625001.187500 Penalty: 839.916260 Iteration 104Q: 3 clusters Score -625001.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6041 members Mstep: Class 2 contains 4156 members Entering Unmasked Estep Score: -625004.125000 Penalty: 839.916260 Iteration 105Q: 3 clusters Score -625004.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6062 members Mstep: Class 2 contains 4135 members Entering Unmasked Estep Score: -625005.312500 Penalty: 839.916260 Iteration 106Q: 3 clusters Score -625005.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6086 members Mstep: Class 2 contains 4111 members Entering Unmasked Estep Score: -625008.375000 Penalty: 839.916260 Iteration 107Q: 3 clusters Score -625008.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6111 members Mstep: Class 2 contains 4086 members Entering Unmasked Estep Score: -625011.437500 Penalty: 839.916260 Iteration 108Q: 3 clusters Score -625011.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6127 members Mstep: Class 2 contains 4070 members Entering Unmasked Estep Score: -625012.250000 Penalty: 839.916260 Iteration 109Q: 3 clusters Score -625012.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6138 members Mstep: Class 2 contains 4059 members Entering Unmasked Estep Score: -625012.562500 Penalty: 839.916260 Iteration 110Q: 3 clusters Score -625012.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6148 members Mstep: Class 2 contains 4049 members Entering Unmasked Estep Score: -625014.375000 Penalty: 839.916260 Iteration 111Q: 3 clusters Score -625014.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6160 members Mstep: Class 2 contains 4037 members Entering Unmasked Estep Score: -625012.812500 Penalty: 839.916260 Iteration 112Q: 3 clusters Score -625012.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6171 members Mstep: Class 2 contains 4026 members Entering Unmasked Estep Score: -625014.812500 Penalty: 839.916260 Iteration 113Q: 3 clusters Score -625014.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6183 members Mstep: Class 2 contains 4014 members Entering Unmasked Estep Score: -625016.750000 Penalty: 839.916260 Iteration 114Q: 3 clusters Score -625016.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6191 members Mstep: Class 2 contains 4006 members Entering Unmasked Estep Score: -625016.437500 Penalty: 839.916260 Iteration 115Q: 3 clusters Score -625016.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6202 members Mstep: Class 2 contains 3995 members Entering Unmasked Estep Score: -625015.875000 Penalty: 839.916260 Iteration 116Q: 3 clusters Score -625015.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6210 members Mstep: Class 2 contains 3987 members Entering Unmasked Estep Score: -625016.812500 Penalty: 839.916260 Iteration 117Q: 3 clusters Score -625016.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6219 members Mstep: Class 2 contains 3978 members Entering Unmasked Estep Score: -625017.000000 Penalty: 839.916260 Iteration 118Q: 3 clusters Score -625017 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6226 members Mstep: Class 2 contains 3971 members Entering Unmasked Estep Score: -625017.062500 Penalty: 839.916260 Iteration 119Q: 3 clusters Score -625017.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6236 members Mstep: Class 2 contains 3961 members Entering Unmasked Estep Score: -625020.000000 Penalty: 839.916260 Iteration 120F: 3 clusters Score -625020 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6247 members Mstep: Class 2 contains 3950 members Entering Unmasked Estep Score: -625020.125000 Penalty: 839.916260 Iteration 121Q: 3 clusters Score -625020.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6259 members Mstep: Class 2 contains 3938 members Entering Unmasked Estep Score: -625019.375000 Penalty: 839.916260 Iteration 122Q: 3 clusters Score -625019.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6271 members Mstep: Class 2 contains 3926 members Entering Unmasked Estep Score: -625019.062500 Penalty: 839.916260 Iteration 123Q: 3 clusters Score -625019.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6283 members Mstep: Class 2 contains 3914 members Entering Unmasked Estep Score: -625020.812500 Penalty: 839.916260 Iteration 124Q: 3 clusters Score -625020.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6296 members Mstep: Class 2 contains 3901 members Entering Unmasked Estep Score: -625022.250000 Penalty: 839.916260 Iteration 125Q: 3 clusters Score -625022.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6300 members Mstep: Class 2 contains 3897 members Entering Unmasked Estep Score: -625020.750000 Penalty: 839.916260 Iteration 126Q: 3 clusters Score -625020.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6303 members Mstep: Class 2 contains 3894 members Entering Unmasked Estep Score: -625020.750000 Penalty: 839.916260 Iteration 127Q: 3 clusters Score -625020.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6306 members Mstep: Class 2 contains 3891 members Entering Unmasked Estep Score: -625019.750000 Penalty: 839.916260 Iteration 128Q: 3 clusters Score -625019.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6312 members Mstep: Class 2 contains 3885 members Entering Unmasked Estep Score: -625021.812500 Penalty: 839.916260 Iteration 129Q: 3 clusters Score -625021.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6315 members Mstep: Class 2 contains 3882 members Entering Unmasked Estep Score: -625021.437500 Penalty: 839.916260 Iteration 130Q: 3 clusters Score -625021.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6315 members Mstep: Class 2 contains 3882 members Entering Unmasked Estep Score: -625021.437500 Penalty: 839.916260 Iteration 131F: 3 clusters Score -625021.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (1448 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Entering Unmasked Estep Score: -78991.156250 Penalty: 331.146210 Iteration 0F: 2 clusters Score -78991.16 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -77939.406250 Penalty: 662.292419 Iteration 0F: 3 clusters Score -77939.41 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -78345.179688 Penalty: 662.292419 Iteration 1F: 3 clusters Score -78345.18 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -78410.023438 Penalty: 662.292419 Iteration 2F: 3 clusters Score -78410.02 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -78445.867188 Penalty: 662.292419 Iteration 3Q: 3 clusters Score -78445.87 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -78460.625000 Penalty: 662.292419 Iteration 4Q: 3 clusters Score -78460.62 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -78468.406250 Penalty: 662.292419 Iteration 5Q: 3 clusters Score -78468.41 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -78477.062500 Penalty: 662.292419 Iteration 6Q: 3 clusters Score -78477.06 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -78489.554688 Penalty: 662.292419 Iteration 7Q: 3 clusters Score -78489.55 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -78502.578125 Penalty: 662.292419 Iteration 8Q: 3 clusters Score -78502.58 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -78509.937500 Penalty: 662.292419 Iteration 9Q: 3 clusters Score -78509.94 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -78515.445312 Penalty: 662.292419 Iteration 10Q: 3 clusters Score -78515.45 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -78522.937500 Penalty: 662.292419 Iteration 11Q: 3 clusters Score -78522.94 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -78527.414062 Penalty: 662.292419 Iteration 12Q: 3 clusters Score -78527.41 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -78531.445312 Penalty: 662.292419 Iteration 13Q: 3 clusters Score -78531.45 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -78533.453125 Penalty: 662.292419 Iteration 14Q: 3 clusters Score -78533.45 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -78534.257812 Penalty: 662.292419 Iteration 15Q: 3 clusters Score -78534.26 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -78535.304688 Penalty: 662.292419 Iteration 16Q: 3 clusters Score -78535.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -78536.656250 Penalty: 662.292419 Iteration 17Q: 3 clusters Score -78536.66 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -78538.554688 Penalty: 662.292419 Iteration 18Q: 3 clusters Score -78538.55 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -78539.835938 Penalty: 662.292419 Iteration 19Q: 3 clusters Score -78539.84 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -78544.226562 Penalty: 662.292419 Iteration 20F: 3 clusters Score -78544.23 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -78546.281250 Penalty: 662.292419 Iteration 21Q: 3 clusters Score -78546.28 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -78548.812500 Penalty: 662.292419 Iteration 22Q: 3 clusters Score -78548.81 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -78549.445312 Penalty: 662.292419 Iteration 23Q: 3 clusters Score -78549.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -78549.687500 Penalty: 662.292419 Iteration 24Q: 3 clusters Score -78549.69 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -78550.039062 Penalty: 662.292419 Iteration 25Q: 3 clusters Score -78550.04 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -78550.429688 Penalty: 662.292419 Iteration 26Q: 3 clusters Score -78550.43 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -78550.617188 Penalty: 662.292419 Iteration 27Q: 3 clusters Score -78550.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -78550.718750 Penalty: 662.292419 Iteration 28Q: 3 clusters Score -78550.72 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -78550.960938 Penalty: 662.292419 Iteration 29Q: 3 clusters Score -78550.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -78550.968750 Penalty: 662.292419 Iteration 30Q: 3 clusters Score -78550.97 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -78551.093750 Penalty: 662.292419 Iteration 31Q: 3 clusters Score -78551.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -78551.078125 Penalty: 662.292419 Iteration 32Q: 3 clusters Score -78551.08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -78551.078125 Penalty: 662.292419 Iteration 33F: 3 clusters Score -78551.08 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (5296 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5296 members Entering Unmasked Estep Score: -292976.750000 Penalty: 390.149170 Iteration 0F: 2 clusters Score -292976.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2728 members Mstep: Class 2 contains 2568 members Entering Unmasked Estep Score: -289506.125000 Penalty: 780.298340 Iteration 0F: 3 clusters Score -289506.1 nChanged 2398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2996 members Mstep: Class 2 contains 2300 members Entering Unmasked Estep Score: -291073.281250 Penalty: 780.298340 Iteration 1F: 3 clusters Score -291073.3 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3128 members Mstep: Class 2 contains 2168 members Entering Unmasked Estep Score: -291338.093750 Penalty: 780.298340 Iteration 2F: 3 clusters Score -291338.1 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3289 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -291559.218750 Penalty: 780.298340 Iteration 3F: 3 clusters Score -291559.2 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3479 members Mstep: Class 2 contains 1817 members Entering Unmasked Estep Score: -291762.218750 Penalty: 780.298340 Iteration 4F: 3 clusters Score -291762.2 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3669 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -291922.625000 Penalty: 780.298340 Iteration 5F: 3 clusters Score -291922.6 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3883 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -292098.468750 Penalty: 780.298340 Iteration 6Q: 3 clusters Score -292098.5 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4121 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -292285.500000 Penalty: 780.298340 Iteration 7Q: 3 clusters Score -292285.5 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4316 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -292446.093750 Penalty: 780.298340 Iteration 8Q: 3 clusters Score -292446.1 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4459 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -292542.031250 Penalty: 780.298340 Iteration 9Q: 3 clusters Score -292542 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4549 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -292594.625000 Penalty: 780.298340 Iteration 10Q: 3 clusters Score -292594.6 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4615 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -292625.343750 Penalty: 780.298340 Iteration 11Q: 3 clusters Score -292625.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4649 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -292638.343750 Penalty: 780.298340 Iteration 12Q: 3 clusters Score -292638.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4671 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -292647.062500 Penalty: 780.298340 Iteration 13Q: 3 clusters Score -292647.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4684 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -292651.843750 Penalty: 780.298340 Iteration 14Q: 3 clusters Score -292651.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4689 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -292654.500000 Penalty: 780.298340 Iteration 15Q: 3 clusters Score -292654.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4696 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -292657.156250 Penalty: 780.298340 Iteration 16Q: 3 clusters Score -292657.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4695 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -292659.656250 Penalty: 780.298340 Iteration 17Q: 3 clusters Score -292659.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4697 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -292661.531250 Penalty: 780.298340 Iteration 18Q: 3 clusters Score -292661.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4700 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -292661.375000 Penalty: 780.298340 Iteration 19Q: 3 clusters Score -292661.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4700 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -292661.375000 Penalty: 780.298340 Iteration 20F: 3 clusters Score -292661.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (6572 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6572 members Entering Unmasked Estep Score: -392450.968750 Penalty: 399.971069 Iteration 0F: 2 clusters Score -392451 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3290 members Mstep: Class 2 contains 3282 members Entering Unmasked Estep Score: -388063.531250 Penalty: 799.942139 Iteration 0F: 3 clusters Score -388063.5 nChanged 2997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3445 members Mstep: Class 2 contains 3127 members Entering Unmasked Estep Score: -390012.625000 Penalty: 799.942139 Iteration 1F: 3 clusters Score -390012.6 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3600 members Mstep: Class 2 contains 2972 members Entering Unmasked Estep Score: -390344.687500 Penalty: 799.942139 Iteration 2F: 3 clusters Score -390344.7 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3778 members Mstep: Class 2 contains 2794 members Entering Unmasked Estep Score: -390630.031250 Penalty: 799.942139 Iteration 3F: 3 clusters Score -390630 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3911 members Mstep: Class 2 contains 2661 members Entering Unmasked Estep Score: -390879.968750 Penalty: 799.942139 Iteration 4F: 3 clusters Score -390880 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4012 members Mstep: Class 2 contains 2560 members Entering Unmasked Estep Score: -391081.750000 Penalty: 799.942139 Iteration 5F: 3 clusters Score -391081.8 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4077 members Mstep: Class 2 contains 2495 members Entering Unmasked Estep Score: -391207.468750 Penalty: 799.942139 Iteration 6Q: 3 clusters Score -391207.5 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4120 members Mstep: Class 2 contains 2452 members Entering Unmasked Estep Score: -391311.906250 Penalty: 799.942139 Iteration 7Q: 3 clusters Score -391311.9 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4149 members Mstep: Class 2 contains 2423 members Entering Unmasked Estep Score: -391372.343750 Penalty: 799.942139 Iteration 8Q: 3 clusters Score -391372.3 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4168 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -391407.781250 Penalty: 799.942139 Iteration 9Q: 3 clusters Score -391407.8 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4189 members Mstep: Class 2 contains 2383 members Entering Unmasked Estep Score: -391432.093750 Penalty: 799.942139 Iteration 10Q: 3 clusters Score -391432.1 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4206 members Mstep: Class 2 contains 2366 members Entering Unmasked Estep Score: -391448.531250 Penalty: 799.942139 Iteration 11Q: 3 clusters Score -391448.5 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4212 members Mstep: Class 2 contains 2360 members Entering Unmasked Estep Score: -391457.843750 Penalty: 799.942139 Iteration 12Q: 3 clusters Score -391457.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4217 members Mstep: Class 2 contains 2355 members Entering Unmasked Estep Score: -391468.437500 Penalty: 799.942139 Iteration 13Q: 3 clusters Score -391468.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4217 members Mstep: Class 2 contains 2355 members Entering Unmasked Estep Score: -391477.375000 Penalty: 799.942139 Iteration 14Q: 3 clusters Score -391477.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4218 members Mstep: Class 2 contains 2354 members Entering Unmasked Estep Score: -391487.156250 Penalty: 799.942139 Iteration 15Q: 3 clusters Score -391487.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4234 members Mstep: Class 2 contains 2338 members Entering Unmasked Estep Score: -391494.500000 Penalty: 799.942139 Iteration 16Q: 3 clusters Score -391494.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4261 members Mstep: Class 2 contains 2311 members Entering Unmasked Estep Score: -391501.093750 Penalty: 799.942139 Iteration 17Q: 3 clusters Score -391501.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4286 members Mstep: Class 2 contains 2286 members Entering Unmasked Estep Score: -391506.531250 Penalty: 799.942139 Iteration 18Q: 3 clusters Score -391506.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4311 members Mstep: Class 2 contains 2261 members Entering Unmasked Estep Score: -391511.218750 Penalty: 799.942139 Iteration 19Q: 3 clusters Score -391511.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4342 members Mstep: Class 2 contains 2230 members Entering Unmasked Estep Score: -391521.187500 Penalty: 799.942139 Iteration 20F: 3 clusters Score -391521.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4378 members Mstep: Class 2 contains 2194 members Entering Unmasked Estep Score: -391530.531250 Penalty: 799.942139 Iteration 21Q: 3 clusters Score -391530.5 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4414 members Mstep: Class 2 contains 2158 members Entering Unmasked Estep Score: -391544.656250 Penalty: 799.942139 Iteration 22Q: 3 clusters Score -391544.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4458 members Mstep: Class 2 contains 2114 members Entering Unmasked Estep Score: -391566.375000 Penalty: 799.942139 Iteration 23Q: 3 clusters Score -391566.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4501 members Mstep: Class 2 contains 2071 members Entering Unmasked Estep Score: -391585.562500 Penalty: 799.942139 Iteration 24Q: 3 clusters Score -391585.6 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4537 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -391608.562500 Penalty: 799.942139 Iteration 25Q: 3 clusters Score -391608.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4584 members Mstep: Class 2 contains 1988 members Entering Unmasked Estep Score: -391641.656250 Penalty: 799.942139 Iteration 26Q: 3 clusters Score -391641.7 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4629 members Mstep: Class 2 contains 1943 members Entering Unmasked Estep Score: -391679.406250 Penalty: 799.942139 Iteration 27Q: 3 clusters Score -391679.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4678 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -391709.375000 Penalty: 799.942139 Iteration 28Q: 3 clusters Score -391709.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4716 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -391730.281250 Penalty: 799.942139 Iteration 29Q: 3 clusters Score -391730.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4747 members Mstep: Class 2 contains 1825 members Entering Unmasked Estep Score: -391740.062500 Penalty: 799.942139 Iteration 30Q: 3 clusters Score -391740.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4770 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -391744.187500 Penalty: 799.942139 Iteration 31Q: 3 clusters Score -391744.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4788 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -391748.625000 Penalty: 799.942139 Iteration 32Q: 3 clusters Score -391748.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4808 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -391751.562500 Penalty: 799.942139 Iteration 33Q: 3 clusters Score -391751.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4823 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -391754.437500 Penalty: 799.942139 Iteration 34Q: 3 clusters Score -391754.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4838 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -391755.937500 Penalty: 799.942139 Iteration 35Q: 3 clusters Score -391755.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4861 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -391760.875000 Penalty: 799.942139 Iteration 36Q: 3 clusters Score -391760.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4881 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -391765.531250 Penalty: 799.942139 Iteration 37Q: 3 clusters Score -391765.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4907 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -391768.812500 Penalty: 799.942139 Iteration 38Q: 3 clusters Score -391768.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4927 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -391770.906250 Penalty: 799.942139 Iteration 39Q: 3 clusters Score -391770.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4953 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -391774.906250 Penalty: 799.942139 Iteration 40F: 3 clusters Score -391774.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4977 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -391777.906250 Penalty: 799.942139 Iteration 41Q: 3 clusters Score -391777.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5006 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -391781.687500 Penalty: 799.942139 Iteration 42Q: 3 clusters Score -391781.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5027 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -391786.062500 Penalty: 799.942139 Iteration 43Q: 3 clusters Score -391786.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5047 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -391790.406250 Penalty: 799.942139 Iteration 44Q: 3 clusters Score -391790.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5067 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -391793.937500 Penalty: 799.942139 Iteration 45Q: 3 clusters Score -391793.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5091 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -391799.875000 Penalty: 799.942139 Iteration 46Q: 3 clusters Score -391799.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5118 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -391804.406250 Penalty: 799.942139 Iteration 47Q: 3 clusters Score -391804.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5146 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -391811.562500 Penalty: 799.942139 Iteration 48Q: 3 clusters Score -391811.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5184 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -391820.843750 Penalty: 799.942139 Iteration 49Q: 3 clusters Score -391820.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5221 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -391829.718750 Penalty: 799.942139 Iteration 50Q: 3 clusters Score -391829.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5247 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -391835.218750 Penalty: 799.942139 Iteration 51Q: 3 clusters Score -391835.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5271 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -391838.281250 Penalty: 799.942139 Iteration 52Q: 3 clusters Score -391838.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5289 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -391841.750000 Penalty: 799.942139 Iteration 53Q: 3 clusters Score -391841.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5310 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -391847.468750 Penalty: 799.942139 Iteration 54Q: 3 clusters Score -391847.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5346 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -391857.562500 Penalty: 799.942139 Iteration 55Q: 3 clusters Score -391857.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5376 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -391865.312500 Penalty: 799.942139 Iteration 56Q: 3 clusters Score -391865.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5414 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -391876.062500 Penalty: 799.942139 Iteration 57Q: 3 clusters Score -391876.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5460 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -391890.218750 Penalty: 799.942139 Iteration 58Q: 3 clusters Score -391890.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5502 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -391904.250000 Penalty: 799.942139 Iteration 59Q: 3 clusters Score -391904.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5545 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -391920.750000 Penalty: 799.942139 Iteration 60F: 3 clusters Score -391920.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5594 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -391936.593750 Penalty: 799.942139 Iteration 61Q: 3 clusters Score -391936.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5651 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -391955.187500 Penalty: 799.942139 Iteration 62Q: 3 clusters Score -391955.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5707 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -391975.125000 Penalty: 799.942139 Iteration 63Q: 3 clusters Score -391975.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5754 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -391992.468750 Penalty: 799.942139 Iteration 64Q: 3 clusters Score -391992.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5808 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -392013.968750 Penalty: 799.942139 Iteration 65Q: 3 clusters Score -392014 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5871 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -392042.156250 Penalty: 799.942139 Iteration 66Q: 3 clusters Score -392042.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5929 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -392069.781250 Penalty: 799.942139 Iteration 67Q: 3 clusters Score -392069.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5986 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -392093.906250 Penalty: 799.942139 Iteration 68Q: 3 clusters Score -392093.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6029 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -392108.718750 Penalty: 799.942139 Iteration 69Q: 3 clusters Score -392108.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6064 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -392122.562500 Penalty: 799.942139 Iteration 70Q: 3 clusters Score -392122.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6090 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -392132.937500 Penalty: 799.942139 Iteration 71Q: 3 clusters Score -392132.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6107 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -392138.718750 Penalty: 799.942139 Iteration 72Q: 3 clusters Score -392138.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6122 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -392143.781250 Penalty: 799.942139 Iteration 73Q: 3 clusters Score -392143.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6136 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -392149.375000 Penalty: 799.942139 Iteration 74Q: 3 clusters Score -392149.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6150 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -392152.000000 Penalty: 799.942139 Iteration 75Q: 3 clusters Score -392152 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6157 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -392153.093750 Penalty: 799.942139 Iteration 76Q: 3 clusters Score -392153.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6161 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -392154.906250 Penalty: 799.942139 Iteration 77Q: 3 clusters Score -392154.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6163 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -392156.156250 Penalty: 799.942139 Iteration 78Q: 3 clusters Score -392156.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6165 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -392156.625000 Penalty: 799.942139 Iteration 79Q: 3 clusters Score -392156.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6168 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -392156.968750 Penalty: 799.942139 Iteration 80F: 3 clusters Score -392157 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6170 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -392158.312500 Penalty: 799.942139 Iteration 81Q: 3 clusters Score -392158.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6172 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -392159.593750 Penalty: 799.942139 Iteration 82Q: 3 clusters Score -392159.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6178 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -392162.937500 Penalty: 799.942139 Iteration 83Q: 3 clusters Score -392162.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6185 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -392172.375000 Penalty: 799.942139 Iteration 84Q: 3 clusters Score -392172.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6199 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -392186.000000 Penalty: 799.942139 Iteration 85Q: 3 clusters Score -392186 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6217 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -392200.125000 Penalty: 799.942139 Iteration 86Q: 3 clusters Score -392200.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6239 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -392228.093750 Penalty: 799.942139 Iteration 87Q: 3 clusters Score -392228.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6252 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -392262.187500 Penalty: 799.942139 Iteration 88Q: 3 clusters Score -392262.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6260 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -392287.468750 Penalty: 799.942139 Iteration 89Q: 3 clusters Score -392287.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6273 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -392305.812500 Penalty: 799.942139 Iteration 90Q: 3 clusters Score -392305.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6280 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -392316.343750 Penalty: 799.942139 Iteration 91Q: 3 clusters Score -392316.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6287 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -392321.750000 Penalty: 799.942139 Iteration 92Q: 3 clusters Score -392321.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6290 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -392322.406250 Penalty: 799.942139 Iteration 93Q: 3 clusters Score -392322.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6290 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -392324.031250 Penalty: 799.942139 Iteration 94Q: 3 clusters Score -392324 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6288 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -392326.687500 Penalty: 799.942139 Iteration 95Q: 3 clusters Score -392326.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6289 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -392329.250000 Penalty: 799.942139 Iteration 96Q: 3 clusters Score -392329.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6287 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -392328.875000 Penalty: 799.942139 Iteration 97Q: 3 clusters Score -392328.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6286 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -392329.218750 Penalty: 799.942139 Iteration 98Q: 3 clusters Score -392329.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6286 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -392330.593750 Penalty: 799.942139 Iteration 99Q: 3 clusters Score -392330.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6286 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -392332.406250 Penalty: 799.942139 Iteration 100F: 3 clusters Score -392332.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6291 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -392333.531250 Penalty: 799.942139 Iteration 101Q: 3 clusters Score -392333.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6292 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -392335.250000 Penalty: 799.942139 Iteration 102Q: 3 clusters Score -392335.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6292 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -392335.250000 Penalty: 799.942139 Iteration 103F: 3 clusters Score -392335.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (3570 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3570 members Entering Unmasked Estep Score: -201515.171875 Penalty: 372.204590 Iteration 0F: 2 clusters Score -201515.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1796 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -199096.812500 Penalty: 744.409180 Iteration 0F: 3 clusters Score -199096.8 nChanged 1572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -200165.703125 Penalty: 744.409180 Iteration 1F: 3 clusters Score -200165.7 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -200320.875000 Penalty: 744.409180 Iteration 2F: 3 clusters Score -200320.9 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -200409.640625 Penalty: 744.409180 Iteration 3F: 3 clusters Score -200409.6 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2237 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -200482.906250 Penalty: 744.409180 Iteration 4Q: 3 clusters Score -200482.9 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -200565.796875 Penalty: 744.409180 Iteration 5Q: 3 clusters Score -200565.8 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2469 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -200664.984375 Penalty: 744.409180 Iteration 6Q: 3 clusters Score -200665 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2602 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -200778.781250 Penalty: 744.409180 Iteration 7Q: 3 clusters Score -200778.8 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2729 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -200888.593750 Penalty: 744.409180 Iteration 8Q: 3 clusters Score -200888.6 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2812 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -200947.109375 Penalty: 744.409180 Iteration 9Q: 3 clusters Score -200947.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2886 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -200995.609375 Penalty: 744.409180 Iteration 10Q: 3 clusters Score -200995.6 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2967 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -201054.296875 Penalty: 744.409180 Iteration 11Q: 3 clusters Score -201054.3 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3040 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -201100.093750 Penalty: 744.409180 Iteration 12Q: 3 clusters Score -201100.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3099 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -201136.984375 Penalty: 744.409180 Iteration 13Q: 3 clusters Score -201137 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3150 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -201169.687500 Penalty: 744.409180 Iteration 14Q: 3 clusters Score -201169.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3191 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -201192.437500 Penalty: 744.409180 Iteration 15Q: 3 clusters Score -201192.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3225 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -201213.218750 Penalty: 744.409180 Iteration 16Q: 3 clusters Score -201213.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3254 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -201230.109375 Penalty: 744.409180 Iteration 17Q: 3 clusters Score -201230.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3277 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -201242.453125 Penalty: 744.409180 Iteration 18Q: 3 clusters Score -201242.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3298 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -201256.578125 Penalty: 744.409180 Iteration 19Q: 3 clusters Score -201256.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3311 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -201262.656250 Penalty: 744.409180 Iteration 20F: 3 clusters Score -201262.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3323 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -201266.359375 Penalty: 744.409180 Iteration 21Q: 3 clusters Score -201266.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3329 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -201267.656250 Penalty: 744.409180 Iteration 22Q: 3 clusters Score -201267.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3329 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -201268.093750 Penalty: 744.409180 Iteration 23Q: 3 clusters Score -201268.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3329 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -201268.093750 Penalty: 744.409180 Iteration 24F: 3 clusters Score -201268.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (174 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Entering Unmasked Estep Score: -5602.269043 Penalty: 234.737015 Iteration 0F: 2 clusters Score -5602.269 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -5332.934082 Penalty: 469.474030 Iteration 0F: 3 clusters Score -5332.934 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -5383.332520 Penalty: 469.474030 Iteration 1F: 3 clusters Score -5383.333 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -5415.038574 Penalty: 469.474030 Iteration 2F: 3 clusters Score -5415.039 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -5483.525879 Penalty: 469.474030 Iteration 3Q: 3 clusters Score -5483.526 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -5510.704590 Penalty: 469.474030 Iteration 4F: 3 clusters Score -5510.705 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -5518.931152 Penalty: 469.474030 Iteration 5Q: 3 clusters Score -5518.931 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -5533.475586 Penalty: 469.474030 Iteration 6F: 3 clusters Score -5533.476 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -5545.746582 Penalty: 469.474030 Iteration 7Q: 3 clusters Score -5545.747 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -5571.065430 Penalty: 469.474030 Iteration 8F: 3 clusters Score -5571.065 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -5578.122070 Penalty: 469.474030 Iteration 9Q: 3 clusters Score -5578.122 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -5583.875977 Penalty: 469.474030 Iteration 10Q: 3 clusters Score -5583.876 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -5593.109863 Penalty: 469.474030 Iteration 11Q: 3 clusters Score -5593.11 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -5593.109863 Penalty: 469.474030 Iteration 12F: 3 clusters Score -5593.11 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (404 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Entering Unmasked Estep Score: -18216.609375 Penalty: 273.064362 Iteration 0F: 2 clusters Score -18216.61 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -17803.927734 Penalty: 546.128723 Iteration 0F: 3 clusters Score -17803.93 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -17985.933594 Penalty: 546.128723 Iteration 1F: 3 clusters Score -17985.93 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -18051.919922 Penalty: 546.128723 Iteration 2F: 3 clusters Score -18051.92 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -18080.865234 Penalty: 546.128723 Iteration 3Q: 3 clusters Score -18080.87 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -18104.935547 Penalty: 546.128723 Iteration 4Q: 3 clusters Score -18104.94 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -18115.343750 Penalty: 546.128723 Iteration 5Q: 3 clusters Score -18115.34 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -18118.615234 Penalty: 546.128723 Iteration 6Q: 3 clusters Score -18118.62 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -18125.986328 Penalty: 546.128723 Iteration 7Q: 3 clusters Score -18125.99 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -18134.363281 Penalty: 546.128723 Iteration 8Q: 3 clusters Score -18134.36 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -18144.759766 Penalty: 546.128723 Iteration 9Q: 3 clusters Score -18144.76 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -18155.251953 Penalty: 546.128723 Iteration 10Q: 3 clusters Score -18155.25 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -18163.601562 Penalty: 546.128723 Iteration 11Q: 3 clusters Score -18163.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -18164.962891 Penalty: 546.128723 Iteration 12Q: 3 clusters Score -18164.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -18165.478516 Penalty: 546.128723 Iteration 13Q: 3 clusters Score -18165.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -18165.478516 Penalty: 546.128723 Iteration 14F: 3 clusters Score -18165.48 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (1037 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Entering Unmasked Estep Score: -60211.945312 Penalty: 315.955963 Iteration 0F: 2 clusters Score -60211.95 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 513 members Entering Unmasked Estep Score: -59412.914062 Penalty: 631.911926 Iteration 0F: 3 clusters Score -59412.91 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -59649.980469 Penalty: 631.911926 Iteration 1F: 3 clusters Score -59649.98 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -59711.976562 Penalty: 631.911926 Iteration 2F: 3 clusters Score -59711.98 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -59764.464844 Penalty: 631.911926 Iteration 3F: 3 clusters Score -59764.46 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -59799.402344 Penalty: 631.911926 Iteration 4Q: 3 clusters Score -59799.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -59836.296875 Penalty: 631.911926 Iteration 5Q: 3 clusters Score -59836.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -59869.578125 Penalty: 631.911926 Iteration 6Q: 3 clusters Score -59869.58 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -59889.011719 Penalty: 631.911926 Iteration 7Q: 3 clusters Score -59889.01 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -59901.445312 Penalty: 631.911926 Iteration 8Q: 3 clusters Score -59901.45 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -59910.976562 Penalty: 631.911926 Iteration 9Q: 3 clusters Score -59910.98 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -59925.835938 Penalty: 631.911926 Iteration 10Q: 3 clusters Score -59925.84 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -59934.007812 Penalty: 631.911926 Iteration 11Q: 3 clusters Score -59934.01 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -59938.109375 Penalty: 631.911926 Iteration 12Q: 3 clusters Score -59938.11 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -59940.937500 Penalty: 631.911926 Iteration 13Q: 3 clusters Score -59940.94 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -59942.496094 Penalty: 631.911926 Iteration 14Q: 3 clusters Score -59942.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -59947.117188 Penalty: 631.911926 Iteration 15Q: 3 clusters Score -59947.12 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -59949.906250 Penalty: 631.911926 Iteration 16Q: 3 clusters Score -59949.91 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -59952.113281 Penalty: 631.911926 Iteration 17Q: 3 clusters Score -59952.11 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -59953.082031 Penalty: 631.911926 Iteration 18Q: 3 clusters Score -59953.08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -59956.066406 Penalty: 631.911926 Iteration 19Q: 3 clusters Score -59956.07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -59960.089844 Penalty: 631.911926 Iteration 20F: 3 clusters Score -59960.09 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -59963.476562 Penalty: 631.911926 Iteration 21Q: 3 clusters Score -59963.48 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -59964.394531 Penalty: 631.911926 Iteration 22Q: 3 clusters Score -59964.39 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -59964.804688 Penalty: 631.911926 Iteration 23Q: 3 clusters Score -59964.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -59965.000000 Penalty: 631.911926 Iteration 24Q: 3 clusters Score -59965 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -59965.000000 Penalty: 631.911926 Iteration 25F: 3 clusters Score -59965 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101162 members Mstep: Class 2 contains 12654 members Mstep: Class 3 contains 991 members Mstep: Class 4 contains 2329 members Mstep: Class 5 contains 2687 members Mstep: Class 6 contains 57761 members Mstep: Class 7 contains 1763 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7507 members Mstep: Class 10 contains 12186 members Mstep: Class 11 contains 3328 members Mstep: Class 12 contains 7492 members Mstep: Class 13 contains 2748 members Mstep: Class 14 contains 867 members Mstep: Class 15 contains 8288 members Mstep: Class 16 contains 3800 members Mstep: Class 17 contains 422 members Mstep: Class 18 contains 15083 members Mstep: Class 19 contains 12768 members Mstep: Class 20 contains 6240 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19751 members Mstep: Class 23 contains 688 members Mstep: Class 24 contains 1517 members Mstep: Class 25 contains 10197 members Mstep: Class 26 contains 1448 members Mstep: Class 27 contains 5296 members Mstep: Class 28 contains 6572 members Mstep: Class 29 contains 3570 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 404 members Mstep: Class 32 contains 1037 members Entering Unmasked Estep ConsiderDeletion Score: -17800600.000000 Penalty: 18994.255859 Iteration 257F: 34 clusters Score -1.78006e+07 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101187 members Mstep: Class 2 contains 12659 members Mstep: Class 3 contains 984 members Mstep: Class 4 contains 2329 members Mstep: Class 5 contains 2665 members Mstep: Class 6 contains 57749 members Mstep: Class 7 contains 1763 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7487 members Mstep: Class 10 contains 12204 members Mstep: Class 11 contains 3326 members Mstep: Class 12 contains 7492 members Mstep: Class 13 contains 2748 members Mstep: Class 14 contains 867 members Mstep: Class 15 contains 8289 members Mstep: Class 16 contains 3800 members Mstep: Class 17 contains 417 members Mstep: Class 18 contains 15094 members Mstep: Class 19 contains 12777 members Mstep: Class 20 contains 6236 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19755 members Mstep: Class 23 contains 688 members Mstep: Class 24 contains 1517 members Mstep: Class 25 contains 10197 members Mstep: Class 26 contains 1448 members Mstep: Class 27 contains 5295 members Mstep: Class 28 contains 6571 members Mstep: Class 29 contains 3570 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 402 members Mstep: Class 32 contains 1030 members Mstep: Class 33 contains 763 members Entering Unmasked Estep ConsiderDeletion Score: -17800696.000000 Penalty: 18994.255859 Iteration 258Q: 34 clusters Score -1.78007e+07 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101211 members Mstep: Class 2 contains 12657 members Mstep: Class 3 contains 982 members Mstep: Class 4 contains 2329 members Mstep: Class 5 contains 2650 members Mstep: Class 6 contains 57749 members Mstep: Class 7 contains 1763 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7480 members Mstep: Class 10 contains 12216 members Mstep: Class 11 contains 3320 members Mstep: Class 12 contains 7492 members Mstep: Class 13 contains 2749 members Mstep: Class 14 contains 867 members Mstep: Class 15 contains 8288 members Mstep: Class 16 contains 3800 members Mstep: Class 17 contains 414 members Mstep: Class 18 contains 15092 members Mstep: Class 19 contains 12778 members Mstep: Class 20 contains 6237 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19753 members Mstep: Class 23 contains 688 members Mstep: Class 24 contains 1517 members Mstep: Class 25 contains 10197 members Mstep: Class 26 contains 1448 members Mstep: Class 27 contains 5294 members Mstep: Class 28 contains 6571 members Mstep: Class 29 contains 3571 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 403 members Mstep: Class 32 contains 1029 members Mstep: Class 33 contains 764 members Entering Unmasked Estep ConsiderDeletion Score: -17800692.000000 Penalty: 18994.255859 Iteration 259Q: 34 clusters Score -1.780069e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101231 members Mstep: Class 2 contains 12656 members Mstep: Class 3 contains 984 members Mstep: Class 4 contains 2329 members Mstep: Class 5 contains 2644 members Mstep: Class 6 contains 57754 members Mstep: Class 7 contains 1763 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7478 members Mstep: Class 10 contains 12223 members Mstep: Class 11 contains 3314 members Mstep: Class 12 contains 7492 members Mstep: Class 13 contains 2751 members Mstep: Class 14 contains 867 members Mstep: Class 15 contains 8287 members Mstep: Class 16 contains 3800 members Mstep: Class 17 contains 413 members Mstep: Class 18 contains 15085 members Mstep: Class 19 contains 12774 members Mstep: Class 20 contains 6239 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19745 members Mstep: Class 23 contains 688 members Mstep: Class 24 contains 1517 members Mstep: Class 25 contains 10196 members Mstep: Class 26 contains 1448 members Mstep: Class 27 contains 5298 members Mstep: Class 28 contains 6570 members Mstep: Class 29 contains 3573 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 403 members Mstep: Class 32 contains 1026 members Mstep: Class 33 contains 761 members Entering Unmasked Estep ConsiderDeletion Score: -17800738.000000 Penalty: 18994.255859 Iteration 260F: 34 clusters Score -1.780074e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101239 members Mstep: Class 2 contains 12654 members Mstep: Class 3 contains 1001 members Mstep: Class 4 contains 2329 members Mstep: Class 5 contains 2632 members Mstep: Class 6 contains 57754 members Mstep: Class 7 contains 1762 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7479 members Mstep: Class 10 contains 12235 members Mstep: Class 11 contains 3307 members Mstep: Class 12 contains 7492 members Mstep: Class 13 contains 2755 members Mstep: Class 14 contains 867 members Mstep: Class 15 contains 8284 members Mstep: Class 16 contains 3802 members Mstep: Class 17 contains 408 members Mstep: Class 18 contains 15081 members Mstep: Class 19 contains 12770 members Mstep: Class 20 contains 6240 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19737 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 1518 members Mstep: Class 25 contains 10195 members Mstep: Class 26 contains 1448 members Mstep: Class 27 contains 5301 members Mstep: Class 28 contains 6568 members Mstep: Class 29 contains 3574 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 404 members Mstep: Class 32 contains 1024 members Mstep: Class 33 contains 762 members Entering Unmasked Estep ConsiderDeletion Score: -17800742.000000 Penalty: 18994.255859 Iteration 261Q: 34 clusters Score -1.780074e+07 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101253 members Mstep: Class 2 contains 12651 members Mstep: Class 3 contains 1014 members Mstep: Class 4 contains 2328 members Mstep: Class 5 contains 2615 members Mstep: Class 6 contains 57756 members Mstep: Class 7 contains 1762 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7478 members Mstep: Class 10 contains 12240 members Mstep: Class 11 contains 3304 members Mstep: Class 12 contains 7494 members Mstep: Class 13 contains 2756 members Mstep: Class 14 contains 867 members Mstep: Class 15 contains 8280 members Mstep: Class 16 contains 3801 members Mstep: Class 17 contains 407 members Mstep: Class 18 contains 15075 members Mstep: Class 19 contains 12767 members Mstep: Class 20 contains 6245 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19731 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 1519 members Mstep: Class 25 contains 10195 members Mstep: Class 26 contains 1448 members Mstep: Class 27 contains 5300 members Mstep: Class 28 contains 6568 members Mstep: Class 29 contains 3573 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 405 members Mstep: Class 32 contains 1023 members Mstep: Class 33 contains 767 members Entering Unmasked Estep ConsiderDeletion Score: -17800798.000000 Penalty: 18994.255859 Iteration 262Q: 34 clusters Score -1.78008e+07 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101257 members Mstep: Class 2 contains 12649 members Mstep: Class 3 contains 1032 members Mstep: Class 4 contains 2326 members Mstep: Class 5 contains 2601 members Mstep: Class 6 contains 57752 members Mstep: Class 7 contains 1763 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7475 members Mstep: Class 10 contains 12251 members Mstep: Class 11 contains 3301 members Mstep: Class 12 contains 7495 members Mstep: Class 13 contains 2756 members Mstep: Class 14 contains 867 members Mstep: Class 15 contains 8278 members Mstep: Class 16 contains 3799 members Mstep: Class 17 contains 405 members Mstep: Class 18 contains 15072 members Mstep: Class 19 contains 12764 members Mstep: Class 20 contains 6244 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19727 members Mstep: Class 23 contains 686 members Mstep: Class 24 contains 1520 members Mstep: Class 25 contains 10195 members Mstep: Class 26 contains 1448 members Mstep: Class 27 contains 5300 members Mstep: Class 28 contains 6573 members Mstep: Class 29 contains 3573 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 407 members Mstep: Class 32 contains 1023 members Mstep: Class 33 contains 770 members Entering Unmasked Estep ConsiderDeletion Score: -17800832.000000 Penalty: 18994.255859 Iteration 263Q: 34 clusters Score -1.780083e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101263 members Mstep: Class 2 contains 12649 members Mstep: Class 3 contains 1057 members Mstep: Class 4 contains 2324 members Mstep: Class 5 contains 2584 members Mstep: Class 6 contains 57748 members Mstep: Class 7 contains 1765 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7473 members Mstep: Class 10 contains 12256 members Mstep: Class 11 contains 3290 members Mstep: Class 12 contains 7495 members Mstep: Class 13 contains 2756 members Mstep: Class 14 contains 867 members Mstep: Class 15 contains 8279 members Mstep: Class 16 contains 3798 members Mstep: Class 17 contains 403 members Mstep: Class 18 contains 15071 members Mstep: Class 19 contains 12761 members Mstep: Class 20 contains 6246 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19724 members Mstep: Class 23 contains 686 members Mstep: Class 24 contains 1521 members Mstep: Class 25 contains 10195 members Mstep: Class 26 contains 1449 members Mstep: Class 27 contains 5299 members Mstep: Class 28 contains 6574 members Mstep: Class 29 contains 3573 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 407 members Mstep: Class 32 contains 1020 members Mstep: Class 33 contains 776 members Entering Unmasked Estep ConsiderDeletion Score: -17800850.000000 Penalty: 18994.255859 Iteration 264Q: 34 clusters Score -1.780085e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101276 members Mstep: Class 2 contains 12648 members Mstep: Class 3 contains 1071 members Mstep: Class 4 contains 2323 members Mstep: Class 5 contains 2566 members Mstep: Class 6 contains 57746 members Mstep: Class 7 contains 1765 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7473 members Mstep: Class 10 contains 12266 members Mstep: Class 11 contains 3272 members Mstep: Class 12 contains 7497 members Mstep: Class 13 contains 2756 members Mstep: Class 14 contains 867 members Mstep: Class 15 contains 8280 members Mstep: Class 16 contains 3801 members Mstep: Class 17 contains 403 members Mstep: Class 18 contains 15066 members Mstep: Class 19 contains 12757 members Mstep: Class 20 contains 6250 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19720 members Mstep: Class 23 contains 686 members Mstep: Class 24 contains 1522 members Mstep: Class 25 contains 10195 members Mstep: Class 26 contains 1449 members Mstep: Class 27 contains 5301 members Mstep: Class 28 contains 6575 members Mstep: Class 29 contains 3574 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 413 members Mstep: Class 32 contains 1018 members Mstep: Class 33 contains 773 members Entering Unmasked Estep ConsiderDeletion Score: -17800858.000000 Penalty: 18994.255859 Iteration 265Q: 34 clusters Score -1.780086e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101277 members Mstep: Class 2 contains 12647 members Mstep: Class 3 contains 1092 members Mstep: Class 4 contains 2323 members Mstep: Class 5 contains 2554 members Mstep: Class 6 contains 57747 members Mstep: Class 7 contains 1765 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7471 members Mstep: Class 10 contains 12279 members Mstep: Class 11 contains 3258 members Mstep: Class 12 contains 7502 members Mstep: Class 13 contains 2756 members Mstep: Class 14 contains 867 members Mstep: Class 15 contains 8272 members Mstep: Class 16 contains 3798 members Mstep: Class 17 contains 402 members Mstep: Class 18 contains 15064 members Mstep: Class 19 contains 12752 members Mstep: Class 20 contains 6254 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19713 members Mstep: Class 23 contains 686 members Mstep: Class 24 contains 1522 members Mstep: Class 25 contains 10196 members Mstep: Class 26 contains 1450 members Mstep: Class 27 contains 5303 members Mstep: Class 28 contains 6575 members Mstep: Class 29 contains 3575 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 419 members Mstep: Class 32 contains 1016 members Mstep: Class 33 contains 774 members Entering Unmasked Estep ConsiderDeletion Score: -17800886.000000 Penalty: 18994.255859 Iteration 266Q: 34 clusters Score -1.780089e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101280 members Mstep: Class 2 contains 12648 members Mstep: Class 3 contains 1098 members Mstep: Class 4 contains 2323 members Mstep: Class 5 contains 2550 members Mstep: Class 6 contains 57748 members Mstep: Class 7 contains 1765 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7468 members Mstep: Class 10 contains 12296 members Mstep: Class 11 contains 3252 members Mstep: Class 12 contains 7505 members Mstep: Class 13 contains 2756 members Mstep: Class 14 contains 867 members Mstep: Class 15 contains 8270 members Mstep: Class 16 contains 3799 members Mstep: Class 17 contains 399 members Mstep: Class 18 contains 15058 members Mstep: Class 19 contains 12747 members Mstep: Class 20 contains 6253 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19707 members Mstep: Class 23 contains 686 members Mstep: Class 24 contains 1522 members Mstep: Class 25 contains 10195 members Mstep: Class 26 contains 1451 members Mstep: Class 27 contains 5301 members Mstep: Class 28 contains 6575 members Mstep: Class 29 contains 3577 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 420 members Mstep: Class 32 contains 1017 members Mstep: Class 33 contains 776 members Entering Unmasked Estep ConsiderDeletion Score: -17800892.000000 Penalty: 18994.255859 Iteration 267Q: 34 clusters Score -1.780089e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101286 members Mstep: Class 2 contains 12651 members Mstep: Class 3 contains 1103 members Mstep: Class 4 contains 2323 members Mstep: Class 5 contains 2540 members Mstep: Class 6 contains 57749 members Mstep: Class 7 contains 1765 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7467 members Mstep: Class 10 contains 12311 members Mstep: Class 11 contains 3251 members Mstep: Class 12 contains 7506 members Mstep: Class 13 contains 2756 members Mstep: Class 14 contains 867 members Mstep: Class 15 contains 8265 members Mstep: Class 16 contains 3797 members Mstep: Class 17 contains 399 members Mstep: Class 18 contains 15051 members Mstep: Class 19 contains 12747 members Mstep: Class 20 contains 6252 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19699 members Mstep: Class 23 contains 686 members Mstep: Class 24 contains 1522 members Mstep: Class 25 contains 10194 members Mstep: Class 26 contains 1452 members Mstep: Class 27 contains 5300 members Mstep: Class 28 contains 6575 members Mstep: Class 29 contains 3578 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 421 members Mstep: Class 32 contains 1017 members Mstep: Class 33 contains 779 members Entering Unmasked Estep ConsiderDeletion Score: -17800894.000000 Penalty: 18994.255859 Iteration 268Q: 34 clusters Score -1.780089e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101291 members Mstep: Class 2 contains 12655 members Mstep: Class 3 contains 1107 members Mstep: Class 4 contains 2323 members Mstep: Class 5 contains 2537 members Mstep: Class 6 contains 57749 members Mstep: Class 7 contains 1765 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7466 members Mstep: Class 10 contains 12320 members Mstep: Class 11 contains 3252 members Mstep: Class 12 contains 7508 members Mstep: Class 13 contains 2756 members Mstep: Class 14 contains 867 members Mstep: Class 15 contains 8259 members Mstep: Class 16 contains 3796 members Mstep: Class 17 contains 399 members Mstep: Class 18 contains 15046 members Mstep: Class 19 contains 12743 members Mstep: Class 20 contains 6252 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19693 members Mstep: Class 23 contains 686 members Mstep: Class 24 contains 1522 members Mstep: Class 25 contains 10194 members Mstep: Class 26 contains 1452 members Mstep: Class 27 contains 5299 members Mstep: Class 28 contains 6575 members Mstep: Class 29 contains 3579 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 421 members Mstep: Class 32 contains 1016 members Mstep: Class 33 contains 781 members Entering Unmasked Estep ConsiderDeletion Score: -17800894.000000 Penalty: 18994.255859 Iteration 269Q: 34 clusters Score -1.780089e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101294 members Mstep: Class 2 contains 12654 members Mstep: Class 3 contains 1113 members Mstep: Class 4 contains 2323 members Mstep: Class 5 contains 2532 members Mstep: Class 6 contains 57749 members Mstep: Class 7 contains 1765 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7465 members Mstep: Class 10 contains 12337 members Mstep: Class 11 contains 3252 members Mstep: Class 12 contains 7513 members Mstep: Class 13 contains 2756 members Mstep: Class 14 contains 867 members Mstep: Class 15 contains 8255 members Mstep: Class 16 contains 3796 members Mstep: Class 17 contains 400 members Mstep: Class 18 contains 15033 members Mstep: Class 19 contains 12740 members Mstep: Class 20 contains 6253 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19688 members Mstep: Class 23 contains 686 members Mstep: Class 24 contains 1522 members Mstep: Class 25 contains 10193 members Mstep: Class 26 contains 1452 members Mstep: Class 27 contains 5298 members Mstep: Class 28 contains 6575 members Mstep: Class 29 contains 3581 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 420 members Mstep: Class 32 contains 1017 members Mstep: Class 33 contains 780 members Entering Unmasked Estep ConsiderDeletion Score: -17800886.000000 Penalty: 18994.255859 Iteration 270Q: 34 clusters Score -1.780089e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101297 members Mstep: Class 2 contains 12652 members Mstep: Class 3 contains 1117 members Mstep: Class 4 contains 2324 members Mstep: Class 5 contains 2527 members Mstep: Class 6 contains 57750 members Mstep: Class 7 contains 1765 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7464 members Mstep: Class 10 contains 12351 members Mstep: Class 11 contains 3250 members Mstep: Class 12 contains 7522 members Mstep: Class 13 contains 2756 members Mstep: Class 14 contains 867 members Mstep: Class 15 contains 8248 members Mstep: Class 16 contains 3798 members Mstep: Class 17 contains 400 members Mstep: Class 18 contains 15027 members Mstep: Class 19 contains 12734 members Mstep: Class 20 contains 6252 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19684 members Mstep: Class 23 contains 686 members Mstep: Class 24 contains 1522 members Mstep: Class 25 contains 10190 members Mstep: Class 26 contains 1452 members Mstep: Class 27 contains 5297 members Mstep: Class 28 contains 6575 members Mstep: Class 29 contains 3584 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 418 members Mstep: Class 32 contains 1018 members Mstep: Class 33 contains 782 members Entering Unmasked Estep ConsiderDeletion Score: -17800872.000000 Penalty: 18994.255859 Iteration 271Q: 34 clusters Score -1.780087e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101301 members Mstep: Class 2 contains 12645 members Mstep: Class 3 contains 1119 members Mstep: Class 4 contains 2324 members Mstep: Class 5 contains 2521 members Mstep: Class 6 contains 57750 members Mstep: Class 7 contains 1765 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7464 members Mstep: Class 10 contains 12366 members Mstep: Class 11 contains 3249 members Mstep: Class 12 contains 7532 members Mstep: Class 13 contains 2756 members Mstep: Class 14 contains 867 members Mstep: Class 15 contains 8243 members Mstep: Class 16 contains 3799 members Mstep: Class 17 contains 400 members Mstep: Class 18 contains 15022 members Mstep: Class 19 contains 12729 members Mstep: Class 20 contains 6251 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19680 members Mstep: Class 23 contains 686 members Mstep: Class 24 contains 1522 members Mstep: Class 25 contains 10187 members Mstep: Class 26 contains 1452 members Mstep: Class 27 contains 5298 members Mstep: Class 28 contains 6575 members Mstep: Class 29 contains 3587 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 418 members Mstep: Class 32 contains 1018 members Mstep: Class 33 contains 783 members Entering Unmasked Estep ConsiderDeletion Score: -17800856.000000 Penalty: 18994.255859 Iteration 272Q: 34 clusters Score -1.780086e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101307 members Mstep: Class 2 contains 12641 members Mstep: Class 3 contains 1122 members Mstep: Class 4 contains 2324 members Mstep: Class 5 contains 2518 members Mstep: Class 6 contains 57750 members Mstep: Class 7 contains 1765 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7464 members Mstep: Class 10 contains 12383 members Mstep: Class 11 contains 3247 members Mstep: Class 12 contains 7544 members Mstep: Class 13 contains 2756 members Mstep: Class 14 contains 867 members Mstep: Class 15 contains 8233 members Mstep: Class 16 contains 3800 members Mstep: Class 17 contains 400 members Mstep: Class 18 contains 15016 members Mstep: Class 19 contains 12717 members Mstep: Class 20 contains 6250 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19676 members Mstep: Class 23 contains 686 members Mstep: Class 24 contains 1522 members Mstep: Class 25 contains 10187 members Mstep: Class 26 contains 1452 members Mstep: Class 27 contains 5299 members Mstep: Class 28 contains 6575 members Mstep: Class 29 contains 3587 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 418 members Mstep: Class 32 contains 1018 members Mstep: Class 33 contains 785 members Entering Unmasked Estep ConsiderDeletion Score: -17800860.000000 Penalty: 18994.255859 Iteration 273Q: 34 clusters Score -1.780086e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101312 members Mstep: Class 2 contains 12637 members Mstep: Class 3 contains 1121 members Mstep: Class 4 contains 2324 members Mstep: Class 5 contains 2518 members Mstep: Class 6 contains 57750 members Mstep: Class 7 contains 1765 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7464 members Mstep: Class 10 contains 12396 members Mstep: Class 11 contains 3248 members Mstep: Class 12 contains 7557 members Mstep: Class 13 contains 2756 members Mstep: Class 14 contains 867 members Mstep: Class 15 contains 8220 members Mstep: Class 16 contains 3801 members Mstep: Class 17 contains 400 members Mstep: Class 18 contains 15012 members Mstep: Class 19 contains 12710 members Mstep: Class 20 contains 6251 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19670 members Mstep: Class 23 contains 686 members Mstep: Class 24 contains 1522 members Mstep: Class 25 contains 10187 members Mstep: Class 26 contains 1452 members Mstep: Class 27 contains 5301 members Mstep: Class 28 contains 6575 members Mstep: Class 29 contains 3586 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 418 members Mstep: Class 32 contains 1018 members Mstep: Class 33 contains 785 members Entering Unmasked Estep ConsiderDeletion Score: -17800850.000000 Penalty: 18994.255859 Iteration 274Q: 34 clusters Score -1.780085e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101313 members Mstep: Class 2 contains 12636 members Mstep: Class 3 contains 1121 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 2518 members Mstep: Class 6 contains 57750 members Mstep: Class 7 contains 1765 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7464 members Mstep: Class 10 contains 12408 members Mstep: Class 11 contains 3247 members Mstep: Class 12 contains 7565 members Mstep: Class 13 contains 2756 members Mstep: Class 14 contains 867 members Mstep: Class 15 contains 8209 members Mstep: Class 16 contains 3803 members Mstep: Class 17 contains 400 members Mstep: Class 18 contains 15008 members Mstep: Class 19 contains 12708 members Mstep: Class 20 contains 6251 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19665 members Mstep: Class 23 contains 686 members Mstep: Class 24 contains 1522 members Mstep: Class 25 contains 10187 members Mstep: Class 26 contains 1452 members Mstep: Class 27 contains 5301 members Mstep: Class 28 contains 6575 members Mstep: Class 29 contains 3586 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 418 members Mstep: Class 32 contains 1018 members Mstep: Class 33 contains 785 members Entering Unmasked Estep ConsiderDeletion Score: -17800842.000000 Penalty: 18994.255859 Iteration 275Q: 34 clusters Score -1.780084e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101315 members Mstep: Class 2 contains 12638 members Mstep: Class 3 contains 1121 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 2518 members Mstep: Class 6 contains 57750 members Mstep: Class 7 contains 1765 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7464 members Mstep: Class 10 contains 12414 members Mstep: Class 11 contains 3247 members Mstep: Class 12 contains 7573 members Mstep: Class 13 contains 2756 members Mstep: Class 14 contains 867 members Mstep: Class 15 contains 8200 members Mstep: Class 16 contains 3804 members Mstep: Class 17 contains 400 members Mstep: Class 18 contains 15007 members Mstep: Class 19 contains 12705 members Mstep: Class 20 contains 6249 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19660 members Mstep: Class 23 contains 686 members Mstep: Class 24 contains 1522 members Mstep: Class 25 contains 10187 members Mstep: Class 26 contains 1452 members Mstep: Class 27 contains 5302 members Mstep: Class 28 contains 6575 members Mstep: Class 29 contains 3586 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 418 members Mstep: Class 32 contains 1018 members Mstep: Class 33 contains 785 members Entering Unmasked Estep ConsiderDeletion Score: -17800862.000000 Penalty: 18994.255859 Iteration 276Q: 34 clusters Score -1.780086e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101316 members Mstep: Class 2 contains 12637 members Mstep: Class 3 contains 1121 members Mstep: Class 4 contains 2326 members Mstep: Class 5 contains 2518 members Mstep: Class 6 contains 57750 members Mstep: Class 7 contains 1765 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7464 members Mstep: Class 10 contains 12413 members Mstep: Class 11 contains 3247 members Mstep: Class 12 contains 7581 members Mstep: Class 13 contains 2756 members Mstep: Class 14 contains 867 members Mstep: Class 15 contains 8193 members Mstep: Class 16 contains 3807 members Mstep: Class 17 contains 400 members Mstep: Class 18 contains 15007 members Mstep: Class 19 contains 12705 members Mstep: Class 20 contains 6248 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19657 members Mstep: Class 23 contains 686 members Mstep: Class 24 contains 1522 members Mstep: Class 25 contains 10187 members Mstep: Class 26 contains 1452 members Mstep: Class 27 contains 5302 members Mstep: Class 28 contains 6575 members Mstep: Class 29 contains 3586 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 418 members Mstep: Class 32 contains 1018 members Mstep: Class 33 contains 785 members Entering Unmasked Estep ConsiderDeletion Score: -17800852.000000 Penalty: 18994.255859 Iteration 277Q: 34 clusters Score -1.780085e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101314 members Mstep: Class 2 contains 12636 members Mstep: Class 3 contains 1121 members Mstep: Class 4 contains 2326 members Mstep: Class 5 contains 2518 members Mstep: Class 6 contains 57750 members Mstep: Class 7 contains 1765 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7464 members Mstep: Class 10 contains 12420 members Mstep: Class 11 contains 3248 members Mstep: Class 12 contains 7590 members Mstep: Class 13 contains 2756 members Mstep: Class 14 contains 867 members Mstep: Class 15 contains 8186 members Mstep: Class 16 contains 3807 members Mstep: Class 17 contains 400 members Mstep: Class 18 contains 15000 members Mstep: Class 19 contains 12704 members Mstep: Class 20 contains 6248 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19657 members Mstep: Class 23 contains 686 members Mstep: Class 24 contains 1522 members Mstep: Class 25 contains 10187 members Mstep: Class 26 contains 1452 members Mstep: Class 27 contains 5303 members Mstep: Class 28 contains 6575 members Mstep: Class 29 contains 3586 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 418 members Mstep: Class 32 contains 1018 members Mstep: Class 33 contains 785 members Entering Unmasked Estep ConsiderDeletion Score: -17800864.000000 Penalty: 18994.255859 Iteration 278Q: 34 clusters Score -1.780086e+07 nChanged 16 Entering ConstructFrom: Score: -17800864.000000 Penalty: 18994.255859 Entering ConstructFrom: Trying to split cluster 1 (101313 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101313 members Entering Unmasked Estep Score: -6289104.000000 Penalty: 524.431641 Iteration 0F: 2 clusters Score -6289104 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50621 members Mstep: Class 2 contains 50692 members Entering Unmasked Estep Score: -6220897.000000 Penalty: 1048.863281 Iteration 0F: 3 clusters Score -6220897 nChanged 49651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49468 members Mstep: Class 2 contains 51845 members Entering Unmasked Estep Score: -6250594.000000 Penalty: 1048.863281 Iteration 1F: 3 clusters Score -6250594 nChanged 4537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48845 members Mstep: Class 2 contains 52468 members Entering Unmasked Estep Score: -6252323.000000 Penalty: 1048.863281 Iteration 2Q: 3 clusters Score -6252323 nChanged 4894 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47991 members Mstep: Class 2 contains 53322 members Entering Unmasked Estep Score: -6254682.500000 Penalty: 1048.863281 Iteration 3Q: 3 clusters Score -6254682 nChanged 5421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46936 members Mstep: Class 2 contains 54377 members Entering Unmasked Estep Score: -6257589.000000 Penalty: 1048.863281 Iteration 4F: 3 clusters Score -6257589 nChanged 5674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45784 members Mstep: Class 2 contains 55529 members Entering Unmasked Estep Score: -6260871.500000 Penalty: 1048.863281 Iteration 5F: 3 clusters Score -6260872 nChanged 5695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44523 members Mstep: Class 2 contains 56790 members Entering Unmasked Estep Score: -6264313.000000 Penalty: 1048.863281 Iteration 6F: 3 clusters Score -6264313 nChanged 5344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43357 members Mstep: Class 2 contains 57956 members Entering Unmasked Estep Score: -6267484.500000 Penalty: 1048.863281 Iteration 7F: 3 clusters Score -6267484 nChanged 4558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42409 members Mstep: Class 2 contains 58904 members Entering Unmasked Estep Score: -6269731.500000 Penalty: 1048.863281 Iteration 8Q: 3 clusters Score -6269732 nChanged 3359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41598 members Mstep: Class 2 contains 59715 members Entering Unmasked Estep Score: -6270791.500000 Penalty: 1048.863281 Iteration 9Q: 3 clusters Score -6270792 nChanged 2251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40833 members Mstep: Class 2 contains 60480 members Entering Unmasked Estep Score: -6271310.000000 Penalty: 1048.863281 Iteration 10Q: 3 clusters Score -6271310 nChanged 1573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39922 members Mstep: Class 2 contains 61391 members Entering Unmasked Estep Score: -6271615.500000 Penalty: 1048.863281 Iteration 11Q: 3 clusters Score -6271616 nChanged 1243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38977 members Mstep: Class 2 contains 62336 members Entering Unmasked Estep Score: -6271828.500000 Penalty: 1048.863281 Iteration 12Q: 3 clusters Score -6271828 nChanged 1208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37939 members Mstep: Class 2 contains 63374 members Entering Unmasked Estep Score: -6272073.500000 Penalty: 1048.863281 Iteration 13Q: 3 clusters Score -6272074 nChanged 1206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36851 members Mstep: Class 2 contains 64462 members Entering Unmasked Estep Score: -6272319.000000 Penalty: 1048.863281 Iteration 14Q: 3 clusters Score -6272319 nChanged 1227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35690 members Mstep: Class 2 contains 65623 members Entering Unmasked Estep Score: -6272610.000000 Penalty: 1048.863281 Iteration 15Q: 3 clusters Score -6272610 nChanged 1313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34419 members Mstep: Class 2 contains 66894 members Entering Unmasked Estep Score: -6272929.500000 Penalty: 1048.863281 Iteration 16Q: 3 clusters Score -6272930 nChanged 1367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33098 members Mstep: Class 2 contains 68215 members Entering Unmasked Estep Score: -6273280.500000 Penalty: 1048.863281 Iteration 17Q: 3 clusters Score -6273280 nChanged 1421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31701 members Mstep: Class 2 contains 69612 members Entering Unmasked Estep Score: -6273630.500000 Penalty: 1048.863281 Iteration 18Q: 3 clusters Score -6273630 nChanged 1499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30216 members Mstep: Class 2 contains 71097 members Entering Unmasked Estep Score: -6274076.500000 Penalty: 1048.863281 Iteration 19Q: 3 clusters Score -6274076 nChanged 1624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28602 members Mstep: Class 2 contains 72711 members Entering Unmasked Estep Score: -6274619.000000 Penalty: 1048.863281 Iteration 20F: 3 clusters Score -6274619 nChanged 1690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26912 members Mstep: Class 2 contains 74401 members Entering Unmasked Estep Score: -6275143.500000 Penalty: 1048.863281 Iteration 21Q: 3 clusters Score -6275144 nChanged 1814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25098 members Mstep: Class 2 contains 76215 members Entering Unmasked Estep Score: -6275757.000000 Penalty: 1048.863281 Iteration 22Q: 3 clusters Score -6275757 nChanged 1939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23161 members Mstep: Class 2 contains 78152 members Entering Unmasked Estep Score: -6276397.500000 Penalty: 1048.863281 Iteration 23Q: 3 clusters Score -6276398 nChanged 1964 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21197 members Mstep: Class 2 contains 80116 members Entering Unmasked Estep Score: -6277077.000000 Penalty: 1048.863281 Iteration 24Q: 3 clusters Score -6277077 nChanged 2029 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19168 members Mstep: Class 2 contains 82145 members Entering Unmasked Estep Score: -6277882.500000 Penalty: 1048.863281 Iteration 25Q: 3 clusters Score -6277882 nChanged 1994 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17174 members Mstep: Class 2 contains 84139 members Entering Unmasked Estep Score: -6278722.500000 Penalty: 1048.863281 Iteration 26Q: 3 clusters Score -6278722 nChanged 2011 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15163 members Mstep: Class 2 contains 86150 members Entering Unmasked Estep Score: -6279637.500000 Penalty: 1048.863281 Iteration 27Q: 3 clusters Score -6279638 nChanged 2095 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13068 members Mstep: Class 2 contains 88245 members Entering Unmasked Estep Score: -6280699.500000 Penalty: 1048.863281 Iteration 28Q: 3 clusters Score -6280700 nChanged 2095 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10973 members Mstep: Class 2 contains 90340 members Entering Unmasked Estep Score: -6281804.000000 Penalty: 1048.863281 Iteration 29Q: 3 clusters Score -6281804 nChanged 1955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9018 members Mstep: Class 2 contains 92295 members Entering Unmasked Estep Score: -6282907.000000 Penalty: 1048.863281 Iteration 30Q: 3 clusters Score -6282907 nChanged 1840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7178 members Mstep: Class 2 contains 94135 members Entering Unmasked Estep Score: -6284016.000000 Penalty: 1048.863281 Iteration 31Q: 3 clusters Score -6284016 nChanged 1686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5492 members Mstep: Class 2 contains 95821 members Entering Unmasked Estep Score: -6285118.500000 Penalty: 1048.863281 Iteration 32Q: 3 clusters Score -6285118 nChanged 1455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4037 members Mstep: Class 2 contains 97276 members Entering Unmasked Estep Score: -6286117.000000 Penalty: 1048.863281 Iteration 33Q: 3 clusters Score -6286117 nChanged 1175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2862 members Mstep: Class 2 contains 98451 members Entering Unmasked Estep Score: -6286920.000000 Penalty: 1048.863281 Iteration 34Q: 3 clusters Score -6286920 nChanged 891 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 99342 members Entering Unmasked Estep Score: -6287484.000000 Penalty: 1048.863281 Iteration 35Q: 3 clusters Score -6287484 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 99954 members Entering Unmasked Estep Score: -6287880.500000 Penalty: 1048.863281 Iteration 36Q: 3 clusters Score -6287880 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 100395 members Entering Unmasked Estep Score: -6288140.500000 Penalty: 1048.863281 Iteration 37Q: 3 clusters Score -6288140 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 100678 members Entering Unmasked Estep Score: -6288333.500000 Penalty: 1048.863281 Iteration 38Q: 3 clusters Score -6288334 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 100849 members Entering Unmasked Estep Score: -6288448.000000 Penalty: 1048.863281 Iteration 39Q: 3 clusters Score -6288448 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 100963 members Entering Unmasked Estep Score: -6288541.500000 Penalty: 1048.863281 Iteration 40F: 3 clusters Score -6288542 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 101019 members Entering Unmasked Estep Score: -6288595.000000 Penalty: 1048.863281 Iteration 41Q: 3 clusters Score -6288595 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 101055 members Entering Unmasked Estep Score: -6288626.000000 Penalty: 1048.863281 Iteration 42Q: 3 clusters Score -6288626 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 101082 members Entering Unmasked Estep Score: -6288639.500000 Penalty: 1048.863281 Iteration 43Q: 3 clusters Score -6288640 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 101102 members Entering Unmasked Estep Score: -6288655.000000 Penalty: 1048.863281 Iteration 44Q: 3 clusters Score -6288655 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 101120 members Entering Unmasked Estep Score: -6288675.000000 Penalty: 1048.863281 Iteration 45Q: 3 clusters Score -6288675 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 101131 members Entering Unmasked Estep Score: -6288684.500000 Penalty: 1048.863281 Iteration 46Q: 3 clusters Score -6288684 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 101141 members Entering Unmasked Estep Score: -6288698.500000 Penalty: 1048.863281 Iteration 47Q: 3 clusters Score -6288698 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 101149 members Entering Unmasked Estep Score: -6288701.000000 Penalty: 1048.863281 Iteration 48Q: 3 clusters Score -6288701 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 101156 members Entering Unmasked Estep Score: -6288705.500000 Penalty: 1048.863281 Iteration 49Q: 3 clusters Score -6288706 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 101160 members Entering Unmasked Estep Score: -6288709.500000 Penalty: 1048.863281 Iteration 50Q: 3 clusters Score -6288710 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 101167 members Entering Unmasked Estep Score: -6288716.500000 Penalty: 1048.863281 Iteration 51Q: 3 clusters Score -6288716 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 101170 members Entering Unmasked Estep Score: -6288719.500000 Penalty: 1048.863281 Iteration 52Q: 3 clusters Score -6288720 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 101172 members Entering Unmasked Estep Score: -6288719.000000 Penalty: 1048.863281 Iteration 53Q: 3 clusters Score -6288719 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 101173 members Entering Unmasked Estep Score: -6288716.500000 Penalty: 1048.863281 Iteration 54Q: 3 clusters Score -6288716 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 101174 members Entering Unmasked Estep Score: -6288716.500000 Penalty: 1048.863281 Iteration 55Q: 3 clusters Score -6288716 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 101174 members Entering Unmasked Estep Score: -6288716.500000 Penalty: 1048.863281 Iteration 56F: 3 clusters Score -6288716 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (12637 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12637 members Entering Unmasked Estep Score: -767827.125000 Penalty: 429.719513 Iteration 0F: 2 clusters Score -767827.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6346 members Mstep: Class 2 contains 6291 members Entering Unmasked Estep Score: -759424.812500 Penalty: 859.439026 Iteration 0F: 3 clusters Score -759424.8 nChanged 5908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6676 members Mstep: Class 2 contains 5961 members Entering Unmasked Estep Score: -762978.500000 Penalty: 859.439026 Iteration 1F: 3 clusters Score -762978.5 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6929 members Mstep: Class 2 contains 5708 members Entering Unmasked Estep Score: -763289.750000 Penalty: 859.439026 Iteration 2F: 3 clusters Score -763289.8 nChanged 743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7298 members Mstep: Class 2 contains 5339 members Entering Unmasked Estep Score: -763701.750000 Penalty: 859.439026 Iteration 3F: 3 clusters Score -763701.8 nChanged 796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7734 members Mstep: Class 2 contains 4903 members Entering Unmasked Estep Score: -764258.812500 Penalty: 859.439026 Iteration 4F: 3 clusters Score -764258.8 nChanged 821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8167 members Mstep: Class 2 contains 4470 members Entering Unmasked Estep Score: -764892.187500 Penalty: 859.439026 Iteration 5F: 3 clusters Score -764892.2 nChanged 735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8506 members Mstep: Class 2 contains 4131 members Entering Unmasked Estep Score: -765438.187500 Penalty: 859.439026 Iteration 6F: 3 clusters Score -765438.2 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8724 members Mstep: Class 2 contains 3913 members Entering Unmasked Estep Score: -765714.312500 Penalty: 859.439026 Iteration 7Q: 3 clusters Score -765714.3 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8892 members Mstep: Class 2 contains 3745 members Entering Unmasked Estep Score: -765846.687500 Penalty: 859.439026 Iteration 8Q: 3 clusters Score -765846.7 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9077 members Mstep: Class 2 contains 3560 members Entering Unmasked Estep Score: -765939.750000 Penalty: 859.439026 Iteration 9Q: 3 clusters Score -765939.8 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9257 members Mstep: Class 2 contains 3380 members Entering Unmasked Estep Score: -766026.625000 Penalty: 859.439026 Iteration 10Q: 3 clusters Score -766026.6 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9450 members Mstep: Class 2 contains 3187 members Entering Unmasked Estep Score: -766104.937500 Penalty: 859.439026 Iteration 11Q: 3 clusters Score -766104.9 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9647 members Mstep: Class 2 contains 2990 members Entering Unmasked Estep Score: -766192.437500 Penalty: 859.439026 Iteration 12Q: 3 clusters Score -766192.4 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9856 members Mstep: Class 2 contains 2781 members Entering Unmasked Estep Score: -766292.000000 Penalty: 859.439026 Iteration 13Q: 3 clusters Score -766292 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10050 members Mstep: Class 2 contains 2587 members Entering Unmasked Estep Score: -766396.312500 Penalty: 859.439026 Iteration 14Q: 3 clusters Score -766396.3 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10226 members Mstep: Class 2 contains 2411 members Entering Unmasked Estep Score: -766525.812500 Penalty: 859.439026 Iteration 15Q: 3 clusters Score -766525.8 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10416 members Mstep: Class 2 contains 2221 members Entering Unmasked Estep Score: -766687.812500 Penalty: 859.439026 Iteration 16Q: 3 clusters Score -766687.8 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10597 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -766843.250000 Penalty: 859.439026 Iteration 17Q: 3 clusters Score -766843.2 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10744 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -766972.187500 Penalty: 859.439026 Iteration 18Q: 3 clusters Score -766972.2 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10859 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -767067.187500 Penalty: 859.439026 Iteration 19Q: 3 clusters Score -767067.2 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10963 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -767143.312500 Penalty: 859.439026 Iteration 20F: 3 clusters Score -767143.3 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11057 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -767196.812500 Penalty: 859.439026 Iteration 21Q: 3 clusters Score -767196.8 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11142 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -767233.187500 Penalty: 859.439026 Iteration 22Q: 3 clusters Score -767233.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11206 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -767255.125000 Penalty: 859.439026 Iteration 23Q: 3 clusters Score -767255.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11263 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -767271.437500 Penalty: 859.439026 Iteration 24Q: 3 clusters Score -767271.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11308 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -767285.937500 Penalty: 859.439026 Iteration 25Q: 3 clusters Score -767285.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11356 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -767298.187500 Penalty: 859.439026 Iteration 26Q: 3 clusters Score -767298.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11392 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -767307.500000 Penalty: 859.439026 Iteration 27Q: 3 clusters Score -767307.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11423 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -767319.500000 Penalty: 859.439026 Iteration 28Q: 3 clusters Score -767319.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11451 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -767328.187500 Penalty: 859.439026 Iteration 29Q: 3 clusters Score -767328.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11486 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -767334.937500 Penalty: 859.439026 Iteration 30Q: 3 clusters Score -767334.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11521 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -767347.187500 Penalty: 859.439026 Iteration 31Q: 3 clusters Score -767347.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11548 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -767355.562500 Penalty: 859.439026 Iteration 32Q: 3 clusters Score -767355.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11583 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -767363.812500 Penalty: 859.439026 Iteration 33Q: 3 clusters Score -767363.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11614 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -767371.875000 Penalty: 859.439026 Iteration 34Q: 3 clusters Score -767371.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11647 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -767382.812500 Penalty: 859.439026 Iteration 35Q: 3 clusters Score -767382.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11674 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -767391.812500 Penalty: 859.439026 Iteration 36Q: 3 clusters Score -767391.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11702 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -767400.312500 Penalty: 859.439026 Iteration 37Q: 3 clusters Score -767400.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11725 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -767406.000000 Penalty: 859.439026 Iteration 38Q: 3 clusters Score -767406 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11739 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -767409.250000 Penalty: 859.439026 Iteration 39Q: 3 clusters Score -767409.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11756 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -767413.937500 Penalty: 859.439026 Iteration 40F: 3 clusters Score -767413.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11771 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -767416.812500 Penalty: 859.439026 Iteration 41Q: 3 clusters Score -767416.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11787 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -767417.875000 Penalty: 859.439026 Iteration 42Q: 3 clusters Score -767417.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11802 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -767420.125000 Penalty: 859.439026 Iteration 43Q: 3 clusters Score -767420.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11811 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -767422.687500 Penalty: 859.439026 Iteration 44Q: 3 clusters Score -767422.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11821 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -767424.750000 Penalty: 859.439026 Iteration 45Q: 3 clusters Score -767424.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11833 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -767427.500000 Penalty: 859.439026 Iteration 46Q: 3 clusters Score -767427.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11849 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -767432.000000 Penalty: 859.439026 Iteration 47Q: 3 clusters Score -767432 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11859 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -767433.125000 Penalty: 859.439026 Iteration 48Q: 3 clusters Score -767433.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11864 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -767434.000000 Penalty: 859.439026 Iteration 49Q: 3 clusters Score -767434 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11871 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -767433.937500 Penalty: 859.439026 Iteration 50Q: 3 clusters Score -767433.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11876 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -767434.250000 Penalty: 859.439026 Iteration 51Q: 3 clusters Score -767434.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11879 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -767434.375000 Penalty: 859.439026 Iteration 52Q: 3 clusters Score -767434.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11884 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -767436.187500 Penalty: 859.439026 Iteration 53Q: 3 clusters Score -767436.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11892 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -767437.687500 Penalty: 859.439026 Iteration 54Q: 3 clusters Score -767437.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11906 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -767441.562500 Penalty: 859.439026 Iteration 55Q: 3 clusters Score -767441.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11919 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -767446.000000 Penalty: 859.439026 Iteration 56Q: 3 clusters Score -767446 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11933 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -767451.187500 Penalty: 859.439026 Iteration 57Q: 3 clusters Score -767451.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11948 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -767453.625000 Penalty: 859.439026 Iteration 58Q: 3 clusters Score -767453.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11965 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -767456.687500 Penalty: 859.439026 Iteration 59Q: 3 clusters Score -767456.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11980 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -767458.375000 Penalty: 859.439026 Iteration 60F: 3 clusters Score -767458.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11990 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -767461.312500 Penalty: 859.439026 Iteration 61Q: 3 clusters Score -767461.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12001 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -767464.250000 Penalty: 859.439026 Iteration 62Q: 3 clusters Score -767464.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12010 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -767465.125000 Penalty: 859.439026 Iteration 63Q: 3 clusters Score -767465.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12020 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -767468.250000 Penalty: 859.439026 Iteration 64Q: 3 clusters Score -767468.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12028 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -767468.187500 Penalty: 859.439026 Iteration 65Q: 3 clusters Score -767468.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12033 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -767468.375000 Penalty: 859.439026 Iteration 66Q: 3 clusters Score -767468.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12040 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -767470.187500 Penalty: 859.439026 Iteration 67Q: 3 clusters Score -767470.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12044 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -767471.187500 Penalty: 859.439026 Iteration 68Q: 3 clusters Score -767471.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12046 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -767471.625000 Penalty: 859.439026 Iteration 69Q: 3 clusters Score -767471.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12049 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -767472.312500 Penalty: 859.439026 Iteration 70Q: 3 clusters Score -767472.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12051 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -767472.625000 Penalty: 859.439026 Iteration 71Q: 3 clusters Score -767472.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12053 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -767472.625000 Penalty: 859.439026 Iteration 72Q: 3 clusters Score -767472.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12055 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -767472.500000 Penalty: 859.439026 Iteration 73Q: 3 clusters Score -767472.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12055 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -767472.500000 Penalty: 859.439026 Iteration 74F: 3 clusters Score -767472.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1121 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Entering Unmasked Estep Score: -56363.457031 Penalty: 319.499939 Iteration 0F: 2 clusters Score -56363.46 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -55464.222656 Penalty: 638.999878 Iteration 0F: 3 clusters Score -55464.22 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -55748.355469 Penalty: 638.999878 Iteration 1F: 3 clusters Score -55748.36 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -55841.929688 Penalty: 638.999878 Iteration 2F: 3 clusters Score -55841.93 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -55931.527344 Penalty: 638.999878 Iteration 3F: 3 clusters Score -55931.53 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -55990.027344 Penalty: 638.999878 Iteration 4F: 3 clusters Score -55990.03 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -56023.144531 Penalty: 638.999878 Iteration 5Q: 3 clusters Score -56023.14 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -56041.152344 Penalty: 638.999878 Iteration 6Q: 3 clusters Score -56041.15 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -56056.804688 Penalty: 638.999878 Iteration 7Q: 3 clusters Score -56056.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -56067.679688 Penalty: 638.999878 Iteration 8Q: 3 clusters Score -56067.68 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -56078.425781 Penalty: 638.999878 Iteration 9Q: 3 clusters Score -56078.43 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -56085.695312 Penalty: 638.999878 Iteration 10Q: 3 clusters Score -56085.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -56093.500000 Penalty: 638.999878 Iteration 11Q: 3 clusters Score -56093.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -56101.761719 Penalty: 638.999878 Iteration 12Q: 3 clusters Score -56101.76 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -56111.277344 Penalty: 638.999878 Iteration 13Q: 3 clusters Score -56111.28 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -56119.527344 Penalty: 638.999878 Iteration 14Q: 3 clusters Score -56119.53 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -56129.156250 Penalty: 638.999878 Iteration 15Q: 3 clusters Score -56129.16 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -56137.437500 Penalty: 638.999878 Iteration 16Q: 3 clusters Score -56137.44 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -56142.726562 Penalty: 638.999878 Iteration 17Q: 3 clusters Score -56142.73 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -56148.218750 Penalty: 638.999878 Iteration 18Q: 3 clusters Score -56148.22 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -56156.003906 Penalty: 638.999878 Iteration 19Q: 3 clusters Score -56156 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -56164.730469 Penalty: 638.999878 Iteration 20F: 3 clusters Score -56164.73 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -56171.867188 Penalty: 638.999878 Iteration 21Q: 3 clusters Score -56171.87 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -56184.062500 Penalty: 638.999878 Iteration 22Q: 3 clusters Score -56184.06 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -56195.972656 Penalty: 638.999878 Iteration 23Q: 3 clusters Score -56195.97 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -56202.800781 Penalty: 638.999878 Iteration 24Q: 3 clusters Score -56202.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -56204.289062 Penalty: 638.999878 Iteration 25Q: 3 clusters Score -56204.29 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -56206.824219 Penalty: 638.999878 Iteration 26Q: 3 clusters Score -56206.82 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -56209.261719 Penalty: 638.999878 Iteration 27Q: 3 clusters Score -56209.26 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -56212.054688 Penalty: 638.999878 Iteration 28Q: 3 clusters Score -56212.05 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -56214.406250 Penalty: 638.999878 Iteration 29Q: 3 clusters Score -56214.41 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -56215.910156 Penalty: 638.999878 Iteration 30Q: 3 clusters Score -56215.91 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -56217.152344 Penalty: 638.999878 Iteration 31Q: 3 clusters Score -56217.15 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -56217.894531 Penalty: 638.999878 Iteration 32Q: 3 clusters Score -56217.89 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -56218.929688 Penalty: 638.999878 Iteration 33Q: 3 clusters Score -56218.93 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -56219.277344 Penalty: 638.999878 Iteration 34Q: 3 clusters Score -56219.28 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -56219.453125 Penalty: 638.999878 Iteration 35Q: 3 clusters Score -56219.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -56219.574219 Penalty: 638.999878 Iteration 36Q: 3 clusters Score -56219.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -56219.574219 Penalty: 638.999878 Iteration 37F: 3 clusters Score -56219.57 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2326 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2326 members Entering Unmasked Estep Score: -107646.492188 Penalty: 352.711700 Iteration 0F: 2 clusters Score -107646.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -106023.742188 Penalty: 705.423401 Iteration 0F: 3 clusters Score -106023.7 nChanged 975 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -106663.804688 Penalty: 705.423401 Iteration 1F: 3 clusters Score -106663.8 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -106803.015625 Penalty: 705.423401 Iteration 2F: 3 clusters Score -106803 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -106905.093750 Penalty: 705.423401 Iteration 3F: 3 clusters Score -106905.1 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -106986.765625 Penalty: 705.423401 Iteration 4F: 3 clusters Score -106986.8 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -107048.468750 Penalty: 705.423401 Iteration 5Q: 3 clusters Score -107048.5 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -107089.906250 Penalty: 705.423401 Iteration 6Q: 3 clusters Score -107089.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -107124.531250 Penalty: 705.423401 Iteration 7Q: 3 clusters Score -107124.5 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -107151.992188 Penalty: 705.423401 Iteration 8Q: 3 clusters Score -107152 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -107176.539062 Penalty: 705.423401 Iteration 9Q: 3 clusters Score -107176.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -107195.007812 Penalty: 705.423401 Iteration 10Q: 3 clusters Score -107195 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -107209.617188 Penalty: 705.423401 Iteration 11Q: 3 clusters Score -107209.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -107225.960938 Penalty: 705.423401 Iteration 12Q: 3 clusters Score -107226 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -107242.929688 Penalty: 705.423401 Iteration 13Q: 3 clusters Score -107242.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -107258.382812 Penalty: 705.423401 Iteration 14Q: 3 clusters Score -107258.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 1560 members Entering Unmasked Estep Score: -107275.992188 Penalty: 705.423401 Iteration 15Q: 3 clusters Score -107276 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -107302.609375 Penalty: 705.423401 Iteration 16Q: 3 clusters Score -107302.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -107324.820312 Penalty: 705.423401 Iteration 17Q: 3 clusters Score -107324.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -107340.757812 Penalty: 705.423401 Iteration 18Q: 3 clusters Score -107340.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -107359.140625 Penalty: 705.423401 Iteration 19Q: 3 clusters Score -107359.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -107374.398438 Penalty: 705.423401 Iteration 20F: 3 clusters Score -107374.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 1761 members Entering Unmasked Estep Score: -107387.671875 Penalty: 705.423401 Iteration 21Q: 3 clusters Score -107387.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -107397.125000 Penalty: 705.423401 Iteration 22Q: 3 clusters Score -107397.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -107406.179688 Penalty: 705.423401 Iteration 23Q: 3 clusters Score -107406.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 1836 members Entering Unmasked Estep Score: -107420.226562 Penalty: 705.423401 Iteration 24Q: 3 clusters Score -107420.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 1863 members Entering Unmasked Estep Score: -107434.179688 Penalty: 705.423401 Iteration 25Q: 3 clusters Score -107434.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -107440.710938 Penalty: 705.423401 Iteration 26Q: 3 clusters Score -107440.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -107446.414062 Penalty: 705.423401 Iteration 27Q: 3 clusters Score -107446.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -107449.929688 Penalty: 705.423401 Iteration 28Q: 3 clusters Score -107449.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 1914 members Entering Unmasked Estep Score: -107453.812500 Penalty: 705.423401 Iteration 29Q: 3 clusters Score -107453.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 1919 members Entering Unmasked Estep Score: -107455.234375 Penalty: 705.423401 Iteration 30Q: 3 clusters Score -107455.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -107458.296875 Penalty: 705.423401 Iteration 31Q: 3 clusters Score -107458.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 1935 members Entering Unmasked Estep Score: -107462.789062 Penalty: 705.423401 Iteration 32Q: 3 clusters Score -107462.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -107464.484375 Penalty: 705.423401 Iteration 33Q: 3 clusters Score -107464.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 1942 members Entering Unmasked Estep Score: -107466.359375 Penalty: 705.423401 Iteration 34Q: 3 clusters Score -107466.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -107466.781250 Penalty: 705.423401 Iteration 35Q: 3 clusters Score -107466.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -107467.578125 Penalty: 705.423401 Iteration 36Q: 3 clusters Score -107467.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -107467.742188 Penalty: 705.423401 Iteration 37Q: 3 clusters Score -107467.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -107467.742188 Penalty: 705.423401 Iteration 38F: 3 clusters Score -107467.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (2518 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2518 members Entering Unmasked Estep Score: -146541.625000 Penalty: 356.320526 Iteration 0F: 2 clusters Score -146541.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -144767.828125 Penalty: 712.641052 Iteration 0F: 3 clusters Score -144767.8 nChanged 1070 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -145300.734375 Penalty: 712.641052 Iteration 1F: 3 clusters Score -145300.7 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -145415.000000 Penalty: 712.641052 Iteration 2F: 3 clusters Score -145415 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -145537.734375 Penalty: 712.641052 Iteration 3F: 3 clusters Score -145537.7 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -145654.968750 Penalty: 712.641052 Iteration 4F: 3 clusters Score -145655 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 1828 members Entering Unmasked Estep Score: -145791.312500 Penalty: 712.641052 Iteration 5F: 3 clusters Score -145791.3 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -145936.468750 Penalty: 712.641052 Iteration 6F: 3 clusters Score -145936.5 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -146050.515625 Penalty: 712.641052 Iteration 7Q: 3 clusters Score -146050.5 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 2016 members Entering Unmasked Estep Score: -146120.687500 Penalty: 712.641052 Iteration 8Q: 3 clusters Score -146120.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -146137.453125 Penalty: 712.641052 Iteration 9Q: 3 clusters Score -146137.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 2048 members Entering Unmasked Estep Score: -146148.468750 Penalty: 712.641052 Iteration 10Q: 3 clusters Score -146148.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -146156.437500 Penalty: 712.641052 Iteration 11Q: 3 clusters Score -146156.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 2070 members Entering Unmasked Estep Score: -146162.031250 Penalty: 712.641052 Iteration 12Q: 3 clusters Score -146162 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 2077 members Entering Unmasked Estep Score: -146168.093750 Penalty: 712.641052 Iteration 13Q: 3 clusters Score -146168.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 2083 members Entering Unmasked Estep Score: -146172.031250 Penalty: 712.641052 Iteration 14Q: 3 clusters Score -146172 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 2086 members Entering Unmasked Estep Score: -146175.796875 Penalty: 712.641052 Iteration 15Q: 3 clusters Score -146175.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 2093 members Entering Unmasked Estep Score: -146183.062500 Penalty: 712.641052 Iteration 16Q: 3 clusters Score -146183.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -146188.593750 Penalty: 712.641052 Iteration 17Q: 3 clusters Score -146188.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 2104 members Entering Unmasked Estep Score: -146193.453125 Penalty: 712.641052 Iteration 18Q: 3 clusters Score -146193.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 2112 members Entering Unmasked Estep Score: -146197.656250 Penalty: 712.641052 Iteration 19Q: 3 clusters Score -146197.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -146200.593750 Penalty: 712.641052 Iteration 20F: 3 clusters Score -146200.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -146202.953125 Penalty: 712.641052 Iteration 21Q: 3 clusters Score -146203 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 2122 members Entering Unmasked Estep Score: -146204.703125 Penalty: 712.641052 Iteration 22Q: 3 clusters Score -146204.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 2127 members Entering Unmasked Estep Score: -146208.234375 Penalty: 712.641052 Iteration 23Q: 3 clusters Score -146208.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -146210.468750 Penalty: 712.641052 Iteration 24Q: 3 clusters Score -146210.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 2135 members Entering Unmasked Estep Score: -146211.218750 Penalty: 712.641052 Iteration 25Q: 3 clusters Score -146211.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 2137 members Entering Unmasked Estep Score: -146211.890625 Penalty: 712.641052 Iteration 26Q: 3 clusters Score -146211.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 2138 members Entering Unmasked Estep Score: -146212.890625 Penalty: 712.641052 Iteration 27Q: 3 clusters Score -146212.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 2142 members Entering Unmasked Estep Score: -146214.953125 Penalty: 712.641052 Iteration 28Q: 3 clusters Score -146215 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 2143 members Entering Unmasked Estep Score: -146216.343750 Penalty: 712.641052 Iteration 29Q: 3 clusters Score -146216.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 2144 members Entering Unmasked Estep Score: -146217.187500 Penalty: 712.641052 Iteration 30Q: 3 clusters Score -146217.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 2146 members Entering Unmasked Estep Score: -146218.171875 Penalty: 712.641052 Iteration 31Q: 3 clusters Score -146218.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 2147 members Entering Unmasked Estep Score: -146220.218750 Penalty: 712.641052 Iteration 32Q: 3 clusters Score -146220.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 2151 members Entering Unmasked Estep Score: -146221.796875 Penalty: 712.641052 Iteration 33Q: 3 clusters Score -146221.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 2155 members Entering Unmasked Estep Score: -146223.062500 Penalty: 712.641052 Iteration 34Q: 3 clusters Score -146223.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 2161 members Entering Unmasked Estep Score: -146225.015625 Penalty: 712.641052 Iteration 35Q: 3 clusters Score -146225 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -146228.625000 Penalty: 712.641052 Iteration 36Q: 3 clusters Score -146228.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 2170 members Entering Unmasked Estep Score: -146233.421875 Penalty: 712.641052 Iteration 37Q: 3 clusters Score -146233.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 2177 members Entering Unmasked Estep Score: -146237.312500 Penalty: 712.641052 Iteration 38Q: 3 clusters Score -146237.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 2183 members Entering Unmasked Estep Score: -146239.312500 Penalty: 712.641052 Iteration 39Q: 3 clusters Score -146239.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 2187 members Entering Unmasked Estep Score: -146240.390625 Penalty: 712.641052 Iteration 40F: 3 clusters Score -146240.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 2192 members Entering Unmasked Estep Score: -146241.171875 Penalty: 712.641052 Iteration 41Q: 3 clusters Score -146241.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 2198 members Entering Unmasked Estep Score: -146242.734375 Penalty: 712.641052 Iteration 42Q: 3 clusters Score -146242.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -146243.296875 Penalty: 712.641052 Iteration 43Q: 3 clusters Score -146243.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 2207 members Entering Unmasked Estep Score: -146244.812500 Penalty: 712.641052 Iteration 44Q: 3 clusters Score -146244.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 2213 members Entering Unmasked Estep Score: -146247.828125 Penalty: 712.641052 Iteration 45Q: 3 clusters Score -146247.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -146251.171875 Penalty: 712.641052 Iteration 46Q: 3 clusters Score -146251.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 2227 members Entering Unmasked Estep Score: -146254.062500 Penalty: 712.641052 Iteration 47Q: 3 clusters Score -146254.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 2230 members Entering Unmasked Estep Score: -146255.828125 Penalty: 712.641052 Iteration 48Q: 3 clusters Score -146255.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 2233 members Entering Unmasked Estep Score: -146256.531250 Penalty: 712.641052 Iteration 49Q: 3 clusters Score -146256.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 2234 members Entering Unmasked Estep Score: -146256.656250 Penalty: 712.641052 Iteration 50Q: 3 clusters Score -146256.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 2234 members Entering Unmasked Estep Score: -146256.656250 Penalty: 712.641052 Iteration 51F: 3 clusters Score -146256.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (57750 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57750 members Entering Unmasked Estep Score: -3602150.750000 Penalty: 498.856476 Iteration 0F: 2 clusters Score -3602151 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28755 members Mstep: Class 2 contains 28995 members Entering Unmasked Estep Score: -3563262.000000 Penalty: 997.712952 Iteration 0F: 3 clusters Score -3563262 nChanged 28109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25546 members Mstep: Class 2 contains 32204 members Entering Unmasked Estep Score: -3580422.750000 Penalty: 997.712952 Iteration 1F: 3 clusters Score -3580423 nChanged 2845 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23791 members Mstep: Class 2 contains 33959 members Entering Unmasked Estep Score: -3581775.250000 Penalty: 997.712952 Iteration 2Q: 3 clusters Score -3581775 nChanged 3528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21233 members Mstep: Class 2 contains 36517 members Entering Unmasked Estep Score: -3584078.750000 Penalty: 997.712952 Iteration 3F: 3 clusters Score -3584079 nChanged 3955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18106 members Mstep: Class 2 contains 39644 members Entering Unmasked Estep Score: -3587434.500000 Penalty: 997.712952 Iteration 4F: 3 clusters Score -3587434 nChanged 3937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15031 members Mstep: Class 2 contains 42719 members Entering Unmasked Estep Score: -3590989.750000 Penalty: 997.712952 Iteration 5F: 3 clusters Score -3590990 nChanged 3311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12482 members Mstep: Class 2 contains 45268 members Entering Unmasked Estep Score: -3593737.250000 Penalty: 997.712952 Iteration 6F: 3 clusters Score -3593737 nChanged 2369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10655 members Mstep: Class 2 contains 47095 members Entering Unmasked Estep Score: -3595359.250000 Penalty: 997.712952 Iteration 7Q: 3 clusters Score -3595359 nChanged 1755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9170 members Mstep: Class 2 contains 48580 members Entering Unmasked Estep Score: -3596390.250000 Penalty: 997.712952 Iteration 8Q: 3 clusters Score -3596390 nChanged 1438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7836 members Mstep: Class 2 contains 49914 members Entering Unmasked Estep Score: -3597219.250000 Penalty: 997.712952 Iteration 9Q: 3 clusters Score -3597219 nChanged 1300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6584 members Mstep: Class 2 contains 51166 members Entering Unmasked Estep Score: -3597991.750000 Penalty: 997.712952 Iteration 10Q: 3 clusters Score -3597992 nChanged 1105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5489 members Mstep: Class 2 contains 52261 members Entering Unmasked Estep Score: -3598612.750000 Penalty: 997.712952 Iteration 11Q: 3 clusters Score -3598613 nChanged 922 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4569 members Mstep: Class 2 contains 53181 members Entering Unmasked Estep Score: -3599134.250000 Penalty: 997.712952 Iteration 12Q: 3 clusters Score -3599134 nChanged 840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3729 members Mstep: Class 2 contains 54021 members Entering Unmasked Estep Score: -3599595.500000 Penalty: 997.712952 Iteration 13Q: 3 clusters Score -3599596 nChanged 773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2956 members Mstep: Class 2 contains 54794 members Entering Unmasked Estep Score: -3600090.750000 Penalty: 997.712952 Iteration 14Q: 3 clusters Score -3600091 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2314 members Mstep: Class 2 contains 55436 members Entering Unmasked Estep Score: -3600486.250000 Penalty: 997.712952 Iteration 15Q: 3 clusters Score -3600486 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1796 members Mstep: Class 2 contains 55954 members Entering Unmasked Estep Score: -3600808.000000 Penalty: 997.712952 Iteration 16Q: 3 clusters Score -3600808 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 56394 members Entering Unmasked Estep Score: -3601092.750000 Penalty: 997.712952 Iteration 17Q: 3 clusters Score -3601093 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 56716 members Entering Unmasked Estep Score: -3601295.250000 Penalty: 997.712952 Iteration 18Q: 3 clusters Score -3601295 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 56944 members Entering Unmasked Estep Score: -3601420.000000 Penalty: 997.712952 Iteration 19Q: 3 clusters Score -3601420 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 57107 members Entering Unmasked Estep Score: -3601513.250000 Penalty: 997.712952 Iteration 20F: 3 clusters Score -3601513 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 57242 members Entering Unmasked Estep Score: -3601606.500000 Penalty: 997.712952 Iteration 21Q: 3 clusters Score -3601606 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 57322 members Entering Unmasked Estep Score: -3601648.750000 Penalty: 997.712952 Iteration 22Q: 3 clusters Score -3601649 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 57373 members Entering Unmasked Estep Score: -3601685.000000 Penalty: 997.712952 Iteration 23Q: 3 clusters Score -3601685 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 57413 members Entering Unmasked Estep Score: -3601713.250000 Penalty: 997.712952 Iteration 24Q: 3 clusters Score -3601713 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 57434 members Entering Unmasked Estep Score: -3601725.000000 Penalty: 997.712952 Iteration 25Q: 3 clusters Score -3601725 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 57454 members Entering Unmasked Estep Score: -3601729.500000 Penalty: 997.712952 Iteration 26Q: 3 clusters Score -3601730 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 57465 members Entering Unmasked Estep Score: -3601734.500000 Penalty: 997.712952 Iteration 27Q: 3 clusters Score -3601734 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 57477 members Entering Unmasked Estep Score: -3601742.500000 Penalty: 997.712952 Iteration 28Q: 3 clusters Score -3601742 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 57483 members Entering Unmasked Estep Score: -3601745.750000 Penalty: 997.712952 Iteration 29Q: 3 clusters Score -3601746 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 57486 members Entering Unmasked Estep Score: -3601749.500000 Penalty: 997.712952 Iteration 30Q: 3 clusters Score -3601750 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 57490 members Entering Unmasked Estep Score: -3601752.750000 Penalty: 997.712952 Iteration 31Q: 3 clusters Score -3601753 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 57493 members Entering Unmasked Estep Score: -3601748.500000 Penalty: 997.712952 Iteration 32Q: 3 clusters Score -3601748 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 57495 members Entering Unmasked Estep Score: -3601751.500000 Penalty: 997.712952 Iteration 33Q: 3 clusters Score -3601752 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 57496 members Entering Unmasked Estep Score: -3601752.000000 Penalty: 997.712952 Iteration 34Q: 3 clusters Score -3601752 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 57498 members Entering Unmasked Estep Score: -3601750.250000 Penalty: 997.712952 Iteration 35Q: 3 clusters Score -3601750 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 57500 members Entering Unmasked Estep Score: -3601752.250000 Penalty: 997.712952 Iteration 36Q: 3 clusters Score -3601752 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 57503 members Entering Unmasked Estep Score: -3601752.250000 Penalty: 997.712952 Iteration 37Q: 3 clusters Score -3601752 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 57505 members Entering Unmasked Estep Score: -3601756.500000 Penalty: 997.712952 Iteration 38Q: 3 clusters Score -3601756 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 57506 members Entering Unmasked Estep Score: -3601758.500000 Penalty: 997.712952 Iteration 39Q: 3 clusters Score -3601758 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 57506 members Entering Unmasked Estep Score: -3601758.500000 Penalty: 997.712952 Iteration 40F: 3 clusters Score -3601758 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (1765 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Entering Unmasked Estep Score: -101768.531250 Penalty: 340.153717 Iteration 0F: 2 clusters Score -101768.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -100504.046875 Penalty: 680.307434 Iteration 0F: 3 clusters Score -100504 nChanged 721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -100920.937500 Penalty: 680.307434 Iteration 1F: 3 clusters Score -100920.9 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -100989.281250 Penalty: 680.307434 Iteration 2F: 3 clusters Score -100989.3 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -101043.085938 Penalty: 680.307434 Iteration 3Q: 3 clusters Score -101043.1 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -101124.867188 Penalty: 680.307434 Iteration 4F: 3 clusters Score -101124.9 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -101189.664062 Penalty: 680.307434 Iteration 5F: 3 clusters Score -101189.7 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -101234.765625 Penalty: 680.307434 Iteration 6Q: 3 clusters Score -101234.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -101279.437500 Penalty: 680.307434 Iteration 7Q: 3 clusters Score -101279.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -101340.593750 Penalty: 680.307434 Iteration 8Q: 3 clusters Score -101340.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -101393.304688 Penalty: 680.307434 Iteration 9Q: 3 clusters Score -101393.3 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -101439.609375 Penalty: 680.307434 Iteration 10Q: 3 clusters Score -101439.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -101474.023438 Penalty: 680.307434 Iteration 11Q: 3 clusters Score -101474 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -101499.171875 Penalty: 680.307434 Iteration 12Q: 3 clusters Score -101499.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -101523.023438 Penalty: 680.307434 Iteration 13Q: 3 clusters Score -101523 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -101538.242188 Penalty: 680.307434 Iteration 14Q: 3 clusters Score -101538.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -101548.250000 Penalty: 680.307434 Iteration 15Q: 3 clusters Score -101548.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -101554.109375 Penalty: 680.307434 Iteration 16Q: 3 clusters Score -101554.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -101559.085938 Penalty: 680.307434 Iteration 17Q: 3 clusters Score -101559.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -101561.164062 Penalty: 680.307434 Iteration 18Q: 3 clusters Score -101561.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -101562.906250 Penalty: 680.307434 Iteration 19Q: 3 clusters Score -101562.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -101563.320312 Penalty: 680.307434 Iteration 20F: 3 clusters Score -101563.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (151 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Entering Unmasked Estep Score: -6195.128906 Penalty: 228.286224 Iteration 0F: 2 clusters Score -6195.129 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 80 members Entering Unmasked Estep Score: -5966.507812 Penalty: 456.572449 Iteration 0F: 3 clusters Score -5966.508 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -6016.599609 Penalty: 456.572449 Iteration 1F: 3 clusters Score -6016.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -6042.215820 Penalty: 456.572449 Iteration 2F: 3 clusters Score -6042.216 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -6055.225098 Penalty: 456.572449 Iteration 3Q: 3 clusters Score -6055.225 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -6060.401855 Penalty: 456.572449 Iteration 4Q: 3 clusters Score -6060.402 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -6061.562500 Penalty: 456.572449 Iteration 5Q: 3 clusters Score -6061.562 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -6061.562500 Penalty: 456.572449 Iteration 6F: 3 clusters Score -6061.562 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (7464 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7464 members Entering Unmasked Estep Score: -425593.906250 Penalty: 405.762024 Iteration 0F: 2 clusters Score -425593.9 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 3697 members Entering Unmasked Estep Score: -420712.000000 Penalty: 811.524048 Iteration 0F: 3 clusters Score -420712 nChanged 3424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3873 members Mstep: Class 2 contains 3591 members Entering Unmasked Estep Score: -422720.531250 Penalty: 811.524048 Iteration 1F: 3 clusters Score -422720.5 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3951 members Mstep: Class 2 contains 3513 members Entering Unmasked Estep Score: -422918.406250 Penalty: 811.524048 Iteration 2F: 3 clusters Score -422918.4 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4080 members Mstep: Class 2 contains 3384 members Entering Unmasked Estep Score: -423108.812500 Penalty: 811.524048 Iteration 3F: 3 clusters Score -423108.8 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4249 members Mstep: Class 2 contains 3215 members Entering Unmasked Estep Score: -423315.937500 Penalty: 811.524048 Iteration 4F: 3 clusters Score -423315.9 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4447 members Mstep: Class 2 contains 3017 members Entering Unmasked Estep Score: -423539.812500 Penalty: 811.524048 Iteration 5F: 3 clusters Score -423539.8 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4631 members Mstep: Class 2 contains 2833 members Entering Unmasked Estep Score: -423795.406250 Penalty: 811.524048 Iteration 6F: 3 clusters Score -423795.4 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4809 members Mstep: Class 2 contains 2655 members Entering Unmasked Estep Score: -424059.437500 Penalty: 811.524048 Iteration 7F: 3 clusters Score -424059.4 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4963 members Mstep: Class 2 contains 2501 members Entering Unmasked Estep Score: -424242.125000 Penalty: 811.524048 Iteration 8Q: 3 clusters Score -424242.1 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5097 members Mstep: Class 2 contains 2367 members Entering Unmasked Estep Score: -424387.625000 Penalty: 811.524048 Iteration 9Q: 3 clusters Score -424387.6 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5227 members Mstep: Class 2 contains 2237 members Entering Unmasked Estep Score: -424497.125000 Penalty: 811.524048 Iteration 10Q: 3 clusters Score -424497.1 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5376 members Mstep: Class 2 contains 2088 members Entering Unmasked Estep Score: -424590.312500 Penalty: 811.524048 Iteration 11Q: 3 clusters Score -424590.3 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5515 members Mstep: Class 2 contains 1949 members Entering Unmasked Estep Score: -424656.218750 Penalty: 811.524048 Iteration 12Q: 3 clusters Score -424656.2 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5641 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -424711.156250 Penalty: 811.524048 Iteration 13Q: 3 clusters Score -424711.2 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5760 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -424761.593750 Penalty: 811.524048 Iteration 14Q: 3 clusters Score -424761.6 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5864 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -424803.937500 Penalty: 811.524048 Iteration 15Q: 3 clusters Score -424803.9 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5952 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -424833.937500 Penalty: 811.524048 Iteration 16Q: 3 clusters Score -424833.9 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6028 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -424866.968750 Penalty: 811.524048 Iteration 17Q: 3 clusters Score -424867 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6121 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -424913.218750 Penalty: 811.524048 Iteration 18Q: 3 clusters Score -424913.2 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6223 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -424969.468750 Penalty: 811.524048 Iteration 19Q: 3 clusters Score -424969.5 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6324 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -425020.718750 Penalty: 811.524048 Iteration 20F: 3 clusters Score -425020.7 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6402 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -425058.312500 Penalty: 811.524048 Iteration 21Q: 3 clusters Score -425058.3 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6480 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -425097.468750 Penalty: 811.524048 Iteration 22Q: 3 clusters Score -425097.5 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6551 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -425136.531250 Penalty: 811.524048 Iteration 23Q: 3 clusters Score -425136.5 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6610 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -425160.156250 Penalty: 811.524048 Iteration 24Q: 3 clusters Score -425160.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6651 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -425182.750000 Penalty: 811.524048 Iteration 25Q: 3 clusters Score -425182.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6693 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -425207.062500 Penalty: 811.524048 Iteration 26Q: 3 clusters Score -425207.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6732 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -425227.562500 Penalty: 811.524048 Iteration 27Q: 3 clusters Score -425227.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6765 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -425240.625000 Penalty: 811.524048 Iteration 28Q: 3 clusters Score -425240.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6795 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -425251.000000 Penalty: 811.524048 Iteration 29Q: 3 clusters Score -425251 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6818 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -425264.281250 Penalty: 811.524048 Iteration 30Q: 3 clusters Score -425264.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6854 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -425279.031250 Penalty: 811.524048 Iteration 31Q: 3 clusters Score -425279 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6879 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -425291.468750 Penalty: 811.524048 Iteration 32Q: 3 clusters Score -425291.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6909 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -425308.812500 Penalty: 811.524048 Iteration 33Q: 3 clusters Score -425308.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6940 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -425326.781250 Penalty: 811.524048 Iteration 34Q: 3 clusters Score -425326.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6959 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -425338.281250 Penalty: 811.524048 Iteration 35Q: 3 clusters Score -425338.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6980 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -425356.968750 Penalty: 811.524048 Iteration 36Q: 3 clusters Score -425357 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6996 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -425373.062500 Penalty: 811.524048 Iteration 37Q: 3 clusters Score -425373.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7013 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -425384.843750 Penalty: 811.524048 Iteration 38Q: 3 clusters Score -425384.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7024 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -425393.187500 Penalty: 811.524048 Iteration 39Q: 3 clusters Score -425393.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7032 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -425405.250000 Penalty: 811.524048 Iteration 40F: 3 clusters Score -425405.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7043 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -425410.562500 Penalty: 811.524048 Iteration 41Q: 3 clusters Score -425410.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7053 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -425416.406250 Penalty: 811.524048 Iteration 42Q: 3 clusters Score -425416.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7058 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -425418.156250 Penalty: 811.524048 Iteration 43Q: 3 clusters Score -425418.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7061 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -425419.187500 Penalty: 811.524048 Iteration 44Q: 3 clusters Score -425419.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7064 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -425420.687500 Penalty: 811.524048 Iteration 45Q: 3 clusters Score -425420.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7070 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -425421.625000 Penalty: 811.524048 Iteration 46Q: 3 clusters Score -425421.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7077 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -425423.343750 Penalty: 811.524048 Iteration 47Q: 3 clusters Score -425423.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7084 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -425425.843750 Penalty: 811.524048 Iteration 48Q: 3 clusters Score -425425.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7088 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -425427.500000 Penalty: 811.524048 Iteration 49Q: 3 clusters Score -425427.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7093 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -425429.562500 Penalty: 811.524048 Iteration 50Q: 3 clusters Score -425429.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7102 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -425434.750000 Penalty: 811.524048 Iteration 51Q: 3 clusters Score -425434.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7107 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -425438.406250 Penalty: 811.524048 Iteration 52Q: 3 clusters Score -425438.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7109 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -425438.562500 Penalty: 811.524048 Iteration 53Q: 3 clusters Score -425438.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7110 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -425439.531250 Penalty: 811.524048 Iteration 54Q: 3 clusters Score -425439.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7110 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -425439.531250 Penalty: 811.524048 Iteration 55F: 3 clusters Score -425439.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (12428 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12428 members Entering Unmasked Estep Score: -662392.312500 Penalty: 428.960693 Iteration 0F: 2 clusters Score -662392.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6219 members Mstep: Class 2 contains 6209 members Entering Unmasked Estep Score: -654109.375000 Penalty: 857.921387 Iteration 0F: 3 clusters Score -654109.4 nChanged 5879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6156 members Mstep: Class 2 contains 6272 members Entering Unmasked Estep Score: -657614.562500 Penalty: 857.921387 Iteration 1F: 3 clusters Score -657614.6 nChanged 729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6101 members Mstep: Class 2 contains 6327 members Entering Unmasked Estep Score: -657969.750000 Penalty: 857.921387 Iteration 2F: 3 clusters Score -657969.8 nChanged 752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6035 members Mstep: Class 2 contains 6393 members Entering Unmasked Estep Score: -658346.250000 Penalty: 857.921387 Iteration 3F: 3 clusters Score -658346.2 nChanged 701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5992 members Mstep: Class 2 contains 6436 members Entering Unmasked Estep Score: -658715.375000 Penalty: 857.921387 Iteration 4F: 3 clusters Score -658715.4 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5964 members Mstep: Class 2 contains 6464 members Entering Unmasked Estep Score: -659077.375000 Penalty: 857.921387 Iteration 5F: 3 clusters Score -659077.4 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5951 members Mstep: Class 2 contains 6477 members Entering Unmasked Estep Score: -659411.687500 Penalty: 857.921387 Iteration 6Q: 3 clusters Score -659411.7 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5947 members Mstep: Class 2 contains 6481 members Entering Unmasked Estep Score: -659709.187500 Penalty: 857.921387 Iteration 7Q: 3 clusters Score -659709.2 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5947 members Mstep: Class 2 contains 6481 members Entering Unmasked Estep Score: -659892.312500 Penalty: 857.921387 Iteration 8Q: 3 clusters Score -659892.3 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5932 members Mstep: Class 2 contains 6496 members Entering Unmasked Estep Score: -659974.562500 Penalty: 857.921387 Iteration 9Q: 3 clusters Score -659974.6 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5919 members Mstep: Class 2 contains 6509 members Entering Unmasked Estep Score: -660012.437500 Penalty: 857.921387 Iteration 10Q: 3 clusters Score -660012.4 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5914 members Mstep: Class 2 contains 6514 members Entering Unmasked Estep Score: -660030.625000 Penalty: 857.921387 Iteration 11Q: 3 clusters Score -660030.6 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5909 members Mstep: Class 2 contains 6519 members Entering Unmasked Estep Score: -660046.062500 Penalty: 857.921387 Iteration 12Q: 3 clusters Score -660046.1 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5904 members Mstep: Class 2 contains 6524 members Entering Unmasked Estep Score: -660054.687500 Penalty: 857.921387 Iteration 13Q: 3 clusters Score -660054.7 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5902 members Mstep: Class 2 contains 6526 members Entering Unmasked Estep Score: -660068.500000 Penalty: 857.921387 Iteration 14Q: 3 clusters Score -660068.5 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5895 members Mstep: Class 2 contains 6533 members Entering Unmasked Estep Score: -660079.500000 Penalty: 857.921387 Iteration 15Q: 3 clusters Score -660079.5 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5899 members Mstep: Class 2 contains 6529 members Entering Unmasked Estep Score: -660083.687500 Penalty: 857.921387 Iteration 16Q: 3 clusters Score -660083.7 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5884 members Mstep: Class 2 contains 6544 members Entering Unmasked Estep Score: -660094.687500 Penalty: 857.921387 Iteration 17Q: 3 clusters Score -660094.7 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5857 members Mstep: Class 2 contains 6571 members Entering Unmasked Estep Score: -660099.500000 Penalty: 857.921387 Iteration 18Q: 3 clusters Score -660099.5 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5812 members Mstep: Class 2 contains 6616 members Entering Unmasked Estep Score: -660109.250000 Penalty: 857.921387 Iteration 19Q: 3 clusters Score -660109.2 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5769 members Mstep: Class 2 contains 6659 members Entering Unmasked Estep Score: -660118.875000 Penalty: 857.921387 Iteration 20F: 3 clusters Score -660118.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5733 members Mstep: Class 2 contains 6695 members Entering Unmasked Estep Score: -660126.875000 Penalty: 857.921387 Iteration 21Q: 3 clusters Score -660126.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5686 members Mstep: Class 2 contains 6742 members Entering Unmasked Estep Score: -660137.500000 Penalty: 857.921387 Iteration 22Q: 3 clusters Score -660137.5 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5638 members Mstep: Class 2 contains 6790 members Entering Unmasked Estep Score: -660146.750000 Penalty: 857.921387 Iteration 23Q: 3 clusters Score -660146.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5594 members Mstep: Class 2 contains 6834 members Entering Unmasked Estep Score: -660156.187500 Penalty: 857.921387 Iteration 24Q: 3 clusters Score -660156.2 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5543 members Mstep: Class 2 contains 6885 members Entering Unmasked Estep Score: -660166.187500 Penalty: 857.921387 Iteration 25Q: 3 clusters Score -660166.2 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5479 members Mstep: Class 2 contains 6949 members Entering Unmasked Estep Score: -660180.562500 Penalty: 857.921387 Iteration 26Q: 3 clusters Score -660180.6 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5412 members Mstep: Class 2 contains 7016 members Entering Unmasked Estep Score: -660205.687500 Penalty: 857.921387 Iteration 27Q: 3 clusters Score -660205.7 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5328 members Mstep: Class 2 contains 7100 members Entering Unmasked Estep Score: -660241.562500 Penalty: 857.921387 Iteration 28Q: 3 clusters Score -660241.6 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5227 members Mstep: Class 2 contains 7201 members Entering Unmasked Estep Score: -660280.312500 Penalty: 857.921387 Iteration 29Q: 3 clusters Score -660280.3 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5146 members Mstep: Class 2 contains 7282 members Entering Unmasked Estep Score: -660308.937500 Penalty: 857.921387 Iteration 30Q: 3 clusters Score -660308.9 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5046 members Mstep: Class 2 contains 7382 members Entering Unmasked Estep Score: -660340.750000 Penalty: 857.921387 Iteration 31Q: 3 clusters Score -660340.8 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4940 members Mstep: Class 2 contains 7488 members Entering Unmasked Estep Score: -660373.875000 Penalty: 857.921387 Iteration 32Q: 3 clusters Score -660373.9 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4824 members Mstep: Class 2 contains 7604 members Entering Unmasked Estep Score: -660407.250000 Penalty: 857.921387 Iteration 33Q: 3 clusters Score -660407.2 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4711 members Mstep: Class 2 contains 7717 members Entering Unmasked Estep Score: -660434.125000 Penalty: 857.921387 Iteration 34Q: 3 clusters Score -660434.1 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4597 members Mstep: Class 2 contains 7831 members Entering Unmasked Estep Score: -660461.562500 Penalty: 857.921387 Iteration 35Q: 3 clusters Score -660461.6 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4477 members Mstep: Class 2 contains 7951 members Entering Unmasked Estep Score: -660484.375000 Penalty: 857.921387 Iteration 36Q: 3 clusters Score -660484.4 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4357 members Mstep: Class 2 contains 8071 members Entering Unmasked Estep Score: -660510.125000 Penalty: 857.921387 Iteration 37Q: 3 clusters Score -660510.1 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4232 members Mstep: Class 2 contains 8196 members Entering Unmasked Estep Score: -660537.812500 Penalty: 857.921387 Iteration 38Q: 3 clusters Score -660537.8 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4104 members Mstep: Class 2 contains 8324 members Entering Unmasked Estep Score: -660566.750000 Penalty: 857.921387 Iteration 39Q: 3 clusters Score -660566.8 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3980 members Mstep: Class 2 contains 8448 members Entering Unmasked Estep Score: -660594.312500 Penalty: 857.921387 Iteration 40F: 3 clusters Score -660594.3 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3852 members Mstep: Class 2 contains 8576 members Entering Unmasked Estep Score: -660622.000000 Penalty: 857.921387 Iteration 41Q: 3 clusters Score -660622 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3722 members Mstep: Class 2 contains 8706 members Entering Unmasked Estep Score: -660651.875000 Penalty: 857.921387 Iteration 42Q: 3 clusters Score -660651.9 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3588 members Mstep: Class 2 contains 8840 members Entering Unmasked Estep Score: -660683.187500 Penalty: 857.921387 Iteration 43Q: 3 clusters Score -660683.2 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3447 members Mstep: Class 2 contains 8981 members Entering Unmasked Estep Score: -660719.375000 Penalty: 857.921387 Iteration 44Q: 3 clusters Score -660719.4 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3306 members Mstep: Class 2 contains 9122 members Entering Unmasked Estep Score: -660757.812500 Penalty: 857.921387 Iteration 45Q: 3 clusters Score -660757.8 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3160 members Mstep: Class 2 contains 9268 members Entering Unmasked Estep Score: -660796.500000 Penalty: 857.921387 Iteration 46Q: 3 clusters Score -660796.5 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3019 members Mstep: Class 2 contains 9409 members Entering Unmasked Estep Score: -660825.875000 Penalty: 857.921387 Iteration 47Q: 3 clusters Score -660825.9 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2884 members Mstep: Class 2 contains 9544 members Entering Unmasked Estep Score: -660858.937500 Penalty: 857.921387 Iteration 48Q: 3 clusters Score -660858.9 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2752 members Mstep: Class 2 contains 9676 members Entering Unmasked Estep Score: -660891.187500 Penalty: 857.921387 Iteration 49Q: 3 clusters Score -660891.2 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2610 members Mstep: Class 2 contains 9818 members Entering Unmasked Estep Score: -660934.250000 Penalty: 857.921387 Iteration 50Q: 3 clusters Score -660934.2 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 9980 members Entering Unmasked Estep Score: -660989.437500 Penalty: 857.921387 Iteration 51Q: 3 clusters Score -660989.4 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2292 members Mstep: Class 2 contains 10136 members Entering Unmasked Estep Score: -661037.875000 Penalty: 857.921387 Iteration 52Q: 3 clusters Score -661037.9 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2143 members Mstep: Class 2 contains 10285 members Entering Unmasked Estep Score: -661086.875000 Penalty: 857.921387 Iteration 53Q: 3 clusters Score -661086.9 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1983 members Mstep: Class 2 contains 10445 members Entering Unmasked Estep Score: -661146.562500 Penalty: 857.921387 Iteration 54Q: 3 clusters Score -661146.6 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Mstep: Class 2 contains 10603 members Entering Unmasked Estep Score: -661210.125000 Penalty: 857.921387 Iteration 55Q: 3 clusters Score -661210.1 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1678 members Mstep: Class 2 contains 10750 members Entering Unmasked Estep Score: -661263.000000 Penalty: 857.921387 Iteration 56Q: 3 clusters Score -661263 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 10883 members Entering Unmasked Estep Score: -661313.500000 Penalty: 857.921387 Iteration 57Q: 3 clusters Score -661313.5 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 11021 members Entering Unmasked Estep Score: -661372.187500 Penalty: 857.921387 Iteration 58Q: 3 clusters Score -661372.2 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 11152 members Entering Unmasked Estep Score: -661426.312500 Penalty: 857.921387 Iteration 59Q: 3 clusters Score -661426.3 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 11264 members Entering Unmasked Estep Score: -661475.187500 Penalty: 857.921387 Iteration 60F: 3 clusters Score -661475.2 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 11386 members Entering Unmasked Estep Score: -661530.250000 Penalty: 857.921387 Iteration 61Q: 3 clusters Score -661530.2 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 11509 members Entering Unmasked Estep Score: -661588.187500 Penalty: 857.921387 Iteration 62Q: 3 clusters Score -661588.2 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 11619 members Entering Unmasked Estep Score: -661648.750000 Penalty: 857.921387 Iteration 63Q: 3 clusters Score -661648.8 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 11725 members Entering Unmasked Estep Score: -661705.562500 Penalty: 857.921387 Iteration 64Q: 3 clusters Score -661705.6 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 11818 members Entering Unmasked Estep Score: -661758.187500 Penalty: 857.921387 Iteration 65Q: 3 clusters Score -661758.2 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 11905 members Entering Unmasked Estep Score: -661815.312500 Penalty: 857.921387 Iteration 66Q: 3 clusters Score -661815.3 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 11980 members Entering Unmasked Estep Score: -661864.500000 Penalty: 857.921387 Iteration 67Q: 3 clusters Score -661864.5 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 12035 members Entering Unmasked Estep Score: -661907.312500 Penalty: 857.921387 Iteration 68Q: 3 clusters Score -661907.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 12088 members Entering Unmasked Estep Score: -661942.000000 Penalty: 857.921387 Iteration 69Q: 3 clusters Score -661942 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 12122 members Entering Unmasked Estep Score: -661963.937500 Penalty: 857.921387 Iteration 70Q: 3 clusters Score -661963.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 12147 members Entering Unmasked Estep Score: -661976.062500 Penalty: 857.921387 Iteration 71Q: 3 clusters Score -661976.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 12169 members Entering Unmasked Estep Score: -661988.562500 Penalty: 857.921387 Iteration 72Q: 3 clusters Score -661988.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 12189 members Entering Unmasked Estep Score: -661997.312500 Penalty: 857.921387 Iteration 73Q: 3 clusters Score -661997.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 12203 members Entering Unmasked Estep Score: -662008.062500 Penalty: 857.921387 Iteration 74Q: 3 clusters Score -662008.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 12216 members Entering Unmasked Estep Score: -662015.437500 Penalty: 857.921387 Iteration 75Q: 3 clusters Score -662015.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 12229 members Entering Unmasked Estep Score: -662022.187500 Penalty: 857.921387 Iteration 76Q: 3 clusters Score -662022.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 12243 members Entering Unmasked Estep Score: -662031.437500 Penalty: 857.921387 Iteration 77Q: 3 clusters Score -662031.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 12252 members Entering Unmasked Estep Score: -662033.625000 Penalty: 857.921387 Iteration 78Q: 3 clusters Score -662033.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 12260 members Entering Unmasked Estep Score: -662038.812500 Penalty: 857.921387 Iteration 79Q: 3 clusters Score -662038.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 12267 members Entering Unmasked Estep Score: -662042.812500 Penalty: 857.921387 Iteration 80F: 3 clusters Score -662042.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 12272 members Entering Unmasked Estep Score: -662046.812500 Penalty: 857.921387 Iteration 81Q: 3 clusters Score -662046.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 12278 members Entering Unmasked Estep Score: -662052.375000 Penalty: 857.921387 Iteration 82Q: 3 clusters Score -662052.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 12281 members Entering Unmasked Estep Score: -662056.312500 Penalty: 857.921387 Iteration 83Q: 3 clusters Score -662056.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 12287 members Entering Unmasked Estep Score: -662060.812500 Penalty: 857.921387 Iteration 84Q: 3 clusters Score -662060.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 12291 members Entering Unmasked Estep Score: -662063.000000 Penalty: 857.921387 Iteration 85Q: 3 clusters Score -662063 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 12292 members Entering Unmasked Estep Score: -662062.875000 Penalty: 857.921387 Iteration 86Q: 3 clusters Score -662062.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 12292 members Entering Unmasked Estep Score: -662062.875000 Penalty: 857.921387 Iteration 87F: 3 clusters Score -662062.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (3248 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3248 members Entering Unmasked Estep Score: -159071.500000 Penalty: 367.903656 Iteration 0F: 2 clusters Score -159071.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -156811.609375 Penalty: 735.807312 Iteration 0F: 3 clusters Score -156811.6 nChanged 1444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1884 members Entering Unmasked Estep Score: -157726.218750 Penalty: 735.807312 Iteration 1F: 3 clusters Score -157726.2 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -157857.625000 Penalty: 735.807312 Iteration 2F: 3 clusters Score -157857.6 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 2063 members Entering Unmasked Estep Score: -157937.109375 Penalty: 735.807312 Iteration 3F: 3 clusters Score -157937.1 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 2139 members Entering Unmasked Estep Score: -157996.890625 Penalty: 735.807312 Iteration 4Q: 3 clusters Score -157996.9 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 2222 members Entering Unmasked Estep Score: -158061.171875 Penalty: 735.807312 Iteration 5Q: 3 clusters Score -158061.2 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 2297 members Entering Unmasked Estep Score: -158106.765625 Penalty: 735.807312 Iteration 6Q: 3 clusters Score -158106.8 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 2380 members Entering Unmasked Estep Score: -158161.953125 Penalty: 735.807312 Iteration 7Q: 3 clusters Score -158162 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 2472 members Entering Unmasked Estep Score: -158221.359375 Penalty: 735.807312 Iteration 8Q: 3 clusters Score -158221.4 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 2569 members Entering Unmasked Estep Score: -158292.171875 Penalty: 735.807312 Iteration 9Q: 3 clusters Score -158292.2 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 2670 members Entering Unmasked Estep Score: -158359.078125 Penalty: 735.807312 Iteration 10Q: 3 clusters Score -158359.1 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 2763 members Entering Unmasked Estep Score: -158419.703125 Penalty: 735.807312 Iteration 11Q: 3 clusters Score -158419.7 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 2867 members Entering Unmasked Estep Score: -158505.656250 Penalty: 735.807312 Iteration 12Q: 3 clusters Score -158505.7 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 2955 members Entering Unmasked Estep Score: -158579.640625 Penalty: 735.807312 Iteration 13Q: 3 clusters Score -158579.6 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 3022 members Entering Unmasked Estep Score: -158636.312500 Penalty: 735.807312 Iteration 14Q: 3 clusters Score -158636.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 3069 members Entering Unmasked Estep Score: -158677.093750 Penalty: 735.807312 Iteration 15Q: 3 clusters Score -158677.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 3096 members Entering Unmasked Estep Score: -158711.125000 Penalty: 735.807312 Iteration 16Q: 3 clusters Score -158711.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 3110 members Entering Unmasked Estep Score: -158732.906250 Penalty: 735.807312 Iteration 17Q: 3 clusters Score -158732.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 3125 members Entering Unmasked Estep Score: -158750.812500 Penalty: 735.807312 Iteration 18Q: 3 clusters Score -158750.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 3135 members Entering Unmasked Estep Score: -158763.437500 Penalty: 735.807312 Iteration 19Q: 3 clusters Score -158763.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 3140 members Entering Unmasked Estep Score: -158769.765625 Penalty: 735.807312 Iteration 20F: 3 clusters Score -158769.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 3147 members Entering Unmasked Estep Score: -158778.859375 Penalty: 735.807312 Iteration 21Q: 3 clusters Score -158778.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 3150 members Entering Unmasked Estep Score: -158783.843750 Penalty: 735.807312 Iteration 22Q: 3 clusters Score -158783.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 3154 members Entering Unmasked Estep Score: -158786.531250 Penalty: 735.807312 Iteration 23Q: 3 clusters Score -158786.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 3155 members Entering Unmasked Estep Score: -158788.921875 Penalty: 735.807312 Iteration 24Q: 3 clusters Score -158788.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 3155 members Entering Unmasked Estep Score: -158790.593750 Penalty: 735.807312 Iteration 25Q: 3 clusters Score -158790.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 3155 members Entering Unmasked Estep Score: -158790.593750 Penalty: 735.807312 Iteration 26F: 3 clusters Score -158790.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (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: -443455.250000 Penalty: 406.559662 Iteration 0F: 2 clusters Score -443455.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3779 members Mstep: Class 2 contains 3817 members Entering Unmasked Estep Score: -438327.406250 Penalty: 813.119324 Iteration 0F: 3 clusters Score -438327.4 nChanged 3476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3685 members Mstep: Class 2 contains 3911 members Entering Unmasked Estep Score: -440365.718750 Penalty: 813.119324 Iteration 1F: 3 clusters Score -440365.7 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3651 members Mstep: Class 2 contains 3945 members Entering Unmasked Estep Score: -440541.781250 Penalty: 813.119324 Iteration 2F: 3 clusters Score -440541.8 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3629 members Mstep: Class 2 contains 3967 members Entering Unmasked Estep Score: -440745.531250 Penalty: 813.119324 Iteration 3F: 3 clusters Score -440745.5 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3667 members Mstep: Class 2 contains 3929 members Entering Unmasked Estep Score: -440981.000000 Penalty: 813.119324 Iteration 4F: 3 clusters Score -440981 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3735 members Mstep: Class 2 contains 3861 members Entering Unmasked Estep Score: -441234.906250 Penalty: 813.119324 Iteration 5F: 3 clusters Score -441234.9 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3794 members Mstep: Class 2 contains 3802 members Entering Unmasked Estep Score: -441493.125000 Penalty: 813.119324 Iteration 6F: 3 clusters Score -441493.1 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3867 members Mstep: Class 2 contains 3729 members Entering Unmasked Estep Score: -441759.625000 Penalty: 813.119324 Iteration 7F: 3 clusters Score -441759.6 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3944 members Mstep: Class 2 contains 3652 members Entering Unmasked Estep Score: -442003.218750 Penalty: 813.119324 Iteration 8Q: 3 clusters Score -442003.2 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4026 members Mstep: Class 2 contains 3570 members Entering Unmasked Estep Score: -442161.000000 Penalty: 813.119324 Iteration 9Q: 3 clusters Score -442161 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4119 members Mstep: Class 2 contains 3477 members Entering Unmasked Estep Score: -442253.593750 Penalty: 813.119324 Iteration 10Q: 3 clusters Score -442253.6 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4226 members Mstep: Class 2 contains 3370 members Entering Unmasked Estep Score: -442315.187500 Penalty: 813.119324 Iteration 11Q: 3 clusters Score -442315.2 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4329 members Mstep: Class 2 contains 3267 members Entering Unmasked Estep Score: -442358.218750 Penalty: 813.119324 Iteration 12Q: 3 clusters Score -442358.2 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4424 members Mstep: Class 2 contains 3172 members Entering Unmasked Estep Score: -442395.875000 Penalty: 813.119324 Iteration 13Q: 3 clusters Score -442395.9 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4513 members Mstep: Class 2 contains 3083 members Entering Unmasked Estep Score: -442434.593750 Penalty: 813.119324 Iteration 14Q: 3 clusters Score -442434.6 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4613 members Mstep: Class 2 contains 2983 members Entering Unmasked Estep Score: -442474.656250 Penalty: 813.119324 Iteration 15Q: 3 clusters Score -442474.7 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4711 members Mstep: Class 2 contains 2885 members Entering Unmasked Estep Score: -442513.750000 Penalty: 813.119324 Iteration 16Q: 3 clusters Score -442513.8 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4814 members Mstep: Class 2 contains 2782 members Entering Unmasked Estep Score: -442560.375000 Penalty: 813.119324 Iteration 17Q: 3 clusters Score -442560.4 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4923 members Mstep: Class 2 contains 2673 members Entering Unmasked Estep Score: -442609.593750 Penalty: 813.119324 Iteration 18Q: 3 clusters Score -442609.6 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5008 members Mstep: Class 2 contains 2588 members Entering Unmasked Estep Score: -442648.437500 Penalty: 813.119324 Iteration 19Q: 3 clusters Score -442648.4 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5083 members Mstep: Class 2 contains 2513 members Entering Unmasked Estep Score: -442676.031250 Penalty: 813.119324 Iteration 20F: 3 clusters Score -442676 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5152 members Mstep: Class 2 contains 2444 members Entering Unmasked Estep Score: -442701.000000 Penalty: 813.119324 Iteration 21Q: 3 clusters Score -442701 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5220 members Mstep: Class 2 contains 2376 members Entering Unmasked Estep Score: -442723.281250 Penalty: 813.119324 Iteration 22Q: 3 clusters Score -442723.3 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5287 members Mstep: Class 2 contains 2309 members Entering Unmasked Estep Score: -442746.437500 Penalty: 813.119324 Iteration 23Q: 3 clusters Score -442746.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5352 members Mstep: Class 2 contains 2244 members Entering Unmasked Estep Score: -442768.406250 Penalty: 813.119324 Iteration 24Q: 3 clusters Score -442768.4 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5421 members Mstep: Class 2 contains 2175 members Entering Unmasked Estep Score: -442789.281250 Penalty: 813.119324 Iteration 25Q: 3 clusters Score -442789.3 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5493 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -442811.687500 Penalty: 813.119324 Iteration 26Q: 3 clusters Score -442811.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5548 members Mstep: Class 2 contains 2048 members Entering Unmasked Estep Score: -442825.750000 Penalty: 813.119324 Iteration 27Q: 3 clusters Score -442825.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5599 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -442840.718750 Penalty: 813.119324 Iteration 28Q: 3 clusters Score -442840.7 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5650 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -442853.500000 Penalty: 813.119324 Iteration 29Q: 3 clusters Score -442853.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5696 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -442864.031250 Penalty: 813.119324 Iteration 30Q: 3 clusters Score -442864 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5751 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -442878.750000 Penalty: 813.119324 Iteration 31Q: 3 clusters Score -442878.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5815 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -442898.062500 Penalty: 813.119324 Iteration 32Q: 3 clusters Score -442898.1 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5878 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -442915.875000 Penalty: 813.119324 Iteration 33Q: 3 clusters Score -442915.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5939 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -442938.093750 Penalty: 813.119324 Iteration 34Q: 3 clusters Score -442938.1 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6003 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -442957.968750 Penalty: 813.119324 Iteration 35Q: 3 clusters Score -442958 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6056 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -442976.093750 Penalty: 813.119324 Iteration 36Q: 3 clusters Score -442976.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6114 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -442990.062500 Penalty: 813.119324 Iteration 37Q: 3 clusters Score -442990.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6170 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -443005.718750 Penalty: 813.119324 Iteration 38Q: 3 clusters Score -443005.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6222 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -443023.187500 Penalty: 813.119324 Iteration 39Q: 3 clusters Score -443023.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6263 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -443034.468750 Penalty: 813.119324 Iteration 40F: 3 clusters Score -443034.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6308 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -443044.906250 Penalty: 813.119324 Iteration 41Q: 3 clusters Score -443044.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6343 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -443054.437500 Penalty: 813.119324 Iteration 42Q: 3 clusters Score -443054.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6381 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -443063.500000 Penalty: 813.119324 Iteration 43Q: 3 clusters Score -443063.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6413 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -443072.250000 Penalty: 813.119324 Iteration 44Q: 3 clusters Score -443072.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6440 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -443079.093750 Penalty: 813.119324 Iteration 45Q: 3 clusters Score -443079.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6464 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -443083.625000 Penalty: 813.119324 Iteration 46Q: 3 clusters Score -443083.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6486 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -443088.406250 Penalty: 813.119324 Iteration 47Q: 3 clusters Score -443088.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6509 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -443092.468750 Penalty: 813.119324 Iteration 48Q: 3 clusters Score -443092.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6531 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -443097.562500 Penalty: 813.119324 Iteration 49Q: 3 clusters Score -443097.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6546 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -443101.031250 Penalty: 813.119324 Iteration 50Q: 3 clusters Score -443101 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6567 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -443104.531250 Penalty: 813.119324 Iteration 51Q: 3 clusters Score -443104.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6582 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -443107.250000 Penalty: 813.119324 Iteration 52Q: 3 clusters Score -443107.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6592 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -443108.250000 Penalty: 813.119324 Iteration 53Q: 3 clusters Score -443108.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6603 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -443110.125000 Penalty: 813.119324 Iteration 54Q: 3 clusters Score -443110.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6614 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -443111.531250 Penalty: 813.119324 Iteration 55Q: 3 clusters Score -443111.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6626 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -443115.125000 Penalty: 813.119324 Iteration 56Q: 3 clusters Score -443115.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6634 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -443116.312500 Penalty: 813.119324 Iteration 57Q: 3 clusters Score -443116.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6644 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -443118.062500 Penalty: 813.119324 Iteration 58Q: 3 clusters Score -443118.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6651 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -443119.343750 Penalty: 813.119324 Iteration 59Q: 3 clusters Score -443119.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6655 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -443119.656250 Penalty: 813.119324 Iteration 60F: 3 clusters Score -443119.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6657 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -443120.312500 Penalty: 813.119324 Iteration 61Q: 3 clusters Score -443120.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6660 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -443119.968750 Penalty: 813.119324 Iteration 62Q: 3 clusters Score -443120 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6664 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -443120.156250 Penalty: 813.119324 Iteration 63Q: 3 clusters Score -443120.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6668 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -443122.375000 Penalty: 813.119324 Iteration 64Q: 3 clusters Score -443122.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6676 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -443123.656250 Penalty: 813.119324 Iteration 65Q: 3 clusters Score -443123.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6687 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -443126.062500 Penalty: 813.119324 Iteration 66Q: 3 clusters Score -443126.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6701 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -443127.625000 Penalty: 813.119324 Iteration 67Q: 3 clusters Score -443127.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6711 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -443129.625000 Penalty: 813.119324 Iteration 68Q: 3 clusters Score -443129.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6719 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -443132.125000 Penalty: 813.119324 Iteration 69Q: 3 clusters Score -443132.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6726 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -443132.218750 Penalty: 813.119324 Iteration 70Q: 3 clusters Score -443132.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6738 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -443136.937500 Penalty: 813.119324 Iteration 71Q: 3 clusters Score -443136.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6753 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -443138.656250 Penalty: 813.119324 Iteration 72Q: 3 clusters Score -443138.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6762 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -443140.156250 Penalty: 813.119324 Iteration 73Q: 3 clusters Score -443140.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6766 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -443139.875000 Penalty: 813.119324 Iteration 74Q: 3 clusters Score -443139.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6769 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -443139.968750 Penalty: 813.119324 Iteration 75Q: 3 clusters Score -443140 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6770 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -443140.343750 Penalty: 813.119324 Iteration 76Q: 3 clusters Score -443140.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6770 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -443140.343750 Penalty: 813.119324 Iteration 77F: 3 clusters Score -443140.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (2756 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2756 members Entering Unmasked Estep Score: -165386.593750 Penalty: 360.429871 Iteration 0F: 2 clusters Score -165386.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -163445.281250 Penalty: 720.859741 Iteration 0F: 3 clusters Score -163445.3 nChanged 1211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -164175.109375 Penalty: 720.859741 Iteration 1F: 3 clusters Score -164175.1 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -164262.359375 Penalty: 720.859741 Iteration 2F: 3 clusters Score -164262.4 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -164337.843750 Penalty: 720.859741 Iteration 3F: 3 clusters Score -164337.8 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -164392.656250 Penalty: 720.859741 Iteration 4Q: 3 clusters Score -164392.7 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1773 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -164442.953125 Penalty: 720.859741 Iteration 5Q: 3 clusters Score -164443 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1854 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -164507.687500 Penalty: 720.859741 Iteration 6Q: 3 clusters Score -164507.7 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -164577.546875 Penalty: 720.859741 Iteration 7Q: 3 clusters Score -164577.5 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -164662.359375 Penalty: 720.859741 Iteration 8Q: 3 clusters Score -164662.4 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2100 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -164750.484375 Penalty: 720.859741 Iteration 9Q: 3 clusters Score -164750.5 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2158 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -164818.656250 Penalty: 720.859741 Iteration 10Q: 3 clusters Score -164818.7 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -164885.734375 Penalty: 720.859741 Iteration 11Q: 3 clusters Score -164885.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -164932.437500 Penalty: 720.859741 Iteration 12Q: 3 clusters Score -164932.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2255 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -164976.796875 Penalty: 720.859741 Iteration 13Q: 3 clusters Score -164976.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2275 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -165006.968750 Penalty: 720.859741 Iteration 14Q: 3 clusters Score -165007 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2291 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -165024.828125 Penalty: 720.859741 Iteration 15Q: 3 clusters Score -165024.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -165037.156250 Penalty: 720.859741 Iteration 16Q: 3 clusters Score -165037.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2302 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -165047.593750 Penalty: 720.859741 Iteration 17Q: 3 clusters Score -165047.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -165058.578125 Penalty: 720.859741 Iteration 18Q: 3 clusters Score -165058.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2300 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -165068.359375 Penalty: 720.859741 Iteration 19Q: 3 clusters Score -165068.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2305 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -165073.781250 Penalty: 720.859741 Iteration 20F: 3 clusters Score -165073.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -165077.468750 Penalty: 720.859741 Iteration 21Q: 3 clusters Score -165077.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2314 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -165082.375000 Penalty: 720.859741 Iteration 22Q: 3 clusters Score -165082.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2315 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -165083.609375 Penalty: 720.859741 Iteration 23Q: 3 clusters Score -165083.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2316 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -165084.218750 Penalty: 720.859741 Iteration 24Q: 3 clusters Score -165084.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2315 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -165085.265625 Penalty: 720.859741 Iteration 25Q: 3 clusters Score -165085.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2314 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -165085.812500 Penalty: 720.859741 Iteration 26Q: 3 clusters Score -165085.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -165085.859375 Penalty: 720.859741 Iteration 27Q: 3 clusters Score -165085.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2311 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -165086.703125 Penalty: 720.859741 Iteration 28Q: 3 clusters Score -165086.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2311 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -165086.812500 Penalty: 720.859741 Iteration 29Q: 3 clusters Score -165086.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2310 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -165087.593750 Penalty: 720.859741 Iteration 30Q: 3 clusters Score -165087.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2307 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -165089.062500 Penalty: 720.859741 Iteration 31Q: 3 clusters Score -165089.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2303 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -165090.843750 Penalty: 720.859741 Iteration 32Q: 3 clusters Score -165090.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -165093.640625 Penalty: 720.859741 Iteration 33Q: 3 clusters Score -165093.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2292 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -165096.875000 Penalty: 720.859741 Iteration 34Q: 3 clusters Score -165096.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2290 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -165098.156250 Penalty: 720.859741 Iteration 35Q: 3 clusters Score -165098.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2287 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -165099.031250 Penalty: 720.859741 Iteration 36Q: 3 clusters Score -165099 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2283 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -165100.296875 Penalty: 720.859741 Iteration 37Q: 3 clusters Score -165100.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2276 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -165102.562500 Penalty: 720.859741 Iteration 38Q: 3 clusters Score -165102.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -165106.046875 Penalty: 720.859741 Iteration 39Q: 3 clusters Score -165106 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2263 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -165109.156250 Penalty: 720.859741 Iteration 40F: 3 clusters Score -165109.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2262 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -165113.484375 Penalty: 720.859741 Iteration 41Q: 3 clusters Score -165113.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -165114.046875 Penalty: 720.859741 Iteration 42Q: 3 clusters Score -165114 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -165114.406250 Penalty: 720.859741 Iteration 43Q: 3 clusters Score -165114.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2263 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -165114.734375 Penalty: 720.859741 Iteration 44Q: 3 clusters Score -165114.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2262 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -165114.687500 Penalty: 720.859741 Iteration 45Q: 3 clusters Score -165114.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2262 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -165114.687500 Penalty: 720.859741 Iteration 46F: 3 clusters Score -165114.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (867 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Entering Unmasked Estep Score: -41702.042969 Penalty: 307.809265 Iteration 0F: 2 clusters Score -41702.04 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -40998.156250 Penalty: 615.618530 Iteration 0F: 3 clusters Score -40998.16 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -41237.898438 Penalty: 615.618530 Iteration 1F: 3 clusters Score -41237.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -41321.703125 Penalty: 615.618530 Iteration 2F: 3 clusters Score -41321.7 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -41373.285156 Penalty: 615.618530 Iteration 3F: 3 clusters Score -41373.29 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -41407.988281 Penalty: 615.618530 Iteration 4Q: 3 clusters Score -41407.99 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -41443.570312 Penalty: 615.618530 Iteration 5Q: 3 clusters Score -41443.57 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -41486.589844 Penalty: 615.618530 Iteration 6Q: 3 clusters Score -41486.59 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -41520.371094 Penalty: 615.618530 Iteration 7Q: 3 clusters Score -41520.37 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -41544.203125 Penalty: 615.618530 Iteration 8Q: 3 clusters Score -41544.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -41557.085938 Penalty: 615.618530 Iteration 9Q: 3 clusters Score -41557.09 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -41565.843750 Penalty: 615.618530 Iteration 10Q: 3 clusters Score -41565.84 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -41580.000000 Penalty: 615.618530 Iteration 11Q: 3 clusters Score -41580 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -41601.296875 Penalty: 615.618530 Iteration 12Q: 3 clusters Score -41601.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -41615.839844 Penalty: 615.618530 Iteration 13Q: 3 clusters Score -41615.84 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -41628.816406 Penalty: 615.618530 Iteration 14Q: 3 clusters Score -41628.82 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -41633.085938 Penalty: 615.618530 Iteration 15Q: 3 clusters Score -41633.09 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -41641.707031 Penalty: 615.618530 Iteration 16Q: 3 clusters Score -41641.71 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -41650.886719 Penalty: 615.618530 Iteration 17Q: 3 clusters Score -41650.89 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -41654.500000 Penalty: 615.618530 Iteration 18Q: 3 clusters Score -41654.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -41657.765625 Penalty: 615.618530 Iteration 19Q: 3 clusters Score -41657.77 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -41661.082031 Penalty: 615.618530 Iteration 20F: 3 clusters Score -41661.08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -41663.312500 Penalty: 615.618530 Iteration 21Q: 3 clusters Score -41663.31 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -41663.808594 Penalty: 615.618530 Iteration 22Q: 3 clusters Score -41663.81 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -41664.183594 Penalty: 615.618530 Iteration 23Q: 3 clusters Score -41664.18 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -41664.503906 Penalty: 615.618530 Iteration 24Q: 3 clusters Score -41664.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -41664.699219 Penalty: 615.618530 Iteration 25Q: 3 clusters Score -41664.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -41664.699219 Penalty: 615.618530 Iteration 26F: 3 clusters Score -41664.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (8179 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8179 members Entering Unmasked Estep Score: -427653.343750 Penalty: 409.924286 Iteration 0F: 2 clusters Score -427653.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4065 members Mstep: Class 2 contains 4114 members Entering Unmasked Estep Score: -422266.906250 Penalty: 819.848572 Iteration 0F: 3 clusters Score -422266.9 nChanged 3753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3842 members Mstep: Class 2 contains 4337 members Entering Unmasked Estep Score: -424744.437500 Penalty: 819.848572 Iteration 1F: 3 clusters Score -424744.4 nChanged 635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3733 members Mstep: Class 2 contains 4446 members Entering Unmasked Estep Score: -425172.312500 Penalty: 819.848572 Iteration 2F: 3 clusters Score -425172.3 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3684 members Mstep: Class 2 contains 4495 members Entering Unmasked Estep Score: -425588.812500 Penalty: 819.848572 Iteration 3F: 3 clusters Score -425588.8 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3676 members Mstep: Class 2 contains 4503 members Entering Unmasked Estep Score: -425909.437500 Penalty: 819.848572 Iteration 4F: 3 clusters Score -425909.4 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3706 members Mstep: Class 2 contains 4473 members Entering Unmasked Estep Score: -426141.187500 Penalty: 819.848572 Iteration 5F: 3 clusters Score -426141.2 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3781 members Mstep: Class 2 contains 4398 members Entering Unmasked Estep Score: -426310.500000 Penalty: 819.848572 Iteration 6Q: 3 clusters Score -426310.5 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3887 members Mstep: Class 2 contains 4292 members Entering Unmasked Estep Score: -426423.906250 Penalty: 819.848572 Iteration 7Q: 3 clusters Score -426423.9 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4017 members Mstep: Class 2 contains 4162 members Entering Unmasked Estep Score: -426504.218750 Penalty: 819.848572 Iteration 8Q: 3 clusters Score -426504.2 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4139 members Mstep: Class 2 contains 4040 members Entering Unmasked Estep Score: -426584.718750 Penalty: 819.848572 Iteration 9Q: 3 clusters Score -426584.7 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4264 members Mstep: Class 2 contains 3915 members Entering Unmasked Estep Score: -426662.625000 Penalty: 819.848572 Iteration 10Q: 3 clusters Score -426662.6 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4394 members Mstep: Class 2 contains 3785 members Entering Unmasked Estep Score: -426750.375000 Penalty: 819.848572 Iteration 11Q: 3 clusters Score -426750.4 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4524 members Mstep: Class 2 contains 3655 members Entering Unmasked Estep Score: -426839.781250 Penalty: 819.848572 Iteration 12Q: 3 clusters Score -426839.8 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4659 members Mstep: Class 2 contains 3520 members Entering Unmasked Estep Score: -426932.843750 Penalty: 819.848572 Iteration 13Q: 3 clusters Score -426932.8 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4790 members Mstep: Class 2 contains 3389 members Entering Unmasked Estep Score: -427022.937500 Penalty: 819.848572 Iteration 14Q: 3 clusters Score -427022.9 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4903 members Mstep: Class 2 contains 3276 members Entering Unmasked Estep Score: -427085.687500 Penalty: 819.848572 Iteration 15Q: 3 clusters Score -427085.7 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4991 members Mstep: Class 2 contains 3188 members Entering Unmasked Estep Score: -427140.343750 Penalty: 819.848572 Iteration 16Q: 3 clusters Score -427140.3 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5054 members Mstep: Class 2 contains 3125 members Entering Unmasked Estep Score: -427185.156250 Penalty: 819.848572 Iteration 17Q: 3 clusters Score -427185.2 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5086 members Mstep: Class 2 contains 3093 members Entering Unmasked Estep Score: -427221.781250 Penalty: 819.848572 Iteration 18Q: 3 clusters Score -427221.8 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5118 members Mstep: Class 2 contains 3061 members Entering Unmasked Estep Score: -427250.218750 Penalty: 819.848572 Iteration 19Q: 3 clusters Score -427250.2 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5142 members Mstep: Class 2 contains 3037 members Entering Unmasked Estep Score: -427268.750000 Penalty: 819.848572 Iteration 20F: 3 clusters Score -427268.8 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5186 members Mstep: Class 2 contains 2993 members Entering Unmasked Estep Score: -427281.875000 Penalty: 819.848572 Iteration 21Q: 3 clusters Score -427281.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5211 members Mstep: Class 2 contains 2968 members Entering Unmasked Estep Score: -427289.968750 Penalty: 819.848572 Iteration 22Q: 3 clusters Score -427290 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5229 members Mstep: Class 2 contains 2950 members Entering Unmasked Estep Score: -427293.531250 Penalty: 819.848572 Iteration 23Q: 3 clusters Score -427293.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5238 members Mstep: Class 2 contains 2941 members Entering Unmasked Estep Score: -427297.281250 Penalty: 819.848572 Iteration 24Q: 3 clusters Score -427297.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5247 members Mstep: Class 2 contains 2932 members Entering Unmasked Estep Score: -427299.187500 Penalty: 819.848572 Iteration 25Q: 3 clusters Score -427299.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5252 members Mstep: Class 2 contains 2927 members Entering Unmasked Estep Score: -427301.968750 Penalty: 819.848572 Iteration 26Q: 3 clusters Score -427302 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5256 members Mstep: Class 2 contains 2923 members Entering Unmasked Estep Score: -427302.718750 Penalty: 819.848572 Iteration 27Q: 3 clusters Score -427302.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5252 members Mstep: Class 2 contains 2927 members Entering Unmasked Estep Score: -427303.062500 Penalty: 819.848572 Iteration 28Q: 3 clusters Score -427303.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5249 members Mstep: Class 2 contains 2930 members Entering Unmasked Estep Score: -427303.156250 Penalty: 819.848572 Iteration 29Q: 3 clusters Score -427303.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5248 members Mstep: Class 2 contains 2931 members Entering Unmasked Estep Score: -427302.906250 Penalty: 819.848572 Iteration 30Q: 3 clusters Score -427302.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5243 members Mstep: Class 2 contains 2936 members Entering Unmasked Estep Score: -427303.562500 Penalty: 819.848572 Iteration 31Q: 3 clusters Score -427303.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5237 members Mstep: Class 2 contains 2942 members Entering Unmasked Estep Score: -427304.093750 Penalty: 819.848572 Iteration 32Q: 3 clusters Score -427304.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5230 members Mstep: Class 2 contains 2949 members Entering Unmasked Estep Score: -427304.968750 Penalty: 819.848572 Iteration 33Q: 3 clusters Score -427305 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5223 members Mstep: Class 2 contains 2956 members Entering Unmasked Estep Score: -427305.406250 Penalty: 819.848572 Iteration 34Q: 3 clusters Score -427305.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5224 members Mstep: Class 2 contains 2955 members Entering Unmasked Estep Score: -427306.843750 Penalty: 819.848572 Iteration 35Q: 3 clusters Score -427306.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5225 members Mstep: Class 2 contains 2954 members Entering Unmasked Estep Score: -427307.718750 Penalty: 819.848572 Iteration 36Q: 3 clusters Score -427307.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5225 members Mstep: Class 2 contains 2954 members Entering Unmasked Estep Score: -427308.000000 Penalty: 819.848572 Iteration 37Q: 3 clusters Score -427308 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5225 members Mstep: Class 2 contains 2954 members Entering Unmasked Estep Score: -427308.875000 Penalty: 819.848572 Iteration 38Q: 3 clusters Score -427308.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5224 members Mstep: Class 2 contains 2955 members Entering Unmasked Estep Score: -427309.281250 Penalty: 819.848572 Iteration 39Q: 3 clusters Score -427309.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5227 members Mstep: Class 2 contains 2952 members Entering Unmasked Estep Score: -427308.812500 Penalty: 819.848572 Iteration 40F: 3 clusters Score -427308.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5229 members Mstep: Class 2 contains 2950 members Entering Unmasked Estep Score: -427311.781250 Penalty: 819.848572 Iteration 41Q: 3 clusters Score -427311.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5233 members Mstep: Class 2 contains 2946 members Entering Unmasked Estep Score: -427311.281250 Penalty: 819.848572 Iteration 42Q: 3 clusters Score -427311.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5232 members Mstep: Class 2 contains 2947 members Entering Unmasked Estep Score: -427311.687500 Penalty: 819.848572 Iteration 43Q: 3 clusters Score -427311.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5230 members Mstep: Class 2 contains 2949 members Entering Unmasked Estep Score: -427311.593750 Penalty: 819.848572 Iteration 44Q: 3 clusters Score -427311.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5230 members Mstep: Class 2 contains 2949 members Entering Unmasked Estep Score: -427311.343750 Penalty: 819.848572 Iteration 45Q: 3 clusters Score -427311.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5227 members Mstep: Class 2 contains 2952 members Entering Unmasked Estep Score: -427311.625000 Penalty: 819.848572 Iteration 46Q: 3 clusters Score -427311.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5221 members Mstep: Class 2 contains 2958 members Entering Unmasked Estep Score: -427312.093750 Penalty: 819.848572 Iteration 47Q: 3 clusters Score -427312.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5214 members Mstep: Class 2 contains 2965 members Entering Unmasked Estep Score: -427313.812500 Penalty: 819.848572 Iteration 48Q: 3 clusters Score -427313.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5199 members Mstep: Class 2 contains 2980 members Entering Unmasked Estep Score: -427315.375000 Penalty: 819.848572 Iteration 49Q: 3 clusters Score -427315.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5187 members Mstep: Class 2 contains 2992 members Entering Unmasked Estep Score: -427315.875000 Penalty: 819.848572 Iteration 50Q: 3 clusters Score -427315.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5182 members Mstep: Class 2 contains 2997 members Entering Unmasked Estep Score: -427317.125000 Penalty: 819.848572 Iteration 51Q: 3 clusters Score -427317.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5182 members Mstep: Class 2 contains 2997 members Entering Unmasked Estep Score: -427319.343750 Penalty: 819.848572 Iteration 52Q: 3 clusters Score -427319.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5178 members Mstep: Class 2 contains 3001 members Entering Unmasked Estep Score: -427320.812500 Penalty: 819.848572 Iteration 53Q: 3 clusters Score -427320.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5180 members Mstep: Class 2 contains 2999 members Entering Unmasked Estep Score: -427322.312500 Penalty: 819.848572 Iteration 54Q: 3 clusters Score -427322.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5185 members Mstep: Class 2 contains 2994 members Entering Unmasked Estep Score: -427321.968750 Penalty: 819.848572 Iteration 55Q: 3 clusters Score -427322 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5188 members Mstep: Class 2 contains 2991 members Entering Unmasked Estep Score: -427323.218750 Penalty: 819.848572 Iteration 56Q: 3 clusters Score -427323.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5192 members Mstep: Class 2 contains 2987 members Entering Unmasked Estep Score: -427324.281250 Penalty: 819.848572 Iteration 57Q: 3 clusters Score -427324.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5200 members Mstep: Class 2 contains 2979 members Entering Unmasked Estep Score: -427324.187500 Penalty: 819.848572 Iteration 58Q: 3 clusters Score -427324.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5212 members Mstep: Class 2 contains 2967 members Entering Unmasked Estep Score: -427326.531250 Penalty: 819.848572 Iteration 59Q: 3 clusters Score -427326.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5219 members Mstep: Class 2 contains 2960 members Entering Unmasked Estep Score: -427327.843750 Penalty: 819.848572 Iteration 60F: 3 clusters Score -427327.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5222 members Mstep: Class 2 contains 2957 members Entering Unmasked Estep Score: -427327.843750 Penalty: 819.848572 Iteration 61Q: 3 clusters Score -427327.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5222 members Mstep: Class 2 contains 2957 members Entering Unmasked Estep Score: -427328.312500 Penalty: 819.848572 Iteration 62Q: 3 clusters Score -427328.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5227 members Mstep: Class 2 contains 2952 members Entering Unmasked Estep Score: -427329.781250 Penalty: 819.848572 Iteration 63Q: 3 clusters Score -427329.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5231 members Mstep: Class 2 contains 2948 members Entering Unmasked Estep Score: -427328.375000 Penalty: 819.848572 Iteration 64Q: 3 clusters Score -427328.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5236 members Mstep: Class 2 contains 2943 members Entering Unmasked Estep Score: -427329.468750 Penalty: 819.848572 Iteration 65Q: 3 clusters Score -427329.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5239 members Mstep: Class 2 contains 2940 members Entering Unmasked Estep Score: -427331.187500 Penalty: 819.848572 Iteration 66Q: 3 clusters Score -427331.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5239 members Mstep: Class 2 contains 2940 members Entering Unmasked Estep Score: -427330.375000 Penalty: 819.848572 Iteration 67Q: 3 clusters Score -427330.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5239 members Mstep: Class 2 contains 2940 members Entering Unmasked Estep Score: -427331.125000 Penalty: 819.848572 Iteration 68Q: 3 clusters Score -427331.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5240 members Mstep: Class 2 contains 2939 members Entering Unmasked Estep Score: -427331.500000 Penalty: 819.848572 Iteration 69Q: 3 clusters Score -427331.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5244 members Mstep: Class 2 contains 2935 members Entering Unmasked Estep Score: -427331.812500 Penalty: 819.848572 Iteration 70Q: 3 clusters Score -427331.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5246 members Mstep: Class 2 contains 2933 members Entering Unmasked Estep Score: -427331.687500 Penalty: 819.848572 Iteration 71Q: 3 clusters Score -427331.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5249 members Mstep: Class 2 contains 2930 members Entering Unmasked Estep Score: -427333.375000 Penalty: 819.848572 Iteration 72Q: 3 clusters Score -427333.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5250 members Mstep: Class 2 contains 2929 members Entering Unmasked Estep Score: -427334.343750 Penalty: 819.848572 Iteration 73Q: 3 clusters Score -427334.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5257 members Mstep: Class 2 contains 2922 members Entering Unmasked Estep Score: -427334.812500 Penalty: 819.848572 Iteration 74Q: 3 clusters Score -427334.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5260 members Mstep: Class 2 contains 2919 members Entering Unmasked Estep Score: -427334.156250 Penalty: 819.848572 Iteration 75Q: 3 clusters Score -427334.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5269 members Mstep: Class 2 contains 2910 members Entering Unmasked Estep Score: -427333.937500 Penalty: 819.848572 Iteration 76Q: 3 clusters Score -427333.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5279 members Mstep: Class 2 contains 2900 members Entering Unmasked Estep Score: -427336.656250 Penalty: 819.848572 Iteration 77Q: 3 clusters Score -427336.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5283 members Mstep: Class 2 contains 2896 members Entering Unmasked Estep Score: -427337.531250 Penalty: 819.848572 Iteration 78Q: 3 clusters Score -427337.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5290 members Mstep: Class 2 contains 2889 members Entering Unmasked Estep Score: -427340.093750 Penalty: 819.848572 Iteration 79Q: 3 clusters Score -427340.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5295 members Mstep: Class 2 contains 2884 members Entering Unmasked Estep Score: -427339.687500 Penalty: 819.848572 Iteration 80F: 3 clusters Score -427339.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5296 members Mstep: Class 2 contains 2883 members Entering Unmasked Estep Score: -427340.468750 Penalty: 819.848572 Iteration 81Q: 3 clusters Score -427340.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5294 members Mstep: Class 2 contains 2885 members Entering Unmasked Estep Score: -427340.531250 Penalty: 819.848572 Iteration 82Q: 3 clusters Score -427340.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5291 members Mstep: Class 2 contains 2888 members Entering Unmasked Estep Score: -427341.406250 Penalty: 819.848572 Iteration 83Q: 3 clusters Score -427341.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5282 members Mstep: Class 2 contains 2897 members Entering Unmasked Estep Score: -427342.375000 Penalty: 819.848572 Iteration 84Q: 3 clusters Score -427342.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5270 members Mstep: Class 2 contains 2909 members Entering Unmasked Estep Score: -427343.343750 Penalty: 819.848572 Iteration 85Q: 3 clusters Score -427343.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5260 members Mstep: Class 2 contains 2919 members Entering Unmasked Estep Score: -427343.531250 Penalty: 819.848572 Iteration 86Q: 3 clusters Score -427343.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5256 members Mstep: Class 2 contains 2923 members Entering Unmasked Estep Score: -427344.187500 Penalty: 819.848572 Iteration 87Q: 3 clusters Score -427344.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5252 members Mstep: Class 2 contains 2927 members Entering Unmasked Estep Score: -427344.312500 Penalty: 819.848572 Iteration 88Q: 3 clusters Score -427344.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5246 members Mstep: Class 2 contains 2933 members Entering Unmasked Estep Score: -427346.562500 Penalty: 819.848572 Iteration 89Q: 3 clusters Score -427346.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5243 members Mstep: Class 2 contains 2936 members Entering Unmasked Estep Score: -427346.718750 Penalty: 819.848572 Iteration 90Q: 3 clusters Score -427346.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5239 members Mstep: Class 2 contains 2940 members Entering Unmasked Estep Score: -427346.000000 Penalty: 819.848572 Iteration 91Q: 3 clusters Score -427346 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5235 members Mstep: Class 2 contains 2944 members Entering Unmasked Estep Score: -427346.718750 Penalty: 819.848572 Iteration 92Q: 3 clusters Score -427346.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5231 members Mstep: Class 2 contains 2948 members Entering Unmasked Estep Score: -427347.500000 Penalty: 819.848572 Iteration 93Q: 3 clusters Score -427347.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5231 members Mstep: Class 2 contains 2948 members Entering Unmasked Estep Score: -427348.156250 Penalty: 819.848572 Iteration 94Q: 3 clusters Score -427348.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5226 members Mstep: Class 2 contains 2953 members Entering Unmasked Estep Score: -427347.343750 Penalty: 819.848572 Iteration 95Q: 3 clusters Score -427347.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5223 members Mstep: Class 2 contains 2956 members Entering Unmasked Estep Score: -427347.656250 Penalty: 819.848572 Iteration 96Q: 3 clusters Score -427347.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5222 members Mstep: Class 2 contains 2957 members Entering Unmasked Estep Score: -427347.750000 Penalty: 819.848572 Iteration 97Q: 3 clusters Score -427347.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5222 members Mstep: Class 2 contains 2957 members Entering Unmasked Estep Score: -427346.812500 Penalty: 819.848572 Iteration 98Q: 3 clusters Score -427346.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5222 members Mstep: Class 2 contains 2957 members Entering Unmasked Estep Score: -427346.500000 Penalty: 819.848572 Iteration 99Q: 3 clusters Score -427346.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5221 members Mstep: Class 2 contains 2958 members Entering Unmasked Estep Score: -427346.875000 Penalty: 819.848572 Iteration 100F: 3 clusters Score -427346.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5220 members Mstep: Class 2 contains 2959 members Entering Unmasked Estep Score: -427346.906250 Penalty: 819.848572 Iteration 101Q: 3 clusters Score -427346.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5219 members Mstep: Class 2 contains 2960 members Entering Unmasked Estep Score: -427347.218750 Penalty: 819.848572 Iteration 102Q: 3 clusters Score -427347.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5218 members Mstep: Class 2 contains 2961 members Entering Unmasked Estep Score: -427347.375000 Penalty: 819.848572 Iteration 103Q: 3 clusters Score -427347.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5218 members Mstep: Class 2 contains 2961 members Entering Unmasked Estep Score: -427347.375000 Penalty: 819.848572 Iteration 104F: 3 clusters Score -427347.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (3807 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3807 members Entering Unmasked Estep Score: -176571.765625 Penalty: 375.129150 Iteration 0F: 2 clusters Score -176571.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1922 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -174030.718750 Penalty: 750.258301 Iteration 0F: 3 clusters Score -174030.7 nChanged 1671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -175206.703125 Penalty: 750.258301 Iteration 1F: 3 clusters Score -175206.7 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -175412.125000 Penalty: 750.258301 Iteration 2F: 3 clusters Score -175412.1 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -175562.484375 Penalty: 750.258301 Iteration 3F: 3 clusters Score -175562.5 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1922 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -175643.656250 Penalty: 750.258301 Iteration 4Q: 3 clusters Score -175643.7 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1958 members Mstep: Class 2 contains 1849 members Entering Unmasked Estep Score: -175701.203125 Penalty: 750.258301 Iteration 5Q: 3 clusters Score -175701.2 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2019 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -175745.937500 Penalty: 750.258301 Iteration 6Q: 3 clusters Score -175745.9 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2086 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -175792.140625 Penalty: 750.258301 Iteration 7Q: 3 clusters Score -175792.1 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2161 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -175840.593750 Penalty: 750.258301 Iteration 8Q: 3 clusters Score -175840.6 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -175876.093750 Penalty: 750.258301 Iteration 9Q: 3 clusters Score -175876.1 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2308 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -175918.890625 Penalty: 750.258301 Iteration 10Q: 3 clusters Score -175918.9 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2398 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -175969.046875 Penalty: 750.258301 Iteration 11Q: 3 clusters Score -175969 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2488 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -176021.484375 Penalty: 750.258301 Iteration 12Q: 3 clusters Score -176021.5 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2576 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -176072.265625 Penalty: 750.258301 Iteration 13Q: 3 clusters Score -176072.3 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2658 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -176111.234375 Penalty: 750.258301 Iteration 14Q: 3 clusters Score -176111.2 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2744 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -176150.421875 Penalty: 750.258301 Iteration 15Q: 3 clusters Score -176150.4 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2832 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -176192.750000 Penalty: 750.258301 Iteration 16Q: 3 clusters Score -176192.8 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2904 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -176235.468750 Penalty: 750.258301 Iteration 17Q: 3 clusters Score -176235.5 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2984 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -176279.390625 Penalty: 750.258301 Iteration 18Q: 3 clusters Score -176279.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3041 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -176306.562500 Penalty: 750.258301 Iteration 19Q: 3 clusters Score -176306.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3090 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -176324.546875 Penalty: 750.258301 Iteration 20F: 3 clusters Score -176324.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3122 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -176333.656250 Penalty: 750.258301 Iteration 21Q: 3 clusters Score -176333.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3148 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -176341.031250 Penalty: 750.258301 Iteration 22Q: 3 clusters Score -176341 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3170 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -176346.281250 Penalty: 750.258301 Iteration 23Q: 3 clusters Score -176346.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3189 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -176350.859375 Penalty: 750.258301 Iteration 24Q: 3 clusters Score -176350.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3211 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -176357.109375 Penalty: 750.258301 Iteration 25Q: 3 clusters Score -176357.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3231 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -176366.140625 Penalty: 750.258301 Iteration 26Q: 3 clusters Score -176366.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3253 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -176376.984375 Penalty: 750.258301 Iteration 27Q: 3 clusters Score -176377 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3271 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -176391.968750 Penalty: 750.258301 Iteration 28Q: 3 clusters Score -176392 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3289 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -176406.921875 Penalty: 750.258301 Iteration 29Q: 3 clusters Score -176406.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3306 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -176421.109375 Penalty: 750.258301 Iteration 30Q: 3 clusters Score -176421.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3315 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -176427.187500 Penalty: 750.258301 Iteration 31Q: 3 clusters Score -176427.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3324 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -176431.546875 Penalty: 750.258301 Iteration 32Q: 3 clusters Score -176431.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3331 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -176435.109375 Penalty: 750.258301 Iteration 33Q: 3 clusters Score -176435.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3337 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -176437.593750 Penalty: 750.258301 Iteration 34Q: 3 clusters Score -176437.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3345 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -176440.843750 Penalty: 750.258301 Iteration 35Q: 3 clusters Score -176440.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3354 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -176445.437500 Penalty: 750.258301 Iteration 36Q: 3 clusters Score -176445.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3361 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -176449.531250 Penalty: 750.258301 Iteration 37Q: 3 clusters Score -176449.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3368 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -176451.609375 Penalty: 750.258301 Iteration 38Q: 3 clusters Score -176451.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3374 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -176454.125000 Penalty: 750.258301 Iteration 39Q: 3 clusters Score -176454.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3378 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -176458.343750 Penalty: 750.258301 Iteration 40F: 3 clusters Score -176458.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3386 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -176463.031250 Penalty: 750.258301 Iteration 41Q: 3 clusters Score -176463 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3397 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -176468.031250 Penalty: 750.258301 Iteration 42Q: 3 clusters Score -176468 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3407 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -176472.078125 Penalty: 750.258301 Iteration 43Q: 3 clusters Score -176472.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3414 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -176474.015625 Penalty: 750.258301 Iteration 44Q: 3 clusters Score -176474 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3419 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -176476.453125 Penalty: 750.258301 Iteration 45Q: 3 clusters Score -176476.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3423 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -176477.546875 Penalty: 750.258301 Iteration 46Q: 3 clusters Score -176477.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3426 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -176478.265625 Penalty: 750.258301 Iteration 47Q: 3 clusters Score -176478.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3427 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -176478.421875 Penalty: 750.258301 Iteration 48Q: 3 clusters Score -176478.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3428 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -176478.828125 Penalty: 750.258301 Iteration 49Q: 3 clusters Score -176478.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3427 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -176479.218750 Penalty: 750.258301 Iteration 50Q: 3 clusters Score -176479.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3427 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -176479.218750 Penalty: 750.258301 Iteration 51F: 3 clusters Score -176479.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (400 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Entering Unmasked Estep Score: -15745.977539 Penalty: 272.611633 Iteration 0F: 2 clusters Score -15745.98 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -15329.790039 Penalty: 545.223267 Iteration 0F: 3 clusters Score -15329.79 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -15447.489258 Penalty: 545.223267 Iteration 1F: 3 clusters Score -15447.49 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -15478.604492 Penalty: 545.223267 Iteration 2F: 3 clusters Score -15478.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -15505.802734 Penalty: 545.223267 Iteration 3Q: 3 clusters Score -15505.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -15524.085938 Penalty: 545.223267 Iteration 4Q: 3 clusters Score -15524.09 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -15547.559570 Penalty: 545.223267 Iteration 5Q: 3 clusters Score -15547.56 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -15564.811523 Penalty: 545.223267 Iteration 6Q: 3 clusters Score -15564.81 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -15582.336914 Penalty: 545.223267 Iteration 7Q: 3 clusters Score -15582.34 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -15601.291016 Penalty: 545.223267 Iteration 8Q: 3 clusters Score -15601.29 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -15606.071289 Penalty: 545.223267 Iteration 9Q: 3 clusters Score -15606.07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -15606.797852 Penalty: 545.223267 Iteration 10Q: 3 clusters Score -15606.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -15609.288086 Penalty: 545.223267 Iteration 11Q: 3 clusters Score -15609.29 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -15610.976562 Penalty: 545.223267 Iteration 12Q: 3 clusters Score -15610.98 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -15613.299805 Penalty: 545.223267 Iteration 13Q: 3 clusters Score -15613.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -15613.710938 Penalty: 545.223267 Iteration 14Q: 3 clusters Score -15613.71 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -15614.571289 Penalty: 545.223267 Iteration 15Q: 3 clusters Score -15614.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -15614.571289 Penalty: 545.223267 Iteration 16F: 3 clusters Score -15614.57 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (14993 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14993 members Entering Unmasked Estep Score: -889889.500000 Penalty: 437.497894 Iteration 0F: 2 clusters Score -889889.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7561 members Mstep: Class 2 contains 7432 members Entering Unmasked Estep Score: -879882.687500 Penalty: 874.995789 Iteration 0F: 3 clusters Score -879882.7 nChanged 7125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8382 members Mstep: Class 2 contains 6611 members Entering Unmasked Estep Score: -884177.625000 Penalty: 874.995789 Iteration 1F: 3 clusters Score -884177.6 nChanged 1059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9071 members Mstep: Class 2 contains 5922 members Entering Unmasked Estep Score: -884758.125000 Penalty: 874.995789 Iteration 2F: 3 clusters Score -884758.1 nChanged 1212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9959 members Mstep: Class 2 contains 5034 members Entering Unmasked Estep Score: -885621.312500 Penalty: 874.995789 Iteration 3F: 3 clusters Score -885621.3 nChanged 1278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10901 members Mstep: Class 2 contains 4092 members Entering Unmasked Estep Score: -886616.562500 Penalty: 874.995789 Iteration 4F: 3 clusters Score -886616.6 nChanged 1068 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11709 members Mstep: Class 2 contains 3284 members Entering Unmasked Estep Score: -887513.937500 Penalty: 874.995789 Iteration 5F: 3 clusters Score -887513.9 nChanged 783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12364 members Mstep: Class 2 contains 2629 members Entering Unmasked Estep Score: -888225.375000 Penalty: 874.995789 Iteration 6F: 3 clusters Score -888225.4 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12799 members Mstep: Class 2 contains 2194 members Entering Unmasked Estep Score: -888711.875000 Penalty: 874.995789 Iteration 7Q: 3 clusters Score -888711.9 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13078 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -889036.937500 Penalty: 874.995789 Iteration 8Q: 3 clusters Score -889036.9 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13263 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -889253.875000 Penalty: 874.995789 Iteration 9Q: 3 clusters Score -889253.9 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13384 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -889394.125000 Penalty: 874.995789 Iteration 10Q: 3 clusters Score -889394.1 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13499 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -889477.625000 Penalty: 874.995789 Iteration 11Q: 3 clusters Score -889477.6 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13579 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -889532.750000 Penalty: 874.995789 Iteration 12Q: 3 clusters Score -889532.8 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13653 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -889580.937500 Penalty: 874.995789 Iteration 13Q: 3 clusters Score -889580.9 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13711 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -889612.250000 Penalty: 874.995789 Iteration 14Q: 3 clusters Score -889612.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13757 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -889632.687500 Penalty: 874.995789 Iteration 15Q: 3 clusters Score -889632.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13803 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -889650.437500 Penalty: 874.995789 Iteration 16Q: 3 clusters Score -889650.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13832 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -889662.750000 Penalty: 874.995789 Iteration 17Q: 3 clusters Score -889662.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13869 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -889676.750000 Penalty: 874.995789 Iteration 18Q: 3 clusters Score -889676.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13901 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -889686.125000 Penalty: 874.995789 Iteration 19Q: 3 clusters Score -889686.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13917 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -889690.562500 Penalty: 874.995789 Iteration 20F: 3 clusters Score -889690.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13936 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -889695.500000 Penalty: 874.995789 Iteration 21Q: 3 clusters Score -889695.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13947 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -889697.500000 Penalty: 874.995789 Iteration 22Q: 3 clusters Score -889697.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13954 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -889698.875000 Penalty: 874.995789 Iteration 23Q: 3 clusters Score -889698.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13966 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -889704.375000 Penalty: 874.995789 Iteration 24Q: 3 clusters Score -889704.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13974 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -889706.187500 Penalty: 874.995789 Iteration 25Q: 3 clusters Score -889706.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13980 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -889705.750000 Penalty: 874.995789 Iteration 26Q: 3 clusters Score -889705.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13986 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -889708.500000 Penalty: 874.995789 Iteration 27Q: 3 clusters Score -889708.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13995 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -889711.375000 Penalty: 874.995789 Iteration 28Q: 3 clusters Score -889711.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14007 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -889712.937500 Penalty: 874.995789 Iteration 29Q: 3 clusters Score -889712.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14015 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -889716.312500 Penalty: 874.995789 Iteration 30Q: 3 clusters Score -889716.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14024 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -889718.250000 Penalty: 874.995789 Iteration 31Q: 3 clusters Score -889718.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14032 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -889719.250000 Penalty: 874.995789 Iteration 32Q: 3 clusters Score -889719.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14040 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -889721.000000 Penalty: 874.995789 Iteration 33Q: 3 clusters Score -889721 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14048 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -889723.062500 Penalty: 874.995789 Iteration 34Q: 3 clusters Score -889723.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14059 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -889723.062500 Penalty: 874.995789 Iteration 35Q: 3 clusters Score -889723.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14064 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -889723.625000 Penalty: 874.995789 Iteration 36Q: 3 clusters Score -889723.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14069 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -889723.562500 Penalty: 874.995789 Iteration 37Q: 3 clusters Score -889723.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14070 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -889724.687500 Penalty: 874.995789 Iteration 38Q: 3 clusters Score -889724.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14071 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -889723.375000 Penalty: 874.995789 Iteration 39Q: 3 clusters Score -889723.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14071 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -889723.437500 Penalty: 874.995789 Iteration 40F: 3 clusters Score -889723.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14072 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -889723.187500 Penalty: 874.995789 Iteration 41Q: 3 clusters Score -889723.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14075 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -889723.562500 Penalty: 874.995789 Iteration 42Q: 3 clusters Score -889723.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14082 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -889724.500000 Penalty: 874.995789 Iteration 43Q: 3 clusters Score -889724.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14091 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -889727.000000 Penalty: 874.995789 Iteration 44Q: 3 clusters Score -889727 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14094 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -889725.937500 Penalty: 874.995789 Iteration 45Q: 3 clusters Score -889725.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14100 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -889728.000000 Penalty: 874.995789 Iteration 46Q: 3 clusters Score -889728 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14102 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -889729.312500 Penalty: 874.995789 Iteration 47Q: 3 clusters Score -889729.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14103 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -889728.375000 Penalty: 874.995789 Iteration 48Q: 3 clusters Score -889728.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14106 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -889727.250000 Penalty: 874.995789 Iteration 49Q: 3 clusters Score -889727.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14106 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -889727.250000 Penalty: 874.995789 Iteration 50F: 3 clusters Score -889727.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (12704 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12704 members Entering Unmasked Estep Score: -735653.375000 Penalty: 429.960052 Iteration 0F: 2 clusters Score -735653.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6333 members Mstep: Class 2 contains 6371 members Entering Unmasked Estep Score: -727054.875000 Penalty: 859.920105 Iteration 0F: 3 clusters Score -727054.9 nChanged 6085 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6338 members Mstep: Class 2 contains 6366 members Entering Unmasked Estep Score: -730671.375000 Penalty: 859.920105 Iteration 1F: 3 clusters Score -730671.4 nChanged 775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6323 members Mstep: Class 2 contains 6381 members Entering Unmasked Estep Score: -731092.000000 Penalty: 859.920105 Iteration 2F: 3 clusters Score -731092 nChanged 852 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6367 members Mstep: Class 2 contains 6337 members Entering Unmasked Estep Score: -731534.187500 Penalty: 859.920105 Iteration 3F: 3 clusters Score -731534.2 nChanged 767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6426 members Mstep: Class 2 contains 6278 members Entering Unmasked Estep Score: -731939.125000 Penalty: 859.920105 Iteration 4F: 3 clusters Score -731939.1 nChanged 703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6483 members Mstep: Class 2 contains 6221 members Entering Unmasked Estep Score: -732284.937500 Penalty: 859.920105 Iteration 5F: 3 clusters Score -732284.9 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6516 members Mstep: Class 2 contains 6188 members Entering Unmasked Estep Score: -732569.750000 Penalty: 859.920105 Iteration 6Q: 3 clusters Score -732569.8 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6547 members Mstep: Class 2 contains 6157 members Entering Unmasked Estep Score: -732796.875000 Penalty: 859.920105 Iteration 7Q: 3 clusters Score -732796.9 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6550 members Mstep: Class 2 contains 6154 members Entering Unmasked Estep Score: -732953.750000 Penalty: 859.920105 Iteration 8Q: 3 clusters Score -732953.8 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6507 members Mstep: Class 2 contains 6197 members Entering Unmasked Estep Score: -733106.875000 Penalty: 859.920105 Iteration 9Q: 3 clusters Score -733106.9 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6464 members Mstep: Class 2 contains 6240 members Entering Unmasked Estep Score: -733277.687500 Penalty: 859.920105 Iteration 10Q: 3 clusters Score -733277.7 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6432 members Mstep: Class 2 contains 6272 members Entering Unmasked Estep Score: -733425.125000 Penalty: 859.920105 Iteration 11Q: 3 clusters Score -733425.1 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6395 members Mstep: Class 2 contains 6309 members Entering Unmasked Estep Score: -733540.437500 Penalty: 859.920105 Iteration 12Q: 3 clusters Score -733540.4 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6351 members Mstep: Class 2 contains 6353 members Entering Unmasked Estep Score: -733629.250000 Penalty: 859.920105 Iteration 13Q: 3 clusters Score -733629.2 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6335 members Mstep: Class 2 contains 6369 members Entering Unmasked Estep Score: -733697.062500 Penalty: 859.920105 Iteration 14Q: 3 clusters Score -733697.1 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6305 members Mstep: Class 2 contains 6399 members Entering Unmasked Estep Score: -733747.812500 Penalty: 859.920105 Iteration 15Q: 3 clusters Score -733747.8 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6276 members Mstep: Class 2 contains 6428 members Entering Unmasked Estep Score: -733784.187500 Penalty: 859.920105 Iteration 16Q: 3 clusters Score -733784.2 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6259 members Mstep: Class 2 contains 6445 members Entering Unmasked Estep Score: -733810.625000 Penalty: 859.920105 Iteration 17Q: 3 clusters Score -733810.6 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6243 members Mstep: Class 2 contains 6461 members Entering Unmasked Estep Score: -733833.125000 Penalty: 859.920105 Iteration 18Q: 3 clusters Score -733833.1 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6228 members Mstep: Class 2 contains 6476 members Entering Unmasked Estep Score: -733857.250000 Penalty: 859.920105 Iteration 19Q: 3 clusters Score -733857.2 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6209 members Mstep: Class 2 contains 6495 members Entering Unmasked Estep Score: -733876.562500 Penalty: 859.920105 Iteration 20F: 3 clusters Score -733876.6 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6166 members Mstep: Class 2 contains 6538 members Entering Unmasked Estep Score: -733893.250000 Penalty: 859.920105 Iteration 21Q: 3 clusters Score -733893.2 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6139 members Mstep: Class 2 contains 6565 members Entering Unmasked Estep Score: -733904.500000 Penalty: 859.920105 Iteration 22Q: 3 clusters Score -733904.5 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6105 members Mstep: Class 2 contains 6599 members Entering Unmasked Estep Score: -733918.000000 Penalty: 859.920105 Iteration 23Q: 3 clusters Score -733918 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6084 members Mstep: Class 2 contains 6620 members Entering Unmasked Estep Score: -733933.375000 Penalty: 859.920105 Iteration 24Q: 3 clusters Score -733933.4 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6067 members Mstep: Class 2 contains 6637 members Entering Unmasked Estep Score: -733941.687500 Penalty: 859.920105 Iteration 25Q: 3 clusters Score -733941.7 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6064 members Mstep: Class 2 contains 6640 members Entering Unmasked Estep Score: -733951.125000 Penalty: 859.920105 Iteration 26Q: 3 clusters Score -733951.1 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6050 members Mstep: Class 2 contains 6654 members Entering Unmasked Estep Score: -733958.562500 Penalty: 859.920105 Iteration 27Q: 3 clusters Score -733958.6 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6033 members Mstep: Class 2 contains 6671 members Entering Unmasked Estep Score: -733968.875000 Penalty: 859.920105 Iteration 28Q: 3 clusters Score -733968.9 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6014 members Mstep: Class 2 contains 6690 members Entering Unmasked Estep Score: -733977.437500 Penalty: 859.920105 Iteration 29Q: 3 clusters Score -733977.4 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6005 members Mstep: Class 2 contains 6699 members Entering Unmasked Estep Score: -733986.375000 Penalty: 859.920105 Iteration 30Q: 3 clusters Score -733986.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6009 members Mstep: Class 2 contains 6695 members Entering Unmasked Estep Score: -733990.500000 Penalty: 859.920105 Iteration 31Q: 3 clusters Score -733990.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6012 members Mstep: Class 2 contains 6692 members Entering Unmasked Estep Score: -733993.062500 Penalty: 859.920105 Iteration 32Q: 3 clusters Score -733993.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6011 members Mstep: Class 2 contains 6693 members Entering Unmasked Estep Score: -733998.187500 Penalty: 859.920105 Iteration 33Q: 3 clusters Score -733998.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5996 members Mstep: Class 2 contains 6708 members Entering Unmasked Estep Score: -734005.250000 Penalty: 859.920105 Iteration 34Q: 3 clusters Score -734005.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5990 members Mstep: Class 2 contains 6714 members Entering Unmasked Estep Score: -734010.250000 Penalty: 859.920105 Iteration 35Q: 3 clusters Score -734010.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5982 members Mstep: Class 2 contains 6722 members Entering Unmasked Estep Score: -734014.750000 Penalty: 859.920105 Iteration 36Q: 3 clusters Score -734014.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5983 members Mstep: Class 2 contains 6721 members Entering Unmasked Estep Score: -734020.750000 Penalty: 859.920105 Iteration 37Q: 3 clusters Score -734020.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5985 members Mstep: Class 2 contains 6719 members Entering Unmasked Estep Score: -734023.437500 Penalty: 859.920105 Iteration 38Q: 3 clusters Score -734023.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5988 members Mstep: Class 2 contains 6716 members Entering Unmasked Estep Score: -734028.750000 Penalty: 859.920105 Iteration 39Q: 3 clusters Score -734028.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5992 members Mstep: Class 2 contains 6712 members Entering Unmasked Estep Score: -734028.937500 Penalty: 859.920105 Iteration 40F: 3 clusters Score -734028.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5997 members Mstep: Class 2 contains 6707 members Entering Unmasked Estep Score: -734030.375000 Penalty: 859.920105 Iteration 41Q: 3 clusters Score -734030.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6002 members Mstep: Class 2 contains 6702 members Entering Unmasked Estep Score: -734030.250000 Penalty: 859.920105 Iteration 42Q: 3 clusters Score -734030.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6015 members Mstep: Class 2 contains 6689 members Entering Unmasked Estep Score: -734031.750000 Penalty: 859.920105 Iteration 43Q: 3 clusters Score -734031.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6026 members Mstep: Class 2 contains 6678 members Entering Unmasked Estep Score: -734034.187500 Penalty: 859.920105 Iteration 44Q: 3 clusters Score -734034.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6031 members Mstep: Class 2 contains 6673 members Entering Unmasked Estep Score: -734037.500000 Penalty: 859.920105 Iteration 45Q: 3 clusters Score -734037.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6042 members Mstep: Class 2 contains 6662 members Entering Unmasked Estep Score: -734040.312500 Penalty: 859.920105 Iteration 46Q: 3 clusters Score -734040.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6049 members Mstep: Class 2 contains 6655 members Entering Unmasked Estep Score: -734041.812500 Penalty: 859.920105 Iteration 47Q: 3 clusters Score -734041.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6049 members Mstep: Class 2 contains 6655 members Entering Unmasked Estep Score: -734043.812500 Penalty: 859.920105 Iteration 48Q: 3 clusters Score -734043.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6048 members Mstep: Class 2 contains 6656 members Entering Unmasked Estep Score: -734044.437500 Penalty: 859.920105 Iteration 49Q: 3 clusters Score -734044.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6049 members Mstep: Class 2 contains 6655 members Entering Unmasked Estep Score: -734044.687500 Penalty: 859.920105 Iteration 50Q: 3 clusters Score -734044.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6049 members Mstep: Class 2 contains 6655 members Entering Unmasked Estep Score: -734045.000000 Penalty: 859.920105 Iteration 51Q: 3 clusters Score -734045 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6046 members Mstep: Class 2 contains 6658 members Entering Unmasked Estep Score: -734048.812500 Penalty: 859.920105 Iteration 52Q: 3 clusters Score -734048.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6044 members Mstep: Class 2 contains 6660 members Entering Unmasked Estep Score: -734048.437500 Penalty: 859.920105 Iteration 53Q: 3 clusters Score -734048.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6047 members Mstep: Class 2 contains 6657 members Entering Unmasked Estep Score: -734048.812500 Penalty: 859.920105 Iteration 54Q: 3 clusters Score -734048.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6049 members Mstep: Class 2 contains 6655 members Entering Unmasked Estep Score: -734048.687500 Penalty: 859.920105 Iteration 55Q: 3 clusters Score -734048.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6051 members Mstep: Class 2 contains 6653 members Entering Unmasked Estep Score: -734047.937500 Penalty: 859.920105 Iteration 56Q: 3 clusters Score -734047.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6053 members Mstep: Class 2 contains 6651 members Entering Unmasked Estep Score: -734049.187500 Penalty: 859.920105 Iteration 57Q: 3 clusters Score -734049.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6054 members Mstep: Class 2 contains 6650 members Entering Unmasked Estep Score: -734049.125000 Penalty: 859.920105 Iteration 58Q: 3 clusters Score -734049.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6050 members Mstep: Class 2 contains 6654 members Entering Unmasked Estep Score: -734051.687500 Penalty: 859.920105 Iteration 59Q: 3 clusters Score -734051.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6045 members Mstep: Class 2 contains 6659 members Entering Unmasked Estep Score: -734051.125000 Penalty: 859.920105 Iteration 60F: 3 clusters Score -734051.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6039 members Mstep: Class 2 contains 6665 members Entering Unmasked Estep Score: -734053.000000 Penalty: 859.920105 Iteration 61Q: 3 clusters Score -734053 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6029 members Mstep: Class 2 contains 6675 members Entering Unmasked Estep Score: -734050.125000 Penalty: 859.920105 Iteration 62Q: 3 clusters Score -734050.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6023 members Mstep: Class 2 contains 6681 members Entering Unmasked Estep Score: -734051.437500 Penalty: 859.920105 Iteration 63Q: 3 clusters Score -734051.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6013 members Mstep: Class 2 contains 6691 members Entering Unmasked Estep Score: -734053.375000 Penalty: 859.920105 Iteration 64Q: 3 clusters Score -734053.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6003 members Mstep: Class 2 contains 6701 members Entering Unmasked Estep Score: -734052.875000 Penalty: 859.920105 Iteration 65Q: 3 clusters Score -734052.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5993 members Mstep: Class 2 contains 6711 members Entering Unmasked Estep Score: -734051.562500 Penalty: 859.920105 Iteration 66Q: 3 clusters Score -734051.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5988 members Mstep: Class 2 contains 6716 members Entering Unmasked Estep Score: -734052.812500 Penalty: 859.920105 Iteration 67Q: 3 clusters Score -734052.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5979 members Mstep: Class 2 contains 6725 members Entering Unmasked Estep Score: -734053.750000 Penalty: 859.920105 Iteration 68Q: 3 clusters Score -734053.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5973 members Mstep: Class 2 contains 6731 members Entering Unmasked Estep Score: -734054.312500 Penalty: 859.920105 Iteration 69Q: 3 clusters Score -734054.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5970 members Mstep: Class 2 contains 6734 members Entering Unmasked Estep Score: -734053.812500 Penalty: 859.920105 Iteration 70Q: 3 clusters Score -734053.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5965 members Mstep: Class 2 contains 6739 members Entering Unmasked Estep Score: -734053.437500 Penalty: 859.920105 Iteration 71Q: 3 clusters Score -734053.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5959 members Mstep: Class 2 contains 6745 members Entering Unmasked Estep Score: -734054.250000 Penalty: 859.920105 Iteration 72Q: 3 clusters Score -734054.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5953 members Mstep: Class 2 contains 6751 members Entering Unmasked Estep Score: -734056.062500 Penalty: 859.920105 Iteration 73Q: 3 clusters Score -734056.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5949 members Mstep: Class 2 contains 6755 members Entering Unmasked Estep Score: -734055.125000 Penalty: 859.920105 Iteration 74Q: 3 clusters Score -734055.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5943 members Mstep: Class 2 contains 6761 members Entering Unmasked Estep Score: -734054.437500 Penalty: 859.920105 Iteration 75Q: 3 clusters Score -734054.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5935 members Mstep: Class 2 contains 6769 members Entering Unmasked Estep Score: -734056.000000 Penalty: 859.920105 Iteration 76Q: 3 clusters Score -734056 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5925 members Mstep: Class 2 contains 6779 members Entering Unmasked Estep Score: -734055.375000 Penalty: 859.920105 Iteration 77Q: 3 clusters Score -734055.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5914 members Mstep: Class 2 contains 6790 members Entering Unmasked Estep Score: -734057.562500 Penalty: 859.920105 Iteration 78Q: 3 clusters Score -734057.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5908 members Mstep: Class 2 contains 6796 members Entering Unmasked Estep Score: -734055.250000 Penalty: 859.920105 Iteration 79Q: 3 clusters Score -734055.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5907 members Mstep: Class 2 contains 6797 members Entering Unmasked Estep Score: -734056.625000 Penalty: 859.920105 Iteration 80F: 3 clusters Score -734056.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (6248 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6248 members Entering Unmasked Estep Score: -339600.281250 Penalty: 397.670776 Iteration 0F: 2 clusters Score -339600.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3190 members Mstep: Class 2 contains 3058 members Entering Unmasked Estep Score: -335467.375000 Penalty: 795.341553 Iteration 0F: 3 clusters Score -335467.4 nChanged 2763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3495 members Mstep: Class 2 contains 2753 members Entering Unmasked Estep Score: -337076.062500 Penalty: 795.341553 Iteration 1F: 3 clusters Score -337076.1 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3745 members Mstep: Class 2 contains 2503 members Entering Unmasked Estep Score: -337289.656250 Penalty: 795.341553 Iteration 2F: 3 clusters Score -337289.7 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4059 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -337521.343750 Penalty: 795.341553 Iteration 3F: 3 clusters Score -337521.3 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4404 members Mstep: Class 2 contains 1844 members Entering Unmasked Estep Score: -337793.656250 Penalty: 795.341553 Iteration 4F: 3 clusters Score -337793.7 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4780 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -338122.937500 Penalty: 795.341553 Iteration 5F: 3 clusters Score -338122.9 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5117 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -338441.687500 Penalty: 795.341553 Iteration 6F: 3 clusters Score -338441.7 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5399 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -338703.125000 Penalty: 795.341553 Iteration 7Q: 3 clusters Score -338703.1 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5624 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -338890.781250 Penalty: 795.341553 Iteration 8Q: 3 clusters Score -338890.8 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5770 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -339009.375000 Penalty: 795.341553 Iteration 9Q: 3 clusters Score -339009.4 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5877 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -339086.781250 Penalty: 795.341553 Iteration 10Q: 3 clusters Score -339086.8 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5956 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -339148.937500 Penalty: 795.341553 Iteration 11Q: 3 clusters Score -339148.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6014 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -339191.437500 Penalty: 795.341553 Iteration 12Q: 3 clusters Score -339191.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6046 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -339218.937500 Penalty: 795.341553 Iteration 13Q: 3 clusters Score -339218.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6069 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -339236.062500 Penalty: 795.341553 Iteration 14Q: 3 clusters Score -339236.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6086 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -339250.437500 Penalty: 795.341553 Iteration 15Q: 3 clusters Score -339250.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6092 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -339254.406250 Penalty: 795.341553 Iteration 16Q: 3 clusters Score -339254.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6095 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -339256.250000 Penalty: 795.341553 Iteration 17Q: 3 clusters Score -339256.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6097 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -339257.593750 Penalty: 795.341553 Iteration 18Q: 3 clusters Score -339257.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6099 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -339257.812500 Penalty: 795.341553 Iteration 19Q: 3 clusters Score -339257.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6099 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -339257.812500 Penalty: 795.341553 Iteration 20F: 3 clusters Score -339257.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (141 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Entering Unmasked Estep Score: -3361.221191 Penalty: 225.168579 Iteration 0F: 2 clusters Score -3361.221 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -3133.869873 Penalty: 450.337158 Iteration 0F: 3 clusters Score -3133.87 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -3199.649902 Penalty: 450.337158 Iteration 1F: 3 clusters Score -3199.65 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -3239.500000 Penalty: 450.337158 Iteration 2F: 3 clusters Score -3239.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -3257.071289 Penalty: 450.337158 Iteration 3F: 3 clusters Score -3257.071 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 44 members Entering Unmasked Estep Score: -3269.184570 Penalty: 450.337158 Iteration 4Q: 3 clusters Score -3269.185 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 43 members Entering Unmasked Estep Score: -3270.596680 Penalty: 450.337158 Iteration 5Q: 3 clusters Score -3270.597 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 42 members Entering Unmasked Estep Score: -3271.395752 Penalty: 450.337158 Iteration 6Q: 3 clusters Score -3271.396 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 42 members Entering Unmasked Estep Score: -3271.395752 Penalty: 450.337158 Iteration 7F: 3 clusters Score -3271.396 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (19657 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19657 members Entering Unmasked Estep Score: -1183171.125000 Penalty: 449.821564 Iteration 0F: 2 clusters Score -1183171 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9693 members Mstep: Class 2 contains 9964 members Entering Unmasked Estep Score: -1170181.375000 Penalty: 899.643127 Iteration 0F: 3 clusters Score -1170181 nChanged 9259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8196 members Mstep: Class 2 contains 11461 members Entering Unmasked Estep Score: -1175744.125000 Penalty: 899.643127 Iteration 1F: 3 clusters Score -1175744 nChanged 1412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7092 members Mstep: Class 2 contains 12565 members Entering Unmasked Estep Score: -1176641.875000 Penalty: 899.643127 Iteration 2F: 3 clusters Score -1176642 nChanged 1757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5567 members Mstep: Class 2 contains 14090 members Entering Unmasked Estep Score: -1178075.250000 Penalty: 899.643127 Iteration 3F: 3 clusters Score -1178075 nChanged 1674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4055 members Mstep: Class 2 contains 15602 members Entering Unmasked Estep Score: -1179544.125000 Penalty: 899.643127 Iteration 4F: 3 clusters Score -1179544 nChanged 1279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2870 members Mstep: Class 2 contains 16787 members Entering Unmasked Estep Score: -1180671.125000 Penalty: 899.643127 Iteration 5F: 3 clusters Score -1180671 nChanged 869 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2063 members Mstep: Class 2 contains 17594 members Entering Unmasked Estep Score: -1181467.250000 Penalty: 899.643127 Iteration 6Q: 3 clusters Score -1181467 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 18113 members Entering Unmasked Estep Score: -1181986.125000 Penalty: 899.643127 Iteration 7Q: 3 clusters Score -1181986 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 18409 members Entering Unmasked Estep Score: -1182260.375000 Penalty: 899.643127 Iteration 8Q: 3 clusters Score -1182260 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 18614 members Entering Unmasked Estep Score: -1182446.625000 Penalty: 899.643127 Iteration 9Q: 3 clusters Score -1182447 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 18761 members Entering Unmasked Estep Score: -1182564.625000 Penalty: 899.643127 Iteration 10Q: 3 clusters Score -1182565 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 18881 members Entering Unmasked Estep Score: -1182635.625000 Penalty: 899.643127 Iteration 11Q: 3 clusters Score -1182636 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 18957 members Entering Unmasked Estep Score: -1182684.500000 Penalty: 899.643127 Iteration 12Q: 3 clusters Score -1182684 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 19021 members Entering Unmasked Estep Score: -1182723.000000 Penalty: 899.643127 Iteration 13Q: 3 clusters Score -1182723 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 19074 members Entering Unmasked Estep Score: -1182746.500000 Penalty: 899.643127 Iteration 14Q: 3 clusters Score -1182746 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 19118 members Entering Unmasked Estep Score: -1182771.000000 Penalty: 899.643127 Iteration 15Q: 3 clusters Score -1182771 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 19148 members Entering Unmasked Estep Score: -1182782.000000 Penalty: 899.643127 Iteration 16Q: 3 clusters Score -1182782 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 19168 members Entering Unmasked Estep Score: -1182788.500000 Penalty: 899.643127 Iteration 17Q: 3 clusters Score -1182788 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 19193 members Entering Unmasked Estep Score: -1182798.000000 Penalty: 899.643127 Iteration 18Q: 3 clusters Score -1182798 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 19216 members Entering Unmasked Estep Score: -1182804.500000 Penalty: 899.643127 Iteration 19Q: 3 clusters Score -1182804 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 19233 members Entering Unmasked Estep Score: -1182810.500000 Penalty: 899.643127 Iteration 20F: 3 clusters Score -1182810 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 19254 members Entering Unmasked Estep Score: -1182818.375000 Penalty: 899.643127 Iteration 21Q: 3 clusters Score -1182818 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 19268 members Entering Unmasked Estep Score: -1182826.500000 Penalty: 899.643127 Iteration 22Q: 3 clusters Score -1182826 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 19284 members Entering Unmasked Estep Score: -1182829.375000 Penalty: 899.643127 Iteration 23Q: 3 clusters Score -1182829 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 19298 members Entering Unmasked Estep Score: -1182834.125000 Penalty: 899.643127 Iteration 24Q: 3 clusters Score -1182834 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 19306 members Entering Unmasked Estep Score: -1182835.375000 Penalty: 899.643127 Iteration 25Q: 3 clusters Score -1182835 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 19312 members Entering Unmasked Estep Score: -1182838.125000 Penalty: 899.643127 Iteration 26Q: 3 clusters Score -1182838 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 19315 members Entering Unmasked Estep Score: -1182840.375000 Penalty: 899.643127 Iteration 27Q: 3 clusters Score -1182840 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 19316 members Entering Unmasked Estep Score: -1182839.000000 Penalty: 899.643127 Iteration 28Q: 3 clusters Score -1182839 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 19317 members Entering Unmasked Estep Score: -1182839.625000 Penalty: 899.643127 Iteration 29Q: 3 clusters Score -1182840 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 19319 members Entering Unmasked Estep Score: -1182840.500000 Penalty: 899.643127 Iteration 30Q: 3 clusters Score -1182840 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 19319 members Entering Unmasked Estep Score: -1182841.125000 Penalty: 899.643127 Iteration 31Q: 3 clusters Score -1182841 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 19320 members Entering Unmasked Estep Score: -1182841.375000 Penalty: 899.643127 Iteration 32Q: 3 clusters Score -1182841 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 19322 members Entering Unmasked Estep Score: -1182843.625000 Penalty: 899.643127 Iteration 33Q: 3 clusters Score -1182844 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 19322 members Entering Unmasked Estep Score: -1182843.625000 Penalty: 899.643127 Iteration 34F: 3 clusters Score -1182844 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (686 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Entering Unmasked Estep Score: -25723.617188 Penalty: 297.154938 Iteration 0F: 2 clusters Score -25723.62 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 361 members Entering Unmasked Estep Score: -25161.970703 Penalty: 594.309875 Iteration 0F: 3 clusters Score -25161.97 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -25407.154297 Penalty: 594.309875 Iteration 1F: 3 clusters Score -25407.15 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -25445.064453 Penalty: 594.309875 Iteration 2F: 3 clusters Score -25445.06 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -25469.753906 Penalty: 594.309875 Iteration 3Q: 3 clusters Score -25469.75 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -25488.615234 Penalty: 594.309875 Iteration 4Q: 3 clusters Score -25488.62 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -25499.800781 Penalty: 594.309875 Iteration 5Q: 3 clusters Score -25499.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -25502.369141 Penalty: 594.309875 Iteration 6Q: 3 clusters Score -25502.37 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -25503.154297 Penalty: 594.309875 Iteration 7Q: 3 clusters Score -25503.15 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -25505.843750 Penalty: 594.309875 Iteration 8Q: 3 clusters Score -25505.84 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -25507.593750 Penalty: 594.309875 Iteration 9Q: 3 clusters Score -25507.59 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -25508.095703 Penalty: 594.309875 Iteration 10Q: 3 clusters Score -25508.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -25508.302734 Penalty: 594.309875 Iteration 11Q: 3 clusters Score -25508.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -25508.302734 Penalty: 594.309875 Iteration 12F: 3 clusters Score -25508.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (1522 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Entering Unmasked Estep Score: -82793.734375 Penalty: 333.414032 Iteration 0F: 2 clusters Score -82793.73 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -81652.218750 Penalty: 666.828064 Iteration 0F: 3 clusters Score -81652.22 nChanged 617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -82041.406250 Penalty: 666.828064 Iteration 1F: 3 clusters Score -82041.41 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -82162.382812 Penalty: 666.828064 Iteration 2F: 3 clusters Score -82162.38 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -82252.484375 Penalty: 666.828064 Iteration 3F: 3 clusters Score -82252.48 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -82329.835938 Penalty: 666.828064 Iteration 4F: 3 clusters Score -82329.84 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -82411.437500 Penalty: 666.828064 Iteration 5F: 3 clusters Score -82411.44 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -82454.937500 Penalty: 666.828064 Iteration 6Q: 3 clusters Score -82454.94 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -82476.484375 Penalty: 666.828064 Iteration 7Q: 3 clusters Score -82476.48 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -82487.898438 Penalty: 666.828064 Iteration 8Q: 3 clusters Score -82487.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -82499.976562 Penalty: 666.828064 Iteration 9Q: 3 clusters Score -82499.98 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -82507.187500 Penalty: 666.828064 Iteration 10Q: 3 clusters Score -82507.19 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -82513.851562 Penalty: 666.828064 Iteration 11Q: 3 clusters Score -82513.85 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -82521.570312 Penalty: 666.828064 Iteration 12Q: 3 clusters Score -82521.57 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -82528.921875 Penalty: 666.828064 Iteration 13Q: 3 clusters Score -82528.92 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -82535.718750 Penalty: 666.828064 Iteration 14Q: 3 clusters Score -82535.72 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -82542.867188 Penalty: 666.828064 Iteration 15Q: 3 clusters Score -82542.87 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -82550.718750 Penalty: 666.828064 Iteration 16Q: 3 clusters Score -82550.72 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -82554.835938 Penalty: 666.828064 Iteration 17Q: 3 clusters Score -82554.84 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -82557.562500 Penalty: 666.828064 Iteration 18Q: 3 clusters Score -82557.56 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -82559.710938 Penalty: 666.828064 Iteration 19Q: 3 clusters Score -82559.71 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -82562.351562 Penalty: 666.828064 Iteration 20F: 3 clusters Score -82562.35 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -82563.515625 Penalty: 666.828064 Iteration 21Q: 3 clusters Score -82563.52 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -82564.390625 Penalty: 666.828064 Iteration 22Q: 3 clusters Score -82564.39 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -82565.179688 Penalty: 666.828064 Iteration 23Q: 3 clusters Score -82565.18 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -82565.750000 Penalty: 666.828064 Iteration 24Q: 3 clusters Score -82565.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -82565.929688 Penalty: 666.828064 Iteration 25Q: 3 clusters Score -82565.93 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -82566.656250 Penalty: 666.828064 Iteration 26Q: 3 clusters Score -82566.66 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -82566.945312 Penalty: 666.828064 Iteration 27Q: 3 clusters Score -82566.95 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -82567.218750 Penalty: 666.828064 Iteration 28Q: 3 clusters Score -82567.22 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -82568.460938 Penalty: 666.828064 Iteration 29Q: 3 clusters Score -82568.46 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -82568.898438 Penalty: 666.828064 Iteration 30Q: 3 clusters Score -82568.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -82569.000000 Penalty: 666.828064 Iteration 31Q: 3 clusters Score -82569 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -82569.570312 Penalty: 666.828064 Iteration 32Q: 3 clusters Score -82569.57 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -82569.687500 Penalty: 666.828064 Iteration 33Q: 3 clusters Score -82569.69 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -82569.687500 Penalty: 666.828064 Iteration 34F: 3 clusters Score -82569.69 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (10187 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10187 members Entering Unmasked Estep Score: -625492.875000 Penalty: 419.913483 Iteration 0F: 2 clusters Score -625492.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5150 members Mstep: Class 2 contains 5037 members Entering Unmasked Estep Score: -618673.000000 Penalty: 839.826965 Iteration 0F: 3 clusters Score -618673 nChanged 4746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5434 members Mstep: Class 2 contains 4753 members Entering Unmasked Estep Score: -621393.312500 Penalty: 839.826965 Iteration 1F: 3 clusters Score -621393.3 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5608 members Mstep: Class 2 contains 4579 members Entering Unmasked Estep Score: -621685.687500 Penalty: 839.826965 Iteration 2F: 3 clusters Score -621685.7 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5866 members Mstep: Class 2 contains 4321 members Entering Unmasked Estep Score: -622033.187500 Penalty: 839.826965 Iteration 3F: 3 clusters Score -622033.2 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6207 members Mstep: Class 2 contains 3980 members Entering Unmasked Estep Score: -622458.312500 Penalty: 839.826965 Iteration 4F: 3 clusters Score -622458.3 nChanged 683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6652 members Mstep: Class 2 contains 3535 members Entering Unmasked Estep Score: -623014.187500 Penalty: 839.826965 Iteration 5F: 3 clusters Score -623014.2 nChanged 652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7074 members Mstep: Class 2 contains 3113 members Entering Unmasked Estep Score: -623511.312500 Penalty: 839.826965 Iteration 6F: 3 clusters Score -623511.3 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7429 members Mstep: Class 2 contains 2758 members Entering Unmasked Estep Score: -623867.250000 Penalty: 839.826965 Iteration 7F: 3 clusters Score -623867.2 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7680 members Mstep: Class 2 contains 2507 members Entering Unmasked Estep Score: -624113.437500 Penalty: 839.826965 Iteration 8Q: 3 clusters Score -624113.4 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7897 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -624301.625000 Penalty: 839.826965 Iteration 9Q: 3 clusters Score -624301.6 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8077 members Mstep: Class 2 contains 2110 members Entering Unmasked Estep Score: -624428.687500 Penalty: 839.826965 Iteration 10Q: 3 clusters Score -624428.7 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8232 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -624539.937500 Penalty: 839.826965 Iteration 11Q: 3 clusters Score -624539.9 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8359 members Mstep: Class 2 contains 1828 members Entering Unmasked Estep Score: -624615.875000 Penalty: 839.826965 Iteration 12Q: 3 clusters Score -624615.9 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8466 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -624662.312500 Penalty: 839.826965 Iteration 13Q: 3 clusters Score -624662.3 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8554 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -624693.125000 Penalty: 839.826965 Iteration 14Q: 3 clusters Score -624693.1 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8638 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -624717.625000 Penalty: 839.826965 Iteration 15Q: 3 clusters Score -624717.6 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8712 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -624737.000000 Penalty: 839.826965 Iteration 16Q: 3 clusters Score -624737 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8779 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -624753.375000 Penalty: 839.826965 Iteration 17Q: 3 clusters Score -624753.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8842 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -624772.125000 Penalty: 839.826965 Iteration 18Q: 3 clusters Score -624772.1 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8905 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -624791.062500 Penalty: 839.826965 Iteration 19Q: 3 clusters Score -624791.1 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8975 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -624814.000000 Penalty: 839.826965 Iteration 20F: 3 clusters Score -624814 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9037 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -624838.937500 Penalty: 839.826965 Iteration 21Q: 3 clusters Score -624838.9 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9100 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -624862.687500 Penalty: 839.826965 Iteration 22Q: 3 clusters Score -624862.7 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9158 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -624889.312500 Penalty: 839.826965 Iteration 23Q: 3 clusters Score -624889.3 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9218 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -624915.375000 Penalty: 839.826965 Iteration 24Q: 3 clusters Score -624915.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9268 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -624933.250000 Penalty: 839.826965 Iteration 25Q: 3 clusters Score -624933.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9310 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -624947.187500 Penalty: 839.826965 Iteration 26Q: 3 clusters Score -624947.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9349 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -624961.125000 Penalty: 839.826965 Iteration 27Q: 3 clusters Score -624961.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9392 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -624976.125000 Penalty: 839.826965 Iteration 28Q: 3 clusters Score -624976.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9438 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -624993.875000 Penalty: 839.826965 Iteration 29Q: 3 clusters Score -624993.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9478 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -625008.312500 Penalty: 839.826965 Iteration 30Q: 3 clusters Score -625008.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9513 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -625021.250000 Penalty: 839.826965 Iteration 31Q: 3 clusters Score -625021.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9546 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -625033.375000 Penalty: 839.826965 Iteration 32Q: 3 clusters Score -625033.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9577 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -625042.625000 Penalty: 839.826965 Iteration 33Q: 3 clusters Score -625042.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9605 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -625054.937500 Penalty: 839.826965 Iteration 34Q: 3 clusters Score -625054.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9630 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -625066.812500 Penalty: 839.826965 Iteration 35Q: 3 clusters Score -625066.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9650 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -625078.437500 Penalty: 839.826965 Iteration 36Q: 3 clusters Score -625078.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9676 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -625092.562500 Penalty: 839.826965 Iteration 37Q: 3 clusters Score -625092.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9695 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -625097.687500 Penalty: 839.826965 Iteration 38Q: 3 clusters Score -625097.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9709 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -625102.875000 Penalty: 839.826965 Iteration 39Q: 3 clusters Score -625102.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9720 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -625105.937500 Penalty: 839.826965 Iteration 40F: 3 clusters Score -625105.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9732 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -625109.625000 Penalty: 839.826965 Iteration 41Q: 3 clusters Score -625109.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9740 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -625112.187500 Penalty: 839.826965 Iteration 42Q: 3 clusters Score -625112.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9747 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -625114.687500 Penalty: 839.826965 Iteration 43Q: 3 clusters Score -625114.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9754 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -625116.062500 Penalty: 839.826965 Iteration 44Q: 3 clusters Score -625116.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9762 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -625120.062500 Penalty: 839.826965 Iteration 45Q: 3 clusters Score -625120.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9768 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -625121.250000 Penalty: 839.826965 Iteration 46Q: 3 clusters Score -625121.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9774 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -625121.937500 Penalty: 839.826965 Iteration 47Q: 3 clusters Score -625121.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9775 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -625122.875000 Penalty: 839.826965 Iteration 48Q: 3 clusters Score -625122.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9776 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -625123.375000 Penalty: 839.826965 Iteration 49Q: 3 clusters Score -625123.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9780 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -625123.625000 Penalty: 839.826965 Iteration 50Q: 3 clusters Score -625123.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9785 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -625124.750000 Penalty: 839.826965 Iteration 51Q: 3 clusters Score -625124.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9788 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -625125.562500 Penalty: 839.826965 Iteration 52Q: 3 clusters Score -625125.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9792 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -625126.562500 Penalty: 839.826965 Iteration 53Q: 3 clusters Score -625126.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9797 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -625128.437500 Penalty: 839.826965 Iteration 54Q: 3 clusters Score -625128.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9802 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -625129.375000 Penalty: 839.826965 Iteration 55Q: 3 clusters Score -625129.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9809 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -625132.875000 Penalty: 839.826965 Iteration 56Q: 3 clusters Score -625132.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9814 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -625135.062500 Penalty: 839.826965 Iteration 57Q: 3 clusters Score -625135.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9820 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -625137.125000 Penalty: 839.826965 Iteration 58Q: 3 clusters Score -625137.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9824 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -625137.312500 Penalty: 839.826965 Iteration 59Q: 3 clusters Score -625137.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9828 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -625138.937500 Penalty: 839.826965 Iteration 60F: 3 clusters Score -625138.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9834 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -625141.375000 Penalty: 839.826965 Iteration 61Q: 3 clusters Score -625141.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9835 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -625141.937500 Penalty: 839.826965 Iteration 62Q: 3 clusters Score -625141.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9836 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -625142.375000 Penalty: 839.826965 Iteration 63Q: 3 clusters Score -625142.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9837 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -625142.000000 Penalty: 839.826965 Iteration 64Q: 3 clusters Score -625142 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9837 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -625142.000000 Penalty: 839.826965 Iteration 65F: 3 clusters Score -625142 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (1452 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Entering Unmasked Estep Score: -79200.078125 Penalty: 331.271729 Iteration 0F: 2 clusters Score -79200.08 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -78087.156250 Penalty: 662.543457 Iteration 0F: 3 clusters Score -78087.16 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -78455.382812 Penalty: 662.543457 Iteration 1F: 3 clusters Score -78455.38 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -78539.765625 Penalty: 662.543457 Iteration 2F: 3 clusters Score -78539.77 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -78616.195312 Penalty: 662.543457 Iteration 3F: 3 clusters Score -78616.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -78658.039062 Penalty: 662.543457 Iteration 4Q: 3 clusters Score -78658.04 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -78687.226562 Penalty: 662.543457 Iteration 5Q: 3 clusters Score -78687.23 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -78712.523438 Penalty: 662.543457 Iteration 6Q: 3 clusters Score -78712.52 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -78736.164062 Penalty: 662.543457 Iteration 7Q: 3 clusters Score -78736.16 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -78748.289062 Penalty: 662.543457 Iteration 8Q: 3 clusters Score -78748.29 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -78758.664062 Penalty: 662.543457 Iteration 9Q: 3 clusters Score -78758.66 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -78767.750000 Penalty: 662.543457 Iteration 10Q: 3 clusters Score -78767.75 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -78777.835938 Penalty: 662.543457 Iteration 11Q: 3 clusters Score -78777.84 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -78789.617188 Penalty: 662.543457 Iteration 12Q: 3 clusters Score -78789.62 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -78802.109375 Penalty: 662.543457 Iteration 13Q: 3 clusters Score -78802.11 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -78818.265625 Penalty: 662.543457 Iteration 14Q: 3 clusters Score -78818.27 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -78833.304688 Penalty: 662.543457 Iteration 15Q: 3 clusters Score -78833.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -78848.070312 Penalty: 662.543457 Iteration 16Q: 3 clusters Score -78848.07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -78859.304688 Penalty: 662.543457 Iteration 17Q: 3 clusters Score -78859.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -78868.015625 Penalty: 662.543457 Iteration 18Q: 3 clusters Score -78868.02 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -78875.062500 Penalty: 662.543457 Iteration 19Q: 3 clusters Score -78875.06 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -78880.000000 Penalty: 662.543457 Iteration 20F: 3 clusters Score -78880 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -78883.187500 Penalty: 662.543457 Iteration 21Q: 3 clusters Score -78883.19 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -78884.468750 Penalty: 662.543457 Iteration 22Q: 3 clusters Score -78884.47 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -78885.515625 Penalty: 662.543457 Iteration 23Q: 3 clusters Score -78885.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -78885.593750 Penalty: 662.543457 Iteration 24Q: 3 clusters Score -78885.59 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -78885.593750 Penalty: 662.543457 Iteration 25F: 3 clusters Score -78885.59 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (5303 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5303 members Entering Unmasked Estep Score: -293292.468750 Penalty: 390.209259 Iteration 0F: 2 clusters Score -293292.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2619 members Mstep: Class 2 contains 2684 members Entering Unmasked Estep Score: -289695.625000 Penalty: 780.418518 Iteration 0F: 3 clusters Score -289695.6 nChanged 2422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2441 members Mstep: Class 2 contains 2862 members Entering Unmasked Estep Score: -291104.531250 Penalty: 780.418518 Iteration 1F: 3 clusters Score -291104.5 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2368 members Mstep: Class 2 contains 2935 members Entering Unmasked Estep Score: -291260.375000 Penalty: 780.418518 Iteration 2F: 3 clusters Score -291260.4 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2317 members Mstep: Class 2 contains 2986 members Entering Unmasked Estep Score: -291450.906250 Penalty: 780.418518 Iteration 3F: 3 clusters Score -291450.9 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 3043 members Entering Unmasked Estep Score: -291683.812500 Penalty: 780.418518 Iteration 4F: 3 clusters Score -291683.8 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 3098 members Entering Unmasked Estep Score: -291913.312500 Penalty: 780.418518 Iteration 5F: 3 clusters Score -291913.3 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2125 members Mstep: Class 2 contains 3178 members Entering Unmasked Estep Score: -292168.156250 Penalty: 780.418518 Iteration 6F: 3 clusters Score -292168.2 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2011 members Mstep: Class 2 contains 3292 members Entering Unmasked Estep Score: -292383.312500 Penalty: 780.418518 Iteration 7Q: 3 clusters Score -292383.3 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1901 members Mstep: Class 2 contains 3402 members Entering Unmasked Estep Score: -292557.062500 Penalty: 780.418518 Iteration 8Q: 3 clusters Score -292557.1 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1788 members Mstep: Class 2 contains 3515 members Entering Unmasked Estep Score: -292686.562500 Penalty: 780.418518 Iteration 9Q: 3 clusters Score -292686.6 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 3607 members Entering Unmasked Estep Score: -292765.093750 Penalty: 780.418518 Iteration 10Q: 3 clusters Score -292765.1 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 3698 members Entering Unmasked Estep Score: -292822.375000 Penalty: 780.418518 Iteration 11Q: 3 clusters Score -292822.4 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 3784 members Entering Unmasked Estep Score: -292868.281250 Penalty: 780.418518 Iteration 12Q: 3 clusters Score -292868.3 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 3870 members Entering Unmasked Estep Score: -292912.093750 Penalty: 780.418518 Iteration 13Q: 3 clusters Score -292912.1 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 3947 members Entering Unmasked Estep Score: -292943.062500 Penalty: 780.418518 Iteration 14Q: 3 clusters Score -292943.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 4016 members Entering Unmasked Estep Score: -292980.625000 Penalty: 780.418518 Iteration 15Q: 3 clusters Score -292980.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 4074 members Entering Unmasked Estep Score: -293001.750000 Penalty: 780.418518 Iteration 16Q: 3 clusters Score -293001.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 4116 members Entering Unmasked Estep Score: -293014.843750 Penalty: 780.418518 Iteration 17Q: 3 clusters Score -293014.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 4147 members Entering Unmasked Estep Score: -293025.375000 Penalty: 780.418518 Iteration 18Q: 3 clusters Score -293025.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 4183 members Entering Unmasked Estep Score: -293035.812500 Penalty: 780.418518 Iteration 19Q: 3 clusters Score -293035.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 4215 members Entering Unmasked Estep Score: -293045.656250 Penalty: 780.418518 Iteration 20F: 3 clusters Score -293045.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 4247 members Entering Unmasked Estep Score: -293054.375000 Penalty: 780.418518 Iteration 21Q: 3 clusters Score -293054.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 4275 members Entering Unmasked Estep Score: -293063.187500 Penalty: 780.418518 Iteration 22Q: 3 clusters Score -293063.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 4309 members Entering Unmasked Estep Score: -293072.250000 Penalty: 780.418518 Iteration 23Q: 3 clusters Score -293072.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 4333 members Entering Unmasked Estep Score: -293079.375000 Penalty: 780.418518 Iteration 24Q: 3 clusters Score -293079.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 4357 members Entering Unmasked Estep Score: -293084.968750 Penalty: 780.418518 Iteration 25Q: 3 clusters Score -293085 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 4373 members Entering Unmasked Estep Score: -293088.625000 Penalty: 780.418518 Iteration 26Q: 3 clusters Score -293088.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 4387 members Entering Unmasked Estep Score: -293091.593750 Penalty: 780.418518 Iteration 27Q: 3 clusters Score -293091.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 4399 members Entering Unmasked Estep Score: -293093.750000 Penalty: 780.418518 Iteration 28Q: 3 clusters Score -293093.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 4410 members Entering Unmasked Estep Score: -293096.125000 Penalty: 780.418518 Iteration 29Q: 3 clusters Score -293096.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 4417 members Entering Unmasked Estep Score: -293096.250000 Penalty: 780.418518 Iteration 30Q: 3 clusters Score -293096.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 4421 members Entering Unmasked Estep Score: -293097.187500 Penalty: 780.418518 Iteration 31Q: 3 clusters Score -293097.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 4423 members Entering Unmasked Estep Score: -293098.312500 Penalty: 780.418518 Iteration 32Q: 3 clusters Score -293098.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 4426 members Entering Unmasked Estep Score: -293098.750000 Penalty: 780.418518 Iteration 33Q: 3 clusters Score -293098.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 4427 members Entering Unmasked Estep Score: -293098.656250 Penalty: 780.418518 Iteration 34Q: 3 clusters Score -293098.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 4427 members Entering Unmasked Estep Score: -293098.656250 Penalty: 780.418518 Iteration 35F: 3 clusters Score -293098.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (6575 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6575 members Entering Unmasked Estep Score: -392686.187500 Penalty: 399.991852 Iteration 0F: 2 clusters Score -392686.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3220 members Mstep: Class 2 contains 3355 members Entering Unmasked Estep Score: -388272.187500 Penalty: 799.983704 Iteration 0F: 3 clusters Score -388272.2 nChanged 2967 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3025 members Mstep: Class 2 contains 3550 members Entering Unmasked Estep Score: -390101.937500 Penalty: 799.983704 Iteration 1F: 3 clusters Score -390101.9 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2912 members Mstep: Class 2 contains 3663 members Entering Unmasked Estep Score: -390348.500000 Penalty: 799.983704 Iteration 2F: 3 clusters Score -390348.5 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2775 members Mstep: Class 2 contains 3800 members Entering Unmasked Estep Score: -390640.343750 Penalty: 799.983704 Iteration 3F: 3 clusters Score -390640.3 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2618 members Mstep: Class 2 contains 3957 members Entering Unmasked Estep Score: -390933.531250 Penalty: 799.983704 Iteration 4F: 3 clusters Score -390933.5 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2504 members Mstep: Class 2 contains 4071 members Entering Unmasked Estep Score: -391188.687500 Penalty: 799.983704 Iteration 5F: 3 clusters Score -391188.7 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2388 members Mstep: Class 2 contains 4187 members Entering Unmasked Estep Score: -391383.906250 Penalty: 799.983704 Iteration 6F: 3 clusters Score -391383.9 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 4315 members Entering Unmasked Estep Score: -391516.875000 Penalty: 799.983704 Iteration 7Q: 3 clusters Score -391516.9 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2140 members Mstep: Class 2 contains 4435 members Entering Unmasked Estep Score: -391604.281250 Penalty: 799.983704 Iteration 8Q: 3 clusters Score -391604.3 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2022 members Mstep: Class 2 contains 4553 members Entering Unmasked Estep Score: -391669.812500 Penalty: 799.983704 Iteration 9Q: 3 clusters Score -391669.8 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 4680 members Entering Unmasked Estep Score: -391726.875000 Penalty: 799.983704 Iteration 10Q: 3 clusters Score -391726.9 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 4800 members Entering Unmasked Estep Score: -391774.937500 Penalty: 799.983704 Iteration 11Q: 3 clusters Score -391774.9 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 4903 members Entering Unmasked Estep Score: -391810.312500 Penalty: 799.983704 Iteration 12Q: 3 clusters Score -391810.3 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 5021 members Entering Unmasked Estep Score: -391855.406250 Penalty: 799.983704 Iteration 13Q: 3 clusters Score -391855.4 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 5153 members Entering Unmasked Estep Score: -391913.625000 Penalty: 799.983704 Iteration 14Q: 3 clusters Score -391913.6 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 5296 members Entering Unmasked Estep Score: -391984.281250 Penalty: 799.983704 Iteration 15Q: 3 clusters Score -391984.3 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 5427 members Entering Unmasked Estep Score: -392052.375000 Penalty: 799.983704 Iteration 16Q: 3 clusters Score -392052.4 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 5541 members Entering Unmasked Estep Score: -392112.250000 Penalty: 799.983704 Iteration 17Q: 3 clusters Score -392112.2 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 5656 members Entering Unmasked Estep Score: -392175.656250 Penalty: 799.983704 Iteration 18Q: 3 clusters Score -392175.7 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 5755 members Entering Unmasked Estep Score: -392228.062500 Penalty: 799.983704 Iteration 19Q: 3 clusters Score -392228.1 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 5852 members Entering Unmasked Estep Score: -392281.375000 Penalty: 799.983704 Iteration 20F: 3 clusters Score -392281.4 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 5931 members Entering Unmasked Estep Score: -392326.312500 Penalty: 799.983704 Iteration 21Q: 3 clusters Score -392326.3 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 5998 members Entering Unmasked Estep Score: -392365.343750 Penalty: 799.983704 Iteration 22Q: 3 clusters Score -392365.3 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 6050 members Entering Unmasked Estep Score: -392398.093750 Penalty: 799.983704 Iteration 23Q: 3 clusters Score -392398.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 6101 members Entering Unmasked Estep Score: -392429.531250 Penalty: 799.983704 Iteration 24Q: 3 clusters Score -392429.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 6139 members Entering Unmasked Estep Score: -392457.187500 Penalty: 799.983704 Iteration 25Q: 3 clusters Score -392457.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 6167 members Entering Unmasked Estep Score: -392474.937500 Penalty: 799.983704 Iteration 26Q: 3 clusters Score -392474.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 6189 members Entering Unmasked Estep Score: -392494.656250 Penalty: 799.983704 Iteration 27Q: 3 clusters Score -392494.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 6211 members Entering Unmasked Estep Score: -392522.875000 Penalty: 799.983704 Iteration 28Q: 3 clusters Score -392522.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 6228 members Entering Unmasked Estep Score: -392539.906250 Penalty: 799.983704 Iteration 29Q: 3 clusters Score -392539.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 6238 members Entering Unmasked Estep Score: -392549.812500 Penalty: 799.983704 Iteration 30Q: 3 clusters Score -392549.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 6251 members Entering Unmasked Estep Score: -392557.343750 Penalty: 799.983704 Iteration 31Q: 3 clusters Score -392557.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 6259 members Entering Unmasked Estep Score: -392566.000000 Penalty: 799.983704 Iteration 32Q: 3 clusters Score -392566 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 6267 members Entering Unmasked Estep Score: -392569.375000 Penalty: 799.983704 Iteration 33Q: 3 clusters Score -392569.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 6272 members Entering Unmasked Estep Score: -392571.187500 Penalty: 799.983704 Iteration 34Q: 3 clusters Score -392571.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 6279 members Entering Unmasked Estep Score: -392573.593750 Penalty: 799.983704 Iteration 35Q: 3 clusters Score -392573.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 6283 members Entering Unmasked Estep Score: -392575.312500 Penalty: 799.983704 Iteration 36Q: 3 clusters Score -392575.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 6285 members Entering Unmasked Estep Score: -392576.031250 Penalty: 799.983704 Iteration 37Q: 3 clusters Score -392576 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 6286 members Entering Unmasked Estep Score: -392576.468750 Penalty: 799.983704 Iteration 38Q: 3 clusters Score -392576.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 6287 members Entering Unmasked Estep Score: -392576.218750 Penalty: 799.983704 Iteration 39Q: 3 clusters Score -392576.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 6288 members Entering Unmasked Estep Score: -392576.281250 Penalty: 799.983704 Iteration 40F: 3 clusters Score -392576.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (3586 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3586 members Entering Unmasked Estep Score: -202431.609375 Penalty: 372.408051 Iteration 0F: 2 clusters Score -202431.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 1765 members Entering Unmasked Estep Score: -199941.843750 Penalty: 744.816101 Iteration 0F: 3 clusters Score -199941.8 nChanged 1626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -200961.343750 Penalty: 744.816101 Iteration 1F: 3 clusters Score -200961.3 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2248 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -201121.796875 Penalty: 744.816101 Iteration 2F: 3 clusters Score -201121.8 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2374 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -201242.828125 Penalty: 744.816101 Iteration 3F: 3 clusters Score -201242.8 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2493 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -201339.953125 Penalty: 744.816101 Iteration 4F: 3 clusters Score -201340 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2605 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -201428.562500 Penalty: 744.816101 Iteration 5Q: 3 clusters Score -201428.6 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2725 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -201533.421875 Penalty: 744.816101 Iteration 6Q: 3 clusters Score -201533.4 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2843 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -201653.687500 Penalty: 744.816101 Iteration 7Q: 3 clusters Score -201653.7 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2956 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -201769.671875 Penalty: 744.816101 Iteration 8Q: 3 clusters Score -201769.7 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3055 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -201871.109375 Penalty: 744.816101 Iteration 9Q: 3 clusters Score -201871.1 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3127 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -201946.296875 Penalty: 744.816101 Iteration 10Q: 3 clusters Score -201946.3 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3191 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -202003.750000 Penalty: 744.816101 Iteration 11Q: 3 clusters Score -202003.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3239 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -202046.125000 Penalty: 744.816101 Iteration 12Q: 3 clusters Score -202046.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3278 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -202074.734375 Penalty: 744.816101 Iteration 13Q: 3 clusters Score -202074.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3304 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -202092.375000 Penalty: 744.816101 Iteration 14Q: 3 clusters Score -202092.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3327 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -202104.921875 Penalty: 744.816101 Iteration 15Q: 3 clusters Score -202104.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3348 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -202118.265625 Penalty: 744.816101 Iteration 16Q: 3 clusters Score -202118.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3363 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -202128.875000 Penalty: 744.816101 Iteration 17Q: 3 clusters Score -202128.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3380 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -202140.828125 Penalty: 744.816101 Iteration 18Q: 3 clusters Score -202140.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3401 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -202156.718750 Penalty: 744.816101 Iteration 19Q: 3 clusters Score -202156.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3416 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -202170.812500 Penalty: 744.816101 Iteration 20F: 3 clusters Score -202170.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3422 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -202180.312500 Penalty: 744.816101 Iteration 21Q: 3 clusters Score -202180.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3431 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -202195.562500 Penalty: 744.816101 Iteration 22Q: 3 clusters Score -202195.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3436 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -202205.062500 Penalty: 744.816101 Iteration 23Q: 3 clusters Score -202205.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3441 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -202210.671875 Penalty: 744.816101 Iteration 24Q: 3 clusters Score -202210.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3445 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -202215.937500 Penalty: 744.816101 Iteration 25Q: 3 clusters Score -202215.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3447 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -202216.953125 Penalty: 744.816101 Iteration 26Q: 3 clusters Score -202217 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3447 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -202218.296875 Penalty: 744.816101 Iteration 27Q: 3 clusters Score -202218.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3447 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -202219.765625 Penalty: 744.816101 Iteration 28Q: 3 clusters Score -202219.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3447 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -202221.109375 Penalty: 744.816101 Iteration 29Q: 3 clusters Score -202221.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3448 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -202221.750000 Penalty: 744.816101 Iteration 30Q: 3 clusters Score -202221.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3448 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -202221.750000 Penalty: 744.816101 Iteration 31F: 3 clusters Score -202221.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (174 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Entering Unmasked Estep Score: -5602.269043 Penalty: 234.737015 Iteration 0F: 2 clusters Score -5602.269 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 93 members Entering Unmasked Estep Score: -5387.662598 Penalty: 469.474030 Iteration 0F: 3 clusters Score -5387.663 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -5525.037598 Penalty: 469.474030 Iteration 1F: 3 clusters Score -5525.038 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 47 members Entering Unmasked Estep Score: -5621.268555 Penalty: 469.474030 Iteration 2F: 3 clusters Score -5621.269 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 44 members Entering Unmasked Estep Score: -5632.237305 Penalty: 469.474030 Iteration 3Q: 3 clusters Score -5632.237 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 42 members Entering Unmasked Estep Score: -5647.782227 Penalty: 469.474030 Iteration 4Q: 3 clusters Score -5647.782 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 41 members Entering Unmasked Estep Score: -5656.877930 Penalty: 469.474030 Iteration 5Q: 3 clusters Score -5656.878 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 41 members Entering Unmasked Estep Score: -5656.877930 Penalty: 469.474030 Iteration 6F: 3 clusters Score -5656.878 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101313 members Mstep: Class 2 contains 12637 members Mstep: Class 3 contains 1121 members Mstep: Class 4 contains 2326 members Mstep: Class 5 contains 2518 members Mstep: Class 6 contains 57750 members Mstep: Class 7 contains 1765 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7464 members Mstep: Class 10 contains 12428 members Mstep: Class 11 contains 3248 members Mstep: Class 12 contains 7596 members Mstep: Class 13 contains 2756 members Mstep: Class 14 contains 867 members Mstep: Class 15 contains 8179 members Mstep: Class 16 contains 3807 members Mstep: Class 17 contains 400 members Mstep: Class 18 contains 14993 members Mstep: Class 19 contains 12704 members Mstep: Class 20 contains 6248 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19657 members Mstep: Class 23 contains 686 members Mstep: Class 24 contains 1522 members Mstep: Class 25 contains 10187 members Mstep: Class 26 contains 1452 members Mstep: Class 27 contains 5303 members Mstep: Class 28 contains 6575 members Mstep: Class 29 contains 3586 members Mstep: Class 30 contains 133 members Mstep: Class 31 contains 418 members Mstep: Class 32 contains 1018 members Mstep: Class 33 contains 785 members Mstep: Class 34 contains 41 members Entering Unmasked Estep Score: -17800574.000000 Penalty: 19569.839844 Splitting cluster 30 changes total score from -17800864.000000 to -17800574.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 31 (418 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Entering Unmasked Estep Score: -18832.169922 Penalty: 274.614410 Iteration 0F: 2 clusters Score -18832.17 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 216 members Entering Unmasked Estep Score: -18467.351562 Penalty: 549.228821 Iteration 0F: 3 clusters Score -18467.35 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -18638.830078 Penalty: 549.228821 Iteration 1F: 3 clusters Score -18638.83 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -18680.105469 Penalty: 549.228821 Iteration 2F: 3 clusters Score -18680.11 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -18700.998047 Penalty: 549.228821 Iteration 3Q: 3 clusters Score -18701 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -18716.623047 Penalty: 549.228821 Iteration 4Q: 3 clusters Score -18716.62 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -18728.509766 Penalty: 549.228821 Iteration 5Q: 3 clusters Score -18728.51 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -18733.769531 Penalty: 549.228821 Iteration 6Q: 3 clusters Score -18733.77 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -18737.251953 Penalty: 549.228821 Iteration 7Q: 3 clusters Score -18737.25 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -18737.251953 Penalty: 549.228821 Iteration 8F: 3 clusters Score -18737.25 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (1018 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Entering Unmasked Estep Score: -59233.296875 Penalty: 315.114594 Iteration 0F: 2 clusters Score -59233.3 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 494 members Entering Unmasked Estep Score: -58430.476562 Penalty: 630.229187 Iteration 0F: 3 clusters Score -58430.48 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -58662.031250 Penalty: 630.229187 Iteration 1F: 3 clusters Score -58662.03 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -58716.808594 Penalty: 630.229187 Iteration 2F: 3 clusters Score -58716.81 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -58751.011719 Penalty: 630.229187 Iteration 3F: 3 clusters Score -58751.01 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -58783.433594 Penalty: 630.229187 Iteration 4Q: 3 clusters Score -58783.43 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -58809.683594 Penalty: 630.229187 Iteration 5Q: 3 clusters Score -58809.68 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -58826.777344 Penalty: 630.229187 Iteration 6Q: 3 clusters Score -58826.78 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -58846.003906 Penalty: 630.229187 Iteration 7Q: 3 clusters Score -58846 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -58862.625000 Penalty: 630.229187 Iteration 8Q: 3 clusters Score -58862.62 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -58881.789062 Penalty: 630.229187 Iteration 9Q: 3 clusters Score -58881.79 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -58895.500000 Penalty: 630.229187 Iteration 10Q: 3 clusters Score -58895.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -58909.054688 Penalty: 630.229187 Iteration 11Q: 3 clusters Score -58909.05 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -58921.683594 Penalty: 630.229187 Iteration 12Q: 3 clusters Score -58921.68 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -58937.777344 Penalty: 630.229187 Iteration 13Q: 3 clusters Score -58937.78 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -58955.007812 Penalty: 630.229187 Iteration 14Q: 3 clusters Score -58955.01 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -58968.726562 Penalty: 630.229187 Iteration 15Q: 3 clusters Score -58968.73 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -58980.585938 Penalty: 630.229187 Iteration 16Q: 3 clusters Score -58980.59 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -58983.417969 Penalty: 630.229187 Iteration 17Q: 3 clusters Score -58983.42 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -58988.984375 Penalty: 630.229187 Iteration 18Q: 3 clusters Score -58988.98 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -58998.664062 Penalty: 630.229187 Iteration 19Q: 3 clusters Score -58998.66 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -59002.386719 Penalty: 630.229187 Iteration 20F: 3 clusters Score -59002.39 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -59004.933594 Penalty: 630.229187 Iteration 21Q: 3 clusters Score -59004.93 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -59006.910156 Penalty: 630.229187 Iteration 22Q: 3 clusters Score -59006.91 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -59007.234375 Penalty: 630.229187 Iteration 23Q: 3 clusters Score -59007.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -59007.234375 Penalty: 630.229187 Iteration 24F: 3 clusters Score -59007.23 nChanged 0 Entering ConstructFrom: Trying to split cluster 33 (785 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Entering Unmasked Estep Score: -45107.972656 Penalty: 303.288605 Iteration 0F: 2 clusters Score -45107.97 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -44452.585938 Penalty: 606.577209 Iteration 0F: 3 clusters Score -44452.59 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -44648.726562 Penalty: 606.577209 Iteration 1F: 3 clusters Score -44648.73 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -44715.855469 Penalty: 606.577209 Iteration 2F: 3 clusters Score -44715.86 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -44759.046875 Penalty: 606.577209 Iteration 3F: 3 clusters Score -44759.05 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -44789.984375 Penalty: 606.577209 Iteration 4F: 3 clusters Score -44789.98 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -44819.386719 Penalty: 606.577209 Iteration 5Q: 3 clusters Score -44819.39 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -44836.308594 Penalty: 606.577209 Iteration 6Q: 3 clusters Score -44836.31 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -44847.347656 Penalty: 606.577209 Iteration 7Q: 3 clusters Score -44847.35 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -44852.164062 Penalty: 606.577209 Iteration 8Q: 3 clusters Score -44852.16 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -44859.589844 Penalty: 606.577209 Iteration 9Q: 3 clusters Score -44859.59 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -44863.382812 Penalty: 606.577209 Iteration 10Q: 3 clusters Score -44863.38 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -44866.566406 Penalty: 606.577209 Iteration 11Q: 3 clusters Score -44866.57 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -44867.363281 Penalty: 606.577209 Iteration 12Q: 3 clusters Score -44867.36 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -44867.722656 Penalty: 606.577209 Iteration 13Q: 3 clusters Score -44867.72 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -44867.722656 Penalty: 606.577209 Iteration 14F: 3 clusters Score -44867.72 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101313 members Mstep: Class 2 contains 12637 members Mstep: Class 3 contains 1121 members Mstep: Class 4 contains 2326 members Mstep: Class 5 contains 2518 members Mstep: Class 6 contains 57750 members Mstep: Class 7 contains 1765 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7464 members Mstep: Class 10 contains 12428 members Mstep: Class 11 contains 3248 members Mstep: Class 12 contains 7596 members Mstep: Class 13 contains 2756 members Mstep: Class 14 contains 867 members Mstep: Class 15 contains 8179 members Mstep: Class 16 contains 3807 members Mstep: Class 17 contains 400 members Mstep: Class 18 contains 14993 members Mstep: Class 19 contains 12704 members Mstep: Class 20 contains 6248 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19657 members Mstep: Class 23 contains 686 members Mstep: Class 24 contains 1522 members Mstep: Class 25 contains 10187 members Mstep: Class 26 contains 1452 members Mstep: Class 27 contains 5303 members Mstep: Class 28 contains 6575 members Mstep: Class 29 contains 3586 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 418 members Mstep: Class 32 contains 1018 members Mstep: Class 33 contains 785 members Entering Unmasked Estep ConsiderDeletion Score: -17800862.000000 Penalty: 18994.255859 Iteration 279Q: 34 clusters Score -1.780086e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101313 members Mstep: Class 2 contains 12637 members Mstep: Class 3 contains 1121 members Mstep: Class 4 contains 2326 members Mstep: Class 5 contains 2518 members Mstep: Class 6 contains 57750 members Mstep: Class 7 contains 1765 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7464 members Mstep: Class 10 contains 12430 members Mstep: Class 11 contains 3248 members Mstep: Class 12 contains 7605 members Mstep: Class 13 contains 2756 members Mstep: Class 14 contains 867 members Mstep: Class 15 contains 8175 members Mstep: Class 16 contains 3807 members Mstep: Class 17 contains 400 members Mstep: Class 18 contains 14986 members Mstep: Class 19 contains 12704 members Mstep: Class 20 contains 6248 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19657 members Mstep: Class 23 contains 686 members Mstep: Class 24 contains 1522 members Mstep: Class 25 contains 10187 members Mstep: Class 26 contains 1452 members Mstep: Class 27 contains 5303 members Mstep: Class 28 contains 6575 members Mstep: Class 29 contains 3586 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 418 members Mstep: Class 32 contains 1018 members Mstep: Class 33 contains 785 members Entering Unmasked Estep ConsiderDeletion Score: -17800862.000000 Penalty: 18994.255859 Iteration 280F: 34 clusters Score -1.780086e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101314 members Mstep: Class 2 contains 12637 members Mstep: Class 3 contains 1121 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 2518 members Mstep: Class 6 contains 57750 members Mstep: Class 7 contains 1765 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7464 members Mstep: Class 10 contains 12433 members Mstep: Class 11 contains 3248 members Mstep: Class 12 contains 7610 members Mstep: Class 13 contains 2756 members Mstep: Class 14 contains 867 members Mstep: Class 15 contains 8172 members Mstep: Class 16 contains 3807 members Mstep: Class 17 contains 400 members Mstep: Class 18 contains 14981 members Mstep: Class 19 contains 12704 members Mstep: Class 20 contains 6248 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19657 members Mstep: Class 23 contains 686 members Mstep: Class 24 contains 1522 members Mstep: Class 25 contains 10187 members Mstep: Class 26 contains 1452 members Mstep: Class 27 contains 5303 members Mstep: Class 28 contains 6575 members Mstep: Class 29 contains 3586 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 418 members Mstep: Class 32 contains 1018 members Mstep: Class 33 contains 785 members Entering Unmasked Estep ConsiderDeletion Score: -17800864.000000 Penalty: 18994.255859 Iteration 281Q: 34 clusters Score -1.780086e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101314 members Mstep: Class 2 contains 12638 members Mstep: Class 3 contains 1121 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 2518 members Mstep: Class 6 contains 57750 members Mstep: Class 7 contains 1765 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7464 members Mstep: Class 10 contains 12435 members Mstep: Class 11 contains 3248 members Mstep: Class 12 contains 7612 members Mstep: Class 13 contains 2756 members Mstep: Class 14 contains 867 members Mstep: Class 15 contains 8170 members Mstep: Class 16 contains 3807 members Mstep: Class 17 contains 400 members Mstep: Class 18 contains 14980 members Mstep: Class 19 contains 12703 members Mstep: Class 20 contains 6248 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19656 members Mstep: Class 23 contains 686 members Mstep: Class 24 contains 1522 members Mstep: Class 25 contains 10187 members Mstep: Class 26 contains 1452 members Mstep: Class 27 contains 5303 members Mstep: Class 28 contains 6575 members Mstep: Class 29 contains 3586 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 418 members Mstep: Class 32 contains 1018 members Mstep: Class 33 contains 785 members Entering Unmasked Estep ConsiderDeletion Score: -17800860.000000 Penalty: 18994.255859 Iteration 282Q: 34 clusters Score -1.780086e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101313 members Mstep: Class 2 contains 12640 members Mstep: Class 3 contains 1121 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 2518 members Mstep: Class 6 contains 57750 members Mstep: Class 7 contains 1765 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7464 members Mstep: Class 10 contains 12439 members Mstep: Class 11 contains 3248 members Mstep: Class 12 contains 7614 members Mstep: Class 13 contains 2756 members Mstep: Class 14 contains 867 members Mstep: Class 15 contains 8168 members Mstep: Class 16 contains 3807 members Mstep: Class 17 contains 400 members Mstep: Class 18 contains 14978 members Mstep: Class 19 contains 12703 members Mstep: Class 20 contains 6248 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19653 members Mstep: Class 23 contains 686 members Mstep: Class 24 contains 1522 members Mstep: Class 25 contains 10187 members Mstep: Class 26 contains 1452 members Mstep: Class 27 contains 5303 members Mstep: Class 28 contains 6575 members Mstep: Class 29 contains 3586 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 418 members Mstep: Class 32 contains 1018 members Mstep: Class 33 contains 785 members Entering Unmasked Estep ConsiderDeletion Score: -17800860.000000 Penalty: 18994.255859 Iteration 283Q: 34 clusters Score -1.780086e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101313 members Mstep: Class 2 contains 12642 members Mstep: Class 3 contains 1121 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 2518 members Mstep: Class 6 contains 57750 members Mstep: Class 7 contains 1765 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7464 members Mstep: Class 10 contains 12442 members Mstep: Class 11 contains 3248 members Mstep: Class 12 contains 7616 members Mstep: Class 13 contains 2756 members Mstep: Class 14 contains 867 members Mstep: Class 15 contains 8166 members Mstep: Class 16 contains 3807 members Mstep: Class 17 contains 400 members Mstep: Class 18 contains 14974 members Mstep: Class 19 contains 12703 members Mstep: Class 20 contains 6248 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19652 members Mstep: Class 23 contains 686 members Mstep: Class 24 contains 1522 members Mstep: Class 25 contains 10187 members Mstep: Class 26 contains 1452 members Mstep: Class 27 contains 5303 members Mstep: Class 28 contains 6575 members Mstep: Class 29 contains 3586 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 418 members Mstep: Class 32 contains 1018 members Mstep: Class 33 contains 785 members Entering Unmasked Estep ConsiderDeletion Score: -17800864.000000 Penalty: 18994.255859 Iteration 284Q: 34 clusters Score -1.780086e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101313 members Mstep: Class 2 contains 12642 members Mstep: Class 3 contains 1121 members Mstep: Class 4 contains 2326 members Mstep: Class 5 contains 2518 members Mstep: Class 6 contains 57750 members Mstep: Class 7 contains 1765 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7464 members Mstep: Class 10 contains 12444 members Mstep: Class 11 contains 3248 members Mstep: Class 12 contains 7619 members Mstep: Class 13 contains 2756 members Mstep: Class 14 contains 867 members Mstep: Class 15 contains 8163 members Mstep: Class 16 contains 3807 members Mstep: Class 17 contains 400 members Mstep: Class 18 contains 14971 members Mstep: Class 19 contains 12703 members Mstep: Class 20 contains 6248 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19652 members Mstep: Class 23 contains 686 members Mstep: Class 24 contains 1522 members Mstep: Class 25 contains 10187 members Mstep: Class 26 contains 1452 members Mstep: Class 27 contains 5303 members Mstep: Class 28 contains 6575 members Mstep: Class 29 contains 3586 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 418 members Mstep: Class 32 contains 1018 members Mstep: Class 33 contains 785 members Entering Unmasked Estep ConsiderDeletion Score: -17800836.000000 Penalty: 18994.255859 Iteration 285Q: 34 clusters Score -1.780084e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101316 members Mstep: Class 2 contains 12640 members Mstep: Class 3 contains 1121 members Mstep: Class 4 contains 2327 members Mstep: Class 5 contains 2518 members Mstep: Class 6 contains 57750 members Mstep: Class 7 contains 1765 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7464 members Mstep: Class 10 contains 12450 members Mstep: Class 11 contains 3248 members Mstep: Class 12 contains 7621 members Mstep: Class 13 contains 2756 members Mstep: Class 14 contains 867 members Mstep: Class 15 contains 8159 members Mstep: Class 16 contains 3807 members Mstep: Class 17 contains 400 members Mstep: Class 18 contains 14965 members Mstep: Class 19 contains 12703 members Mstep: Class 20 contains 6248 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19652 members Mstep: Class 23 contains 686 members Mstep: Class 24 contains 1522 members Mstep: Class 25 contains 10187 members Mstep: Class 26 contains 1452 members Mstep: Class 27 contains 5303 members Mstep: Class 28 contains 6575 members Mstep: Class 29 contains 3586 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 418 members Mstep: Class 32 contains 1018 members Mstep: Class 33 contains 785 members Entering Unmasked Estep ConsiderDeletion Score: -17800854.000000 Penalty: 18994.255859 Iteration 286Q: 34 clusters Score -1.780085e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101318 members Mstep: Class 2 contains 12638 members Mstep: Class 3 contains 1121 members Mstep: Class 4 contains 2327 members Mstep: Class 5 contains 2518 members Mstep: Class 6 contains 57750 members Mstep: Class 7 contains 1765 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7464 members Mstep: Class 10 contains 12458 members Mstep: Class 11 contains 3248 members Mstep: Class 12 contains 7626 members Mstep: Class 13 contains 2756 members Mstep: Class 14 contains 867 members Mstep: Class 15 contains 8152 members Mstep: Class 16 contains 3807 members Mstep: Class 17 contains 400 members Mstep: Class 18 contains 14964 members Mstep: Class 19 contains 12700 members Mstep: Class 20 contains 6247 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19651 members Mstep: Class 23 contains 686 members Mstep: Class 24 contains 1522 members Mstep: Class 25 contains 10187 members Mstep: Class 26 contains 1452 members Mstep: Class 27 contains 5303 members Mstep: Class 28 contains 6575 members Mstep: Class 29 contains 3586 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 418 members Mstep: Class 32 contains 1018 members Mstep: Class 33 contains 785 members Entering Unmasked Estep ConsiderDeletion Score: -17800862.000000 Penalty: 18994.255859 Iteration 287Q: 34 clusters Score -1.780086e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101319 members Mstep: Class 2 contains 12634 members Mstep: Class 3 contains 1121 members Mstep: Class 4 contains 2327 members Mstep: Class 5 contains 2518 members Mstep: Class 6 contains 57750 members Mstep: Class 7 contains 1765 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7464 members Mstep: Class 10 contains 12466 members Mstep: Class 11 contains 3248 members Mstep: Class 12 contains 7632 members Mstep: Class 13 contains 2756 members Mstep: Class 14 contains 868 members Mstep: Class 15 contains 8147 members Mstep: Class 16 contains 3808 members Mstep: Class 17 contains 400 members Mstep: Class 18 contains 14963 members Mstep: Class 19 contains 12696 members Mstep: Class 20 contains 6245 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19650 members Mstep: Class 23 contains 686 members Mstep: Class 24 contains 1522 members Mstep: Class 25 contains 10187 members Mstep: Class 26 contains 1452 members Mstep: Class 27 contains 5303 members Mstep: Class 28 contains 6575 members Mstep: Class 29 contains 3586 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 418 members Mstep: Class 32 contains 1018 members Mstep: Class 33 contains 785 members Entering Unmasked Estep ConsiderDeletion Score: -17800842.000000 Penalty: 18994.255859 Iteration 288Q: 34 clusters Score -1.780084e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101320 members Mstep: Class 2 contains 12632 members Mstep: Class 3 contains 1121 members Mstep: Class 4 contains 2327 members Mstep: Class 5 contains 2518 members Mstep: Class 6 contains 57750 members Mstep: Class 7 contains 1765 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7464 members Mstep: Class 10 contains 12474 members Mstep: Class 11 contains 3248 members Mstep: Class 12 contains 7632 members Mstep: Class 13 contains 2756 members Mstep: Class 14 contains 868 members Mstep: Class 15 contains 8143 members Mstep: Class 16 contains 3808 members Mstep: Class 17 contains 400 members Mstep: Class 18 contains 14965 members Mstep: Class 19 contains 12694 members Mstep: Class 20 contains 6244 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19647 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 1522 members Mstep: Class 25 contains 10187 members Mstep: Class 26 contains 1452 members Mstep: Class 27 contains 5303 members Mstep: Class 28 contains 6575 members Mstep: Class 29 contains 3586 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 418 members Mstep: Class 32 contains 1018 members Mstep: Class 33 contains 785 members Entering Unmasked Estep ConsiderDeletion Score: -17800860.000000 Penalty: 18994.255859 Iteration 289Q: 34 clusters Score -1.780086e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101319 members Mstep: Class 2 contains 12628 members Mstep: Class 3 contains 1121 members Mstep: Class 4 contains 2327 members Mstep: Class 5 contains 2518 members Mstep: Class 6 contains 57750 members Mstep: Class 7 contains 1765 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7464 members Mstep: Class 10 contains 12481 members Mstep: Class 11 contains 3249 members Mstep: Class 12 contains 7634 members Mstep: Class 13 contains 2756 members Mstep: Class 14 contains 868 members Mstep: Class 15 contains 8139 members Mstep: Class 16 contains 3808 members Mstep: Class 17 contains 400 members Mstep: Class 18 contains 14966 members Mstep: Class 19 contains 12694 members Mstep: Class 20 contains 6244 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19645 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 1522 members Mstep: Class 25 contains 10187 members Mstep: Class 26 contains 1452 members Mstep: Class 27 contains 5303 members Mstep: Class 28 contains 6575 members Mstep: Class 29 contains 3586 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 418 members Mstep: Class 32 contains 1018 members Mstep: Class 33 contains 785 members Entering Unmasked Estep ConsiderDeletion Score: -17800864.000000 Penalty: 18994.255859 Iteration 290Q: 34 clusters Score -1.780086e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101319 members Mstep: Class 2 contains 12623 members Mstep: Class 3 contains 1121 members Mstep: Class 4 contains 2327 members Mstep: Class 5 contains 2518 members Mstep: Class 6 contains 57750 members Mstep: Class 7 contains 1764 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7464 members Mstep: Class 10 contains 12485 members Mstep: Class 11 contains 3251 members Mstep: Class 12 contains 7636 members Mstep: Class 13 contains 2756 members Mstep: Class 14 contains 868 members Mstep: Class 15 contains 8138 members Mstep: Class 16 contains 3807 members Mstep: Class 17 contains 400 members Mstep: Class 18 contains 14967 members Mstep: Class 19 contains 12693 members Mstep: Class 20 contains 6244 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19645 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 1522 members Mstep: Class 25 contains 10187 members Mstep: Class 26 contains 1452 members Mstep: Class 27 contains 5303 members Mstep: Class 28 contains 6575 members Mstep: Class 29 contains 3586 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 418 members Mstep: Class 32 contains 1018 members Mstep: Class 33 contains 785 members Entering Unmasked Estep ConsiderDeletion Score: -17800862.000000 Penalty: 18994.255859 Iteration 291Q: 34 clusters Score -1.780086e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101321 members Mstep: Class 2 contains 12616 members Mstep: Class 3 contains 1121 members Mstep: Class 4 contains 2327 members Mstep: Class 5 contains 2518 members Mstep: Class 6 contains 57750 members Mstep: Class 7 contains 1766 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7464 members Mstep: Class 10 contains 12487 members Mstep: Class 11 contains 3249 members Mstep: Class 12 contains 7639 members Mstep: Class 13 contains 2756 members Mstep: Class 14 contains 868 members Mstep: Class 15 contains 8136 members Mstep: Class 16 contains 3807 members Mstep: Class 17 contains 400 members Mstep: Class 18 contains 14969 members Mstep: Class 19 contains 12693 members Mstep: Class 20 contains 6244 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19645 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 1522 members Mstep: Class 25 contains 10186 members Mstep: Class 26 contains 1452 members Mstep: Class 27 contains 5304 members Mstep: Class 28 contains 6575 members Mstep: Class 29 contains 3586 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 418 members Mstep: Class 32 contains 1018 members Mstep: Class 33 contains 785 members Entering Unmasked Estep ConsiderDeletion Score: -17800862.000000 Penalty: 18994.255859 Iteration 292Q: 34 clusters Score -1.780086e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101322 members Mstep: Class 2 contains 12612 members Mstep: Class 3 contains 1121 members Mstep: Class 4 contains 2327 members Mstep: Class 5 contains 2518 members Mstep: Class 6 contains 57750 members Mstep: Class 7 contains 1767 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7463 members Mstep: Class 10 contains 12490 members Mstep: Class 11 contains 3248 members Mstep: Class 12 contains 7640 members Mstep: Class 13 contains 2756 members Mstep: Class 14 contains 868 members Mstep: Class 15 contains 8136 members Mstep: Class 16 contains 3807 members Mstep: Class 17 contains 400 members Mstep: Class 18 contains 14968 members Mstep: Class 19 contains 12693 members Mstep: Class 20 contains 6243 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19645 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 1522 members Mstep: Class 25 contains 10186 members Mstep: Class 26 contains 1452 members Mstep: Class 27 contains 5306 members Mstep: Class 28 contains 6575 members Mstep: Class 29 contains 3586 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 418 members Mstep: Class 32 contains 1018 members Mstep: Class 33 contains 785 members Entering Unmasked Estep ConsiderDeletion Score: -17800874.000000 Penalty: 18994.255859 Iteration 293Q: 34 clusters Score -1.780087e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101322 members Mstep: Class 2 contains 12613 members Mstep: Class 3 contains 1121 members Mstep: Class 4 contains 2327 members Mstep: Class 5 contains 2518 members Mstep: Class 6 contains 57751 members Mstep: Class 7 contains 1768 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7461 members Mstep: Class 10 contains 12490 members Mstep: Class 11 contains 3247 members Mstep: Class 12 contains 7641 members Mstep: Class 13 contains 2756 members Mstep: Class 14 contains 868 members Mstep: Class 15 contains 8135 members Mstep: Class 16 contains 3808 members Mstep: Class 17 contains 400 members Mstep: Class 18 contains 14967 members Mstep: Class 19 contains 12692 members Mstep: Class 20 contains 6243 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19645 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 1522 members Mstep: Class 25 contains 10186 members Mstep: Class 26 contains 1452 members Mstep: Class 27 contains 5307 members Mstep: Class 28 contains 6575 members Mstep: Class 29 contains 3586 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 418 members Mstep: Class 32 contains 1018 members Mstep: Class 33 contains 785 members Entering Unmasked Estep ConsiderDeletion Score: -17800880.000000 Penalty: 18994.255859 Iteration 294Q: 34 clusters Score -1.780088e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101322 members Mstep: Class 2 contains 12613 members Mstep: Class 3 contains 1121 members Mstep: Class 4 contains 2327 members Mstep: Class 5 contains 2518 members Mstep: Class 6 contains 57750 members Mstep: Class 7 contains 1770 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7459 members Mstep: Class 10 contains 12494 members Mstep: Class 11 contains 3246 members Mstep: Class 12 contains 7641 members Mstep: Class 13 contains 2756 members Mstep: Class 14 contains 868 members Mstep: Class 15 contains 8135 members Mstep: Class 16 contains 3807 members Mstep: Class 17 contains 400 members Mstep: Class 18 contains 14967 members Mstep: Class 19 contains 12690 members Mstep: Class 20 contains 6243 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19644 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 1522 members Mstep: Class 25 contains 10187 members Mstep: Class 26 contains 1452 members Mstep: Class 27 contains 5308 members Mstep: Class 28 contains 6575 members Mstep: Class 29 contains 3586 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 418 members Mstep: Class 32 contains 1018 members Mstep: Class 33 contains 785 members Entering Unmasked Estep ConsiderDeletion Score: -17800878.000000 Penalty: 18994.255859 Iteration 295Q: 34 clusters Score -1.780088e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101322 members Mstep: Class 2 contains 12613 members Mstep: Class 3 contains 1121 members Mstep: Class 4 contains 2327 members Mstep: Class 5 contains 2518 members Mstep: Class 6 contains 57750 members Mstep: Class 7 contains 1770 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7456 members Mstep: Class 10 contains 12496 members Mstep: Class 11 contains 3246 members Mstep: Class 12 contains 7641 members Mstep: Class 13 contains 2756 members Mstep: Class 14 contains 868 members Mstep: Class 15 contains 8135 members Mstep: Class 16 contains 3807 members Mstep: Class 17 contains 400 members Mstep: Class 18 contains 14967 members Mstep: Class 19 contains 12688 members Mstep: Class 20 contains 6243 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19643 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 1522 members Mstep: Class 25 contains 10189 members Mstep: Class 26 contains 1452 members Mstep: Class 27 contains 5309 members Mstep: Class 28 contains 6575 members Mstep: Class 29 contains 3587 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 418 members Mstep: Class 32 contains 1018 members Mstep: Class 33 contains 785 members Entering Unmasked Estep ConsiderDeletion Score: -17800886.000000 Penalty: 18994.255859 Iteration 296Q: 34 clusters Score -1.780089e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101322 members Mstep: Class 2 contains 12613 members Mstep: Class 3 contains 1121 members Mstep: Class 4 contains 2327 members Mstep: Class 5 contains 2518 members Mstep: Class 6 contains 57749 members Mstep: Class 7 contains 1770 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7455 members Mstep: Class 10 contains 12496 members Mstep: Class 11 contains 3246 members Mstep: Class 12 contains 7641 members Mstep: Class 13 contains 2756 members Mstep: Class 14 contains 868 members Mstep: Class 15 contains 8135 members Mstep: Class 16 contains 3807 members Mstep: Class 17 contains 400 members Mstep: Class 18 contains 14967 members Mstep: Class 19 contains 12689 members Mstep: Class 20 contains 6243 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19642 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 1522 members Mstep: Class 25 contains 10188 members Mstep: Class 26 contains 1452 members Mstep: Class 27 contains 5309 members Mstep: Class 28 contains 6575 members Mstep: Class 29 contains 3590 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 418 members Mstep: Class 32 contains 1018 members Mstep: Class 33 contains 785 members Entering Unmasked Estep ConsiderDeletion Score: -17800898.000000 Penalty: 18994.255859 Iteration 297Q: 34 clusters Score -1.78009e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101322 members Mstep: Class 2 contains 12613 members Mstep: Class 3 contains 1121 members Mstep: Class 4 contains 2327 members Mstep: Class 5 contains 2518 members Mstep: Class 6 contains 57748 members Mstep: Class 7 contains 1770 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7454 members Mstep: Class 10 contains 12497 members Mstep: Class 11 contains 3247 members Mstep: Class 12 contains 7641 members Mstep: Class 13 contains 2756 members Mstep: Class 14 contains 868 members Mstep: Class 15 contains 8135 members Mstep: Class 16 contains 3807 members Mstep: Class 17 contains 400 members Mstep: Class 18 contains 14967 members Mstep: Class 19 contains 12690 members Mstep: Class 20 contains 6243 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19641 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 1522 members Mstep: Class 25 contains 10186 members Mstep: Class 26 contains 1452 members Mstep: Class 27 contains 5308 members Mstep: Class 28 contains 6575 members Mstep: Class 29 contains 3593 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 418 members Mstep: Class 32 contains 1018 members Mstep: Class 33 contains 785 members Entering Unmasked Estep ConsiderDeletion Score: -17800902.000000 Penalty: 18994.255859 Iteration 298Q: 34 clusters Score -1.78009e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101322 members Mstep: Class 2 contains 12613 members Mstep: Class 3 contains 1121 members Mstep: Class 4 contains 2327 members Mstep: Class 5 contains 2518 members Mstep: Class 6 contains 57750 members Mstep: Class 7 contains 1770 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7452 members Mstep: Class 10 contains 12498 members Mstep: Class 11 contains 3247 members Mstep: Class 12 contains 7641 members Mstep: Class 13 contains 2756 members Mstep: Class 14 contains 868 members Mstep: Class 15 contains 8135 members Mstep: Class 16 contains 3807 members Mstep: Class 17 contains 400 members Mstep: Class 18 contains 14967 members Mstep: Class 19 contains 12689 members Mstep: Class 20 contains 6243 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19641 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 1522 members Mstep: Class 25 contains 10183 members Mstep: Class 26 contains 1452 members Mstep: Class 27 contains 5308 members Mstep: Class 28 contains 6575 members Mstep: Class 29 contains 3596 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 418 members Mstep: Class 32 contains 1018 members Mstep: Class 33 contains 785 members Entering Unmasked Estep ConsiderDeletion Score: -17800894.000000 Penalty: 18994.255859 Iteration 299Q: 34 clusters Score -1.780089e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101321 members Mstep: Class 2 contains 12613 members Mstep: Class 3 contains 1121 members Mstep: Class 4 contains 2327 members Mstep: Class 5 contains 2518 members Mstep: Class 6 contains 57750 members Mstep: Class 7 contains 1770 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7452 members Mstep: Class 10 contains 12500 members Mstep: Class 11 contains 3246 members Mstep: Class 12 contains 7641 members Mstep: Class 13 contains 2756 members Mstep: Class 14 contains 868 members Mstep: Class 15 contains 8135 members Mstep: Class 16 contains 3807 members Mstep: Class 17 contains 400 members Mstep: Class 18 contains 14967 members Mstep: Class 19 contains 12689 members Mstep: Class 20 contains 6243 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19641 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 1522 members Mstep: Class 25 contains 10181 members Mstep: Class 26 contains 1452 members Mstep: Class 27 contains 5308 members Mstep: Class 28 contains 6575 members Mstep: Class 29 contains 3598 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 418 members Mstep: Class 32 contains 1018 members Mstep: Class 33 contains 785 members Entering Unmasked Estep ConsiderDeletion Score: -17800900.000000 Penalty: 18994.255859 Iteration 300F: 34 clusters Score -1.78009e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101321 members Mstep: Class 2 contains 12613 members Mstep: Class 3 contains 1121 members Mstep: Class 4 contains 2327 members Mstep: Class 5 contains 2518 members Mstep: Class 6 contains 57750 members Mstep: Class 7 contains 1770 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7450 members Mstep: Class 10 contains 12500 members Mstep: Class 11 contains 3245 members Mstep: Class 12 contains 7641 members Mstep: Class 13 contains 2756 members Mstep: Class 14 contains 868 members Mstep: Class 15 contains 8135 members Mstep: Class 16 contains 3808 members Mstep: Class 17 contains 400 members Mstep: Class 18 contains 14967 members Mstep: Class 19 contains 12689 members Mstep: Class 20 contains 6243 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19641 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 1522 members Mstep: Class 25 contains 10181 members Mstep: Class 26 contains 1452 members Mstep: Class 27 contains 5308 members Mstep: Class 28 contains 6575 members Mstep: Class 29 contains 3600 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 418 members Mstep: Class 32 contains 1018 members Mstep: Class 33 contains 785 members Entering Unmasked Estep ConsiderDeletion Score: -17800894.000000 Penalty: 18994.255859 Iteration 301Q: 34 clusters Score -1.780089e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101321 members Mstep: Class 2 contains 12613 members Mstep: Class 3 contains 1120 members Mstep: Class 4 contains 2327 members Mstep: Class 5 contains 2518 members Mstep: Class 6 contains 57750 members Mstep: Class 7 contains 1770 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7449 members Mstep: Class 10 contains 12500 members Mstep: Class 11 contains 3245 members Mstep: Class 12 contains 7641 members Mstep: Class 13 contains 2756 members Mstep: Class 14 contains 868 members Mstep: Class 15 contains 8135 members Mstep: Class 16 contains 3808 members Mstep: Class 17 contains 400 members Mstep: Class 18 contains 14967 members Mstep: Class 19 contains 12689 members Mstep: Class 20 contains 6243 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19641 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 1522 members Mstep: Class 25 contains 10176 members Mstep: Class 26 contains 1452 members Mstep: Class 27 contains 5308 members Mstep: Class 28 contains 6575 members Mstep: Class 29 contains 3607 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 418 members Mstep: Class 32 contains 1018 members Mstep: Class 33 contains 785 members Entering Unmasked Estep ConsiderDeletion Score: -17800882.000000 Penalty: 18994.255859 Iteration 302Q: 34 clusters Score -1.780088e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101321 members Mstep: Class 2 contains 12613 members Mstep: Class 3 contains 1121 members Mstep: Class 4 contains 2327 members Mstep: Class 5 contains 2518 members Mstep: Class 6 contains 57749 members Mstep: Class 7 contains 1770 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7449 members Mstep: Class 10 contains 12500 members Mstep: Class 11 contains 3244 members Mstep: Class 12 contains 7641 members Mstep: Class 13 contains 2756 members Mstep: Class 14 contains 868 members Mstep: Class 15 contains 8135 members Mstep: Class 16 contains 3807 members Mstep: Class 17 contains 400 members Mstep: Class 18 contains 14967 members Mstep: Class 19 contains 12689 members Mstep: Class 20 contains 6243 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19641 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 1522 members Mstep: Class 25 contains 10174 members Mstep: Class 26 contains 1452 members Mstep: Class 27 contains 5308 members Mstep: Class 28 contains 6575 members Mstep: Class 29 contains 3611 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 418 members Mstep: Class 32 contains 1018 members Mstep: Class 33 contains 785 members Entering Unmasked Estep ConsiderDeletion Score: -17800892.000000 Penalty: 18994.255859 Iteration 303Q: 34 clusters Score -1.780089e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101321 members Mstep: Class 2 contains 12613 members Mstep: Class 3 contains 1121 members Mstep: Class 4 contains 2327 members Mstep: Class 5 contains 2518 members Mstep: Class 6 contains 57749 members Mstep: Class 7 contains 1771 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7447 members Mstep: Class 10 contains 12500 members Mstep: Class 11 contains 3243 members Mstep: Class 12 contains 7641 members Mstep: Class 13 contains 2756 members Mstep: Class 14 contains 868 members Mstep: Class 15 contains 8135 members Mstep: Class 16 contains 3806 members Mstep: Class 17 contains 400 members Mstep: Class 18 contains 14967 members Mstep: Class 19 contains 12689 members Mstep: Class 20 contains 6243 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19641 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 1522 members Mstep: Class 25 contains 10172 members Mstep: Class 26 contains 1452 members Mstep: Class 27 contains 5308 members Mstep: Class 28 contains 6575 members Mstep: Class 29 contains 3616 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 418 members Mstep: Class 32 contains 1018 members Mstep: Class 33 contains 785 members Entering Unmasked Estep ConsiderDeletion Score: -17800894.000000 Penalty: 18994.255859 Iteration 304Q: 34 clusters Score -1.780089e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101321 members Mstep: Class 2 contains 12613 members Mstep: Class 3 contains 1121 members Mstep: Class 4 contains 2327 members Mstep: Class 5 contains 2518 members Mstep: Class 6 contains 57749 members Mstep: Class 7 contains 1772 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7445 members Mstep: Class 10 contains 12500 members Mstep: Class 11 contains 3242 members Mstep: Class 12 contains 7641 members Mstep: Class 13 contains 2756 members Mstep: Class 14 contains 868 members Mstep: Class 15 contains 8135 members Mstep: Class 16 contains 3806 members Mstep: Class 17 contains 400 members Mstep: Class 18 contains 14967 members Mstep: Class 19 contains 12689 members Mstep: Class 20 contains 6243 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19641 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 1522 members Mstep: Class 25 contains 10172 members Mstep: Class 26 contains 1452 members Mstep: Class 27 contains 5308 members Mstep: Class 28 contains 6575 members Mstep: Class 29 contains 3618 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 418 members Mstep: Class 32 contains 1018 members Mstep: Class 33 contains 785 members Entering Unmasked Estep ConsiderDeletion Score: -17800890.000000 Penalty: 18994.255859 Iteration 305Q: 34 clusters Score -1.780089e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101321 members Mstep: Class 2 contains 12613 members Mstep: Class 3 contains 1121 members Mstep: Class 4 contains 2327 members Mstep: Class 5 contains 2518 members Mstep: Class 6 contains 57749 members Mstep: Class 7 contains 1773 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7443 members Mstep: Class 10 contains 12500 members Mstep: Class 11 contains 3242 members Mstep: Class 12 contains 7641 members Mstep: Class 13 contains 2756 members Mstep: Class 14 contains 868 members Mstep: Class 15 contains 8135 members Mstep: Class 16 contains 3806 members Mstep: Class 17 contains 400 members Mstep: Class 18 contains 14967 members Mstep: Class 19 contains 12689 members Mstep: Class 20 contains 6243 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19641 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 1522 members Mstep: Class 25 contains 10171 members Mstep: Class 26 contains 1452 members Mstep: Class 27 contains 5308 members Mstep: Class 28 contains 6575 members Mstep: Class 29 contains 3620 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 418 members Mstep: Class 32 contains 1018 members Mstep: Class 33 contains 785 members Entering Unmasked Estep ConsiderDeletion Score: -17800892.000000 Penalty: 18994.255859 Iteration 306Q: 34 clusters Score -1.780089e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101321 members Mstep: Class 2 contains 12613 members Mstep: Class 3 contains 1121 members Mstep: Class 4 contains 2327 members Mstep: Class 5 contains 2518 members Mstep: Class 6 contains 57749 members Mstep: Class 7 contains 1773 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7443 members Mstep: Class 10 contains 12500 members Mstep: Class 11 contains 3242 members Mstep: Class 12 contains 7641 members Mstep: Class 13 contains 2756 members Mstep: Class 14 contains 868 members Mstep: Class 15 contains 8135 members Mstep: Class 16 contains 3806 members Mstep: Class 17 contains 400 members Mstep: Class 18 contains 14967 members Mstep: Class 19 contains 12689 members Mstep: Class 20 contains 6243 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19641 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 1522 members Mstep: Class 25 contains 10170 members Mstep: Class 26 contains 1452 members Mstep: Class 27 contains 5308 members Mstep: Class 28 contains 6575 members Mstep: Class 29 contains 3621 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 418 members Mstep: Class 32 contains 1018 members Mstep: Class 33 contains 785 members Entering Unmasked Estep ConsiderDeletion Score: -17800892.000000 Penalty: 18994.255859 Iteration 307Q: 34 clusters Score -1.780089e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101321 members Mstep: Class 2 contains 12613 members Mstep: Class 3 contains 1121 members Mstep: Class 4 contains 2327 members Mstep: Class 5 contains 2518 members Mstep: Class 6 contains 57749 members Mstep: Class 7 contains 1773 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7443 members Mstep: Class 10 contains 12500 members Mstep: Class 11 contains 3242 members Mstep: Class 12 contains 7641 members Mstep: Class 13 contains 2756 members Mstep: Class 14 contains 868 members Mstep: Class 15 contains 8135 members Mstep: Class 16 contains 3806 members Mstep: Class 17 contains 400 members Mstep: Class 18 contains 14967 members Mstep: Class 19 contains 12689 members Mstep: Class 20 contains 6243 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19641 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 1522 members Mstep: Class 25 contains 10170 members Mstep: Class 26 contains 1452 members Mstep: Class 27 contains 5308 members Mstep: Class 28 contains 6575 members Mstep: Class 29 contains 3621 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 418 members Mstep: Class 32 contains 1018 members Mstep: Class 33 contains 785 members Entering Unmasked Estep ConsiderDeletion Score: -17800892.000000 Penalty: 18994.255859 Iteration 308F: 34 clusters Score -1.780089e+07 nChanged 0 Entering ConstructFrom: Score: -17800892.000000 Penalty: 18994.255859 Entering ConstructFrom: Trying to split cluster 1 (101321 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101321 members Entering Unmasked Estep Score: -6289558.500000 Penalty: 524.435242 Iteration 0F: 2 clusters Score -6289558 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50630 members Mstep: Class 2 contains 50691 members Entering Unmasked Estep Score: -6221047.500000 Penalty: 1048.870483 Iteration 0F: 3 clusters Score -6221048 nChanged 49669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51253 members Mstep: Class 2 contains 50068 members Entering Unmasked Estep Score: -6251540.000000 Penalty: 1048.870483 Iteration 1F: 3 clusters Score -6251540 nChanged 4849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51998 members Mstep: Class 2 contains 49323 members Entering Unmasked Estep Score: -6253329.000000 Penalty: 1048.870483 Iteration 2Q: 3 clusters Score -6253329 nChanged 5186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53042 members Mstep: Class 2 contains 48279 members Entering Unmasked Estep Score: -6255479.500000 Penalty: 1048.870483 Iteration 3F: 3 clusters Score -6255480 nChanged 5702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54228 members Mstep: Class 2 contains 47093 members Entering Unmasked Estep Score: -6258330.500000 Penalty: 1048.870483 Iteration 4F: 3 clusters Score -6258330 nChanged 5982 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55444 members Mstep: Class 2 contains 45877 members Entering Unmasked Estep Score: -6262089.000000 Penalty: 1048.870483 Iteration 5F: 3 clusters Score -6262089 nChanged 6238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56524 members Mstep: Class 2 contains 44797 members Entering Unmasked Estep Score: -6267017.000000 Penalty: 1048.870483 Iteration 6F: 3 clusters Score -6267017 nChanged 6335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57451 members Mstep: Class 2 contains 43870 members Entering Unmasked Estep Score: -6272264.500000 Penalty: 1048.870483 Iteration 7F: 3 clusters Score -6272264 nChanged 5297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58324 members Mstep: Class 2 contains 42997 members Entering Unmasked Estep Score: -6275515.500000 Penalty: 1048.870483 Iteration 8F: 3 clusters Score -6275516 nChanged 3276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59244 members Mstep: Class 2 contains 42077 members Entering Unmasked Estep Score: -6276708.000000 Penalty: 1048.870483 Iteration 9Q: 3 clusters Score -6276708 nChanged 1937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60343 members Mstep: Class 2 contains 40978 members Entering Unmasked Estep Score: -6277276.500000 Penalty: 1048.870483 Iteration 10Q: 3 clusters Score -6277276 nChanged 1449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61520 members Mstep: Class 2 contains 39801 members Entering Unmasked Estep Score: -6277683.500000 Penalty: 1048.870483 Iteration 11Q: 3 clusters Score -6277684 nChanged 1373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62695 members Mstep: Class 2 contains 38626 members Entering Unmasked Estep Score: -6278070.500000 Penalty: 1048.870483 Iteration 12Q: 3 clusters Score -6278070 nChanged 1328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63901 members Mstep: Class 2 contains 37420 members Entering Unmasked Estep Score: -6278441.500000 Penalty: 1048.870483 Iteration 13Q: 3 clusters Score -6278442 nChanged 1269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65094 members Mstep: Class 2 contains 36227 members Entering Unmasked Estep Score: -6278783.000000 Penalty: 1048.870483 Iteration 14Q: 3 clusters Score -6278783 nChanged 1230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66300 members Mstep: Class 2 contains 35021 members Entering Unmasked Estep Score: -6279067.000000 Penalty: 1048.870483 Iteration 15Q: 3 clusters Score -6279067 nChanged 1267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67555 members Mstep: Class 2 contains 33766 members Entering Unmasked Estep Score: -6279362.500000 Penalty: 1048.870483 Iteration 16Q: 3 clusters Score -6279362 nChanged 1246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68799 members Mstep: Class 2 contains 32522 members Entering Unmasked Estep Score: -6279640.000000 Penalty: 1048.870483 Iteration 17Q: 3 clusters Score -6279640 nChanged 1257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70056 members Mstep: Class 2 contains 31265 members Entering Unmasked Estep Score: -6279888.500000 Penalty: 1048.870483 Iteration 18Q: 3 clusters Score -6279888 nChanged 1277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71333 members Mstep: Class 2 contains 29988 members Entering Unmasked Estep Score: -6280213.500000 Penalty: 1048.870483 Iteration 19Q: 3 clusters Score -6280214 nChanged 1265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72598 members Mstep: Class 2 contains 28723 members Entering Unmasked Estep Score: -6280505.500000 Penalty: 1048.870483 Iteration 20F: 3 clusters Score -6280506 nChanged 1186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73784 members Mstep: Class 2 contains 27537 members Entering Unmasked Estep Score: -6280771.000000 Penalty: 1048.870483 Iteration 21Q: 3 clusters Score -6280771 nChanged 1180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74964 members Mstep: Class 2 contains 26357 members Entering Unmasked Estep Score: -6281078.000000 Penalty: 1048.870483 Iteration 22Q: 3 clusters Score -6281078 nChanged 1182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76146 members Mstep: Class 2 contains 25175 members Entering Unmasked Estep Score: -6281343.500000 Penalty: 1048.870483 Iteration 23Q: 3 clusters Score -6281344 nChanged 1190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77336 members Mstep: Class 2 contains 23985 members Entering Unmasked Estep Score: -6281640.000000 Penalty: 1048.870483 Iteration 24Q: 3 clusters Score -6281640 nChanged 1141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78477 members Mstep: Class 2 contains 22844 members Entering Unmasked Estep Score: -6281942.500000 Penalty: 1048.870483 Iteration 25Q: 3 clusters Score -6281942 nChanged 1092 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79569 members Mstep: Class 2 contains 21752 members Entering Unmasked Estep Score: -6282219.500000 Penalty: 1048.870483 Iteration 26Q: 3 clusters Score -6282220 nChanged 1057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80626 members Mstep: Class 2 contains 20695 members Entering Unmasked Estep Score: -6282521.500000 Penalty: 1048.870483 Iteration 27Q: 3 clusters Score -6282522 nChanged 1025 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81651 members Mstep: Class 2 contains 19670 members Entering Unmasked Estep Score: -6282770.500000 Penalty: 1048.870483 Iteration 28Q: 3 clusters Score -6282770 nChanged 966 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82617 members Mstep: Class 2 contains 18704 members Entering Unmasked Estep Score: -6283063.000000 Penalty: 1048.870483 Iteration 29Q: 3 clusters Score -6283063 nChanged 966 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83583 members Mstep: Class 2 contains 17738 members Entering Unmasked Estep Score: -6283306.500000 Penalty: 1048.870483 Iteration 30Q: 3 clusters Score -6283306 nChanged 926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84509 members Mstep: Class 2 contains 16812 members Entering Unmasked Estep Score: -6283558.500000 Penalty: 1048.870483 Iteration 31Q: 3 clusters Score -6283558 nChanged 849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85358 members Mstep: Class 2 contains 15963 members Entering Unmasked Estep Score: -6283777.500000 Penalty: 1048.870483 Iteration 32Q: 3 clusters Score -6283778 nChanged 836 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86194 members Mstep: Class 2 contains 15127 members Entering Unmasked Estep Score: -6284015.500000 Penalty: 1048.870483 Iteration 33Q: 3 clusters Score -6284016 nChanged 782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86976 members Mstep: Class 2 contains 14345 members Entering Unmasked Estep Score: -6284244.500000 Penalty: 1048.870483 Iteration 34Q: 3 clusters Score -6284244 nChanged 742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87718 members Mstep: Class 2 contains 13603 members Entering Unmasked Estep Score: -6284445.000000 Penalty: 1048.870483 Iteration 35Q: 3 clusters Score -6284445 nChanged 708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88426 members Mstep: Class 2 contains 12895 members Entering Unmasked Estep Score: -6284582.500000 Penalty: 1048.870483 Iteration 36Q: 3 clusters Score -6284582 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89137 members Mstep: Class 2 contains 12184 members Entering Unmasked Estep Score: -6284767.000000 Penalty: 1048.870483 Iteration 37Q: 3 clusters Score -6284767 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89793 members Mstep: Class 2 contains 11528 members Entering Unmasked Estep Score: -6284935.000000 Penalty: 1048.870483 Iteration 38Q: 3 clusters Score -6284935 nChanged 637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90430 members Mstep: Class 2 contains 10891 members Entering Unmasked Estep Score: -6285115.500000 Penalty: 1048.870483 Iteration 39Q: 3 clusters Score -6285116 nChanged 646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91076 members Mstep: Class 2 contains 10245 members Entering Unmasked Estep Score: -6285252.000000 Penalty: 1048.870483 Iteration 40F: 3 clusters Score -6285252 nChanged 636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91712 members Mstep: Class 2 contains 9609 members Entering Unmasked Estep Score: -6285431.000000 Penalty: 1048.870483 Iteration 41Q: 3 clusters Score -6285431 nChanged 594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92306 members Mstep: Class 2 contains 9015 members Entering Unmasked Estep Score: -6285606.000000 Penalty: 1048.870483 Iteration 42Q: 3 clusters Score -6285606 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92879 members Mstep: Class 2 contains 8442 members Entering Unmasked Estep Score: -6285732.500000 Penalty: 1048.870483 Iteration 43Q: 3 clusters Score -6285732 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93436 members Mstep: Class 2 contains 7885 members Entering Unmasked Estep Score: -6285877.500000 Penalty: 1048.870483 Iteration 44Q: 3 clusters Score -6285878 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94009 members Mstep: Class 2 contains 7312 members Entering Unmasked Estep Score: -6286089.500000 Penalty: 1048.870483 Iteration 45Q: 3 clusters Score -6286090 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94539 members Mstep: Class 2 contains 6782 members Entering Unmasked Estep Score: -6286214.000000 Penalty: 1048.870483 Iteration 46Q: 3 clusters Score -6286214 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95088 members Mstep: Class 2 contains 6233 members Entering Unmasked Estep Score: -6286386.000000 Penalty: 1048.870483 Iteration 47Q: 3 clusters Score -6286386 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95593 members Mstep: Class 2 contains 5728 members Entering Unmasked Estep Score: -6286559.000000 Penalty: 1048.870483 Iteration 48Q: 3 clusters Score -6286559 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96106 members Mstep: Class 2 contains 5215 members Entering Unmasked Estep Score: -6286728.000000 Penalty: 1048.870483 Iteration 49Q: 3 clusters Score -6286728 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96631 members Mstep: Class 2 contains 4690 members Entering Unmasked Estep Score: -6286903.000000 Penalty: 1048.870483 Iteration 50Q: 3 clusters Score -6286903 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97150 members Mstep: Class 2 contains 4171 members Entering Unmasked Estep Score: -6287124.500000 Penalty: 1048.870483 Iteration 51Q: 3 clusters Score -6287124 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97688 members Mstep: Class 2 contains 3633 members Entering Unmasked Estep Score: -6287344.000000 Penalty: 1048.870483 Iteration 52Q: 3 clusters Score -6287344 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98170 members Mstep: Class 2 contains 3151 members Entering Unmasked Estep Score: -6287535.500000 Penalty: 1048.870483 Iteration 53Q: 3 clusters Score -6287536 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98650 members Mstep: Class 2 contains 2671 members Entering Unmasked Estep Score: -6287748.500000 Penalty: 1048.870483 Iteration 54Q: 3 clusters Score -6287748 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99109 members Mstep: Class 2 contains 2212 members Entering Unmasked Estep Score: -6287951.500000 Penalty: 1048.870483 Iteration 55Q: 3 clusters Score -6287952 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99548 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -6288172.000000 Penalty: 1048.870483 Iteration 56Q: 3 clusters Score -6288172 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99949 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -6288385.000000 Penalty: 1048.870483 Iteration 57Q: 3 clusters Score -6288385 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100278 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -6288550.500000 Penalty: 1048.870483 Iteration 58Q: 3 clusters Score -6288550 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100558 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -6288707.500000 Penalty: 1048.870483 Iteration 59Q: 3 clusters Score -6288708 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100762 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -6288834.000000 Penalty: 1048.870483 Iteration 60F: 3 clusters Score -6288834 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100905 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -6288917.500000 Penalty: 1048.870483 Iteration 61Q: 3 clusters Score -6288918 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101004 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -6288994.000000 Penalty: 1048.870483 Iteration 62Q: 3 clusters Score -6288994 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101068 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -6289039.000000 Penalty: 1048.870483 Iteration 63Q: 3 clusters Score -6289039 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101105 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -6289061.500000 Penalty: 1048.870483 Iteration 64Q: 3 clusters Score -6289062 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101127 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -6289069.500000 Penalty: 1048.870483 Iteration 65Q: 3 clusters Score -6289070 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101141 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -6289070.500000 Penalty: 1048.870483 Iteration 66Q: 3 clusters Score -6289070 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101155 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -6289085.500000 Penalty: 1048.870483 Iteration 67Q: 3 clusters Score -6289086 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101163 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -6289088.000000 Penalty: 1048.870483 Iteration 68Q: 3 clusters Score -6289088 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101168 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -6289089.000000 Penalty: 1048.870483 Iteration 69Q: 3 clusters Score -6289089 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101173 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -6289093.500000 Penalty: 1048.870483 Iteration 70Q: 3 clusters Score -6289094 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101177 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -6289097.500000 Penalty: 1048.870483 Iteration 71Q: 3 clusters Score -6289098 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101180 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -6289101.000000 Penalty: 1048.870483 Iteration 72Q: 3 clusters Score -6289101 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101183 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -6289102.500000 Penalty: 1048.870483 Iteration 73Q: 3 clusters Score -6289102 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101189 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -6289112.000000 Penalty: 1048.870483 Iteration 74Q: 3 clusters Score -6289112 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101195 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -6289114.000000 Penalty: 1048.870483 Iteration 75Q: 3 clusters Score -6289114 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101198 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -6289116.500000 Penalty: 1048.870483 Iteration 76Q: 3 clusters Score -6289116 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101201 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -6289120.000000 Penalty: 1048.870483 Iteration 77Q: 3 clusters Score -6289120 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101203 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -6289122.000000 Penalty: 1048.870483 Iteration 78Q: 3 clusters Score -6289122 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101206 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -6289123.000000 Penalty: 1048.870483 Iteration 79Q: 3 clusters Score -6289123 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101208 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -6289121.500000 Penalty: 1048.870483 Iteration 80F: 3 clusters Score -6289122 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101212 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -6289130.500000 Penalty: 1048.870483 Iteration 81Q: 3 clusters Score -6289130 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101213 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -6289130.000000 Penalty: 1048.870483 Iteration 82Q: 3 clusters Score -6289130 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101215 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -6289131.000000 Penalty: 1048.870483 Iteration 83Q: 3 clusters Score -6289131 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101215 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -6289134.000000 Penalty: 1048.870483 Iteration 84Q: 3 clusters Score -6289134 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101215 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -6289134.000000 Penalty: 1048.870483 Iteration 85F: 3 clusters Score -6289134 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (12613 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12613 members Entering Unmasked Estep Score: -766509.125000 Penalty: 429.632965 Iteration 0F: 2 clusters Score -766509.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6262 members Mstep: Class 2 contains 6351 members Entering Unmasked Estep Score: -758079.000000 Penalty: 859.265930 Iteration 0F: 3 clusters Score -758079 nChanged 5975 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5861 members Mstep: Class 2 contains 6752 members Entering Unmasked Estep Score: -761532.000000 Penalty: 859.265930 Iteration 1F: 3 clusters Score -761532 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5697 members Mstep: Class 2 contains 6916 members Entering Unmasked Estep Score: -761798.312500 Penalty: 859.265930 Iteration 2F: 3 clusters Score -761798.3 nChanged 642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5491 members Mstep: Class 2 contains 7122 members Entering Unmasked Estep Score: -762076.000000 Penalty: 859.265930 Iteration 3F: 3 clusters Score -762076 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5223 members Mstep: Class 2 contains 7390 members Entering Unmasked Estep Score: -762388.750000 Penalty: 859.265930 Iteration 4F: 3 clusters Score -762388.8 nChanged 633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4906 members Mstep: Class 2 contains 7707 members Entering Unmasked Estep Score: -762751.750000 Penalty: 859.265930 Iteration 5F: 3 clusters Score -762751.8 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4549 members Mstep: Class 2 contains 8064 members Entering Unmasked Estep Score: -763168.000000 Penalty: 859.265930 Iteration 6F: 3 clusters Score -763168 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4164 members Mstep: Class 2 contains 8449 members Entering Unmasked Estep Score: -763599.187500 Penalty: 859.265930 Iteration 7F: 3 clusters Score -763599.2 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3825 members Mstep: Class 2 contains 8788 members Entering Unmasked Estep Score: -763953.000000 Penalty: 859.265930 Iteration 8Q: 3 clusters Score -763953 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3539 members Mstep: Class 2 contains 9074 members Entering Unmasked Estep Score: -764205.687500 Penalty: 859.265930 Iteration 9Q: 3 clusters Score -764205.7 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3286 members Mstep: Class 2 contains 9327 members Entering Unmasked Estep Score: -764419.562500 Penalty: 859.265930 Iteration 10Q: 3 clusters Score -764419.6 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3040 members Mstep: Class 2 contains 9573 members Entering Unmasked Estep Score: -764621.875000 Penalty: 859.265930 Iteration 11Q: 3 clusters Score -764621.9 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2803 members Mstep: Class 2 contains 9810 members Entering Unmasked Estep Score: -764816.687500 Penalty: 859.265930 Iteration 12Q: 3 clusters Score -764816.7 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2580 members Mstep: Class 2 contains 10033 members Entering Unmasked Estep Score: -765001.812500 Penalty: 859.265930 Iteration 13Q: 3 clusters Score -765001.8 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2360 members Mstep: Class 2 contains 10253 members Entering Unmasked Estep Score: -765183.000000 Penalty: 859.265930 Iteration 14Q: 3 clusters Score -765183 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 10420 members Entering Unmasked Estep Score: -765339.500000 Penalty: 859.265930 Iteration 15Q: 3 clusters Score -765339.5 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 10553 members Entering Unmasked Estep Score: -765498.312500 Penalty: 859.265930 Iteration 16Q: 3 clusters Score -765498.3 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 10646 members Entering Unmasked Estep Score: -765617.687500 Penalty: 859.265930 Iteration 17Q: 3 clusters Score -765617.7 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 10740 members Entering Unmasked Estep Score: -765724.062500 Penalty: 859.265930 Iteration 18Q: 3 clusters Score -765724.1 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 10810 members Entering Unmasked Estep Score: -765814.062500 Penalty: 859.265930 Iteration 19Q: 3 clusters Score -765814.1 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 10875 members Entering Unmasked Estep Score: -765880.375000 Penalty: 859.265930 Iteration 20F: 3 clusters Score -765880.4 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 10932 members Entering Unmasked Estep Score: -765926.375000 Penalty: 859.265930 Iteration 21Q: 3 clusters Score -765926.4 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 10989 members Entering Unmasked Estep Score: -765965.375000 Penalty: 859.265930 Iteration 22Q: 3 clusters Score -765965.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 11032 members Entering Unmasked Estep Score: -765983.125000 Penalty: 859.265930 Iteration 23Q: 3 clusters Score -765983.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 11077 members Entering Unmasked Estep Score: -765997.500000 Penalty: 859.265930 Iteration 24Q: 3 clusters Score -765997.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 11107 members Entering Unmasked Estep Score: -766006.500000 Penalty: 859.265930 Iteration 25Q: 3 clusters Score -766006.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 11134 members Entering Unmasked Estep Score: -766010.937500 Penalty: 859.265930 Iteration 26Q: 3 clusters Score -766010.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 11162 members Entering Unmasked Estep Score: -766018.437500 Penalty: 859.265930 Iteration 27Q: 3 clusters Score -766018.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 11191 members Entering Unmasked Estep Score: -766026.000000 Penalty: 859.265930 Iteration 28Q: 3 clusters Score -766026 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 11211 members Entering Unmasked Estep Score: -766028.937500 Penalty: 859.265930 Iteration 29Q: 3 clusters Score -766028.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 11238 members Entering Unmasked Estep Score: -766033.250000 Penalty: 859.265930 Iteration 30Q: 3 clusters Score -766033.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 11259 members Entering Unmasked Estep Score: -766039.812500 Penalty: 859.265930 Iteration 31Q: 3 clusters Score -766039.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 11278 members Entering Unmasked Estep Score: -766044.187500 Penalty: 859.265930 Iteration 32Q: 3 clusters Score -766044.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 11298 members Entering Unmasked Estep Score: -766046.750000 Penalty: 859.265930 Iteration 33Q: 3 clusters Score -766046.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 11313 members Entering Unmasked Estep Score: -766046.250000 Penalty: 859.265930 Iteration 34Q: 3 clusters Score -766046.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 11328 members Entering Unmasked Estep Score: -766049.437500 Penalty: 859.265930 Iteration 35Q: 3 clusters Score -766049.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 11341 members Entering Unmasked Estep Score: -766052.875000 Penalty: 859.265930 Iteration 36Q: 3 clusters Score -766052.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 11349 members Entering Unmasked Estep Score: -766053.250000 Penalty: 859.265930 Iteration 37Q: 3 clusters Score -766053.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 11362 members Entering Unmasked Estep Score: -766056.500000 Penalty: 859.265930 Iteration 38Q: 3 clusters Score -766056.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 11369 members Entering Unmasked Estep Score: -766055.937500 Penalty: 859.265930 Iteration 39Q: 3 clusters Score -766055.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 11378 members Entering Unmasked Estep Score: -766056.187500 Penalty: 859.265930 Iteration 40F: 3 clusters Score -766056.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 11385 members Entering Unmasked Estep Score: -766056.375000 Penalty: 859.265930 Iteration 41Q: 3 clusters Score -766056.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 11393 members Entering Unmasked Estep Score: -766059.812500 Penalty: 859.265930 Iteration 42Q: 3 clusters Score -766059.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 11402 members Entering Unmasked Estep Score: -766061.500000 Penalty: 859.265930 Iteration 43Q: 3 clusters Score -766061.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 11411 members Entering Unmasked Estep Score: -766061.125000 Penalty: 859.265930 Iteration 44Q: 3 clusters Score -766061.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 11416 members Entering Unmasked Estep Score: -766061.812500 Penalty: 859.265930 Iteration 45Q: 3 clusters Score -766061.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 11421 members Entering Unmasked Estep Score: -766062.062500 Penalty: 859.265930 Iteration 46Q: 3 clusters Score -766062.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 11427 members Entering Unmasked Estep Score: -766064.375000 Penalty: 859.265930 Iteration 47Q: 3 clusters Score -766064.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 11432 members Entering Unmasked Estep Score: -766063.500000 Penalty: 859.265930 Iteration 48Q: 3 clusters Score -766063.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 11437 members Entering Unmasked Estep Score: -766062.312500 Penalty: 859.265930 Iteration 49Q: 3 clusters Score -766062.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 11442 members Entering Unmasked Estep Score: -766062.875000 Penalty: 859.265930 Iteration 50Q: 3 clusters Score -766062.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 11449 members Entering Unmasked Estep Score: -766063.312500 Penalty: 859.265930 Iteration 51Q: 3 clusters Score -766063.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 11453 members Entering Unmasked Estep Score: -766064.562500 Penalty: 859.265930 Iteration 52Q: 3 clusters Score -766064.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 11457 members Entering Unmasked Estep Score: -766065.000000 Penalty: 859.265930 Iteration 53Q: 3 clusters Score -766065 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 11459 members Entering Unmasked Estep Score: -766064.437500 Penalty: 859.265930 Iteration 54Q: 3 clusters Score -766064.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 11459 members Entering Unmasked Estep Score: -766064.437500 Penalty: 859.265930 Iteration 55F: 3 clusters Score -766064.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1121 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Entering Unmasked Estep Score: -56356.847656 Penalty: 319.499939 Iteration 0F: 2 clusters Score -56356.85 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -55481.984375 Penalty: 638.999878 Iteration 0F: 3 clusters Score -55481.98 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -55818.175781 Penalty: 638.999878 Iteration 1F: 3 clusters Score -55818.18 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -55932.433594 Penalty: 638.999878 Iteration 2F: 3 clusters Score -55932.43 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -56019.300781 Penalty: 638.999878 Iteration 3F: 3 clusters Score -56019.3 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -56086.500000 Penalty: 638.999878 Iteration 4F: 3 clusters Score -56086.5 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -56143.734375 Penalty: 638.999878 Iteration 5Q: 3 clusters Score -56143.73 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -56170.042969 Penalty: 638.999878 Iteration 6Q: 3 clusters Score -56170.04 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -56194.082031 Penalty: 638.999878 Iteration 7Q: 3 clusters Score -56194.08 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -56203.718750 Penalty: 638.999878 Iteration 8Q: 3 clusters Score -56203.72 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -56209.875000 Penalty: 638.999878 Iteration 9Q: 3 clusters Score -56209.88 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -56213.402344 Penalty: 638.999878 Iteration 10Q: 3 clusters Score -56213.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -56215.550781 Penalty: 638.999878 Iteration 11Q: 3 clusters Score -56215.55 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -56217.945312 Penalty: 638.999878 Iteration 12Q: 3 clusters Score -56217.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -56219.304688 Penalty: 638.999878 Iteration 13Q: 3 clusters Score -56219.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -56221.445312 Penalty: 638.999878 Iteration 14Q: 3 clusters Score -56221.45 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -56226.699219 Penalty: 638.999878 Iteration 15Q: 3 clusters Score -56226.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -56231.347656 Penalty: 638.999878 Iteration 16Q: 3 clusters Score -56231.35 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -56231.960938 Penalty: 638.999878 Iteration 17Q: 3 clusters Score -56231.96 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -56232.785156 Penalty: 638.999878 Iteration 18Q: 3 clusters Score -56232.79 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -56234.085938 Penalty: 638.999878 Iteration 19Q: 3 clusters Score -56234.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -56234.746094 Penalty: 638.999878 Iteration 20F: 3 clusters Score -56234.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -56235.312500 Penalty: 638.999878 Iteration 21Q: 3 clusters Score -56235.31 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -56236.269531 Penalty: 638.999878 Iteration 22Q: 3 clusters Score -56236.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -56236.394531 Penalty: 638.999878 Iteration 23Q: 3 clusters Score -56236.39 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -56236.394531 Penalty: 638.999878 Iteration 24F: 3 clusters Score -56236.39 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2327 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2327 members Entering Unmasked Estep Score: -107691.000000 Penalty: 352.731232 Iteration 0F: 2 clusters Score -107691 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -106078.570312 Penalty: 705.462463 Iteration 0F: 3 clusters Score -106078.6 nChanged 978 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -106752.078125 Penalty: 705.462463 Iteration 1F: 3 clusters Score -106752.1 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -106922.820312 Penalty: 705.462463 Iteration 2F: 3 clusters Score -106922.8 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -107010.171875 Penalty: 705.462463 Iteration 3F: 3 clusters Score -107010.2 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -107063.335938 Penalty: 705.462463 Iteration 4Q: 3 clusters Score -107063.3 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -107101.578125 Penalty: 705.462463 Iteration 5Q: 3 clusters Score -107101.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -107124.757812 Penalty: 705.462463 Iteration 6Q: 3 clusters Score -107124.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -107138.515625 Penalty: 705.462463 Iteration 7Q: 3 clusters Score -107138.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -107158.070312 Penalty: 705.462463 Iteration 8Q: 3 clusters Score -107158.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -107167.835938 Penalty: 705.462463 Iteration 9Q: 3 clusters Score -107167.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -107180.765625 Penalty: 705.462463 Iteration 10Q: 3 clusters Score -107180.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -107189.218750 Penalty: 705.462463 Iteration 11Q: 3 clusters Score -107189.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -107200.382812 Penalty: 705.462463 Iteration 12Q: 3 clusters Score -107200.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -107212.914062 Penalty: 705.462463 Iteration 13Q: 3 clusters Score -107212.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 1719 members Entering Unmasked Estep Score: -107224.625000 Penalty: 705.462463 Iteration 14Q: 3 clusters Score -107224.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -107240.664062 Penalty: 705.462463 Iteration 15Q: 3 clusters Score -107240.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -107265.593750 Penalty: 705.462463 Iteration 16Q: 3 clusters Score -107265.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 1828 members Entering Unmasked Estep Score: -107292.375000 Penalty: 705.462463 Iteration 17Q: 3 clusters Score -107292.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -107312.945312 Penalty: 705.462463 Iteration 18Q: 3 clusters Score -107312.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -107333.507812 Penalty: 705.462463 Iteration 19Q: 3 clusters Score -107333.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -107351.953125 Penalty: 705.462463 Iteration 20F: 3 clusters Score -107352 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -107359.726562 Penalty: 705.462463 Iteration 21Q: 3 clusters Score -107359.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 1959 members Entering Unmasked Estep Score: -107365.781250 Penalty: 705.462463 Iteration 22Q: 3 clusters Score -107365.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 1973 members Entering Unmasked Estep Score: -107369.875000 Penalty: 705.462463 Iteration 23Q: 3 clusters Score -107369.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 1988 members Entering Unmasked Estep Score: -107373.726562 Penalty: 705.462463 Iteration 24Q: 3 clusters Score -107373.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -107375.156250 Penalty: 705.462463 Iteration 25Q: 3 clusters Score -107375.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -107377.539062 Penalty: 705.462463 Iteration 26Q: 3 clusters Score -107377.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -107381.914062 Penalty: 705.462463 Iteration 27Q: 3 clusters Score -107381.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 2019 members Entering Unmasked Estep Score: -107388.296875 Penalty: 705.462463 Iteration 28Q: 3 clusters Score -107388.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 2026 members Entering Unmasked Estep Score: -107390.375000 Penalty: 705.462463 Iteration 29Q: 3 clusters Score -107390.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 2030 members Entering Unmasked Estep Score: -107392.406250 Penalty: 705.462463 Iteration 30Q: 3 clusters Score -107392.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 2037 members Entering Unmasked Estep Score: -107397.640625 Penalty: 705.462463 Iteration 31Q: 3 clusters Score -107397.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -107402.679688 Penalty: 705.462463 Iteration 32Q: 3 clusters Score -107402.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -107410.484375 Penalty: 705.462463 Iteration 33Q: 3 clusters Score -107410.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 2071 members Entering Unmasked Estep Score: -107418.992188 Penalty: 705.462463 Iteration 34Q: 3 clusters Score -107419 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 2083 members Entering Unmasked Estep Score: -107426.460938 Penalty: 705.462463 Iteration 35Q: 3 clusters Score -107426.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 2095 members Entering Unmasked Estep Score: -107432.046875 Penalty: 705.462463 Iteration 36Q: 3 clusters Score -107432 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 2108 members Entering Unmasked Estep Score: -107439.710938 Penalty: 705.462463 Iteration 37Q: 3 clusters Score -107439.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -107445.445312 Penalty: 705.462463 Iteration 38Q: 3 clusters Score -107445.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 2123 members Entering Unmasked Estep Score: -107449.320312 Penalty: 705.462463 Iteration 39Q: 3 clusters Score -107449.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -107452.085938 Penalty: 705.462463 Iteration 40F: 3 clusters Score -107452.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 2138 members Entering Unmasked Estep Score: -107454.304688 Penalty: 705.462463 Iteration 41Q: 3 clusters Score -107454.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 2142 members Entering Unmasked Estep Score: -107454.835938 Penalty: 705.462463 Iteration 42Q: 3 clusters Score -107454.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 2142 members Entering Unmasked Estep Score: -107454.835938 Penalty: 705.462463 Iteration 43F: 3 clusters Score -107454.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (2518 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2518 members Entering Unmasked Estep Score: -146541.625000 Penalty: 356.320526 Iteration 0F: 2 clusters Score -146541.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -144806.000000 Penalty: 712.641052 Iteration 0F: 3 clusters Score -144806 nChanged 1099 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -145454.906250 Penalty: 712.641052 Iteration 1F: 3 clusters Score -145454.9 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -145578.078125 Penalty: 712.641052 Iteration 2F: 3 clusters Score -145578.1 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -145691.218750 Penalty: 712.641052 Iteration 3F: 3 clusters Score -145691.2 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -145794.484375 Penalty: 712.641052 Iteration 4F: 3 clusters Score -145794.5 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -145903.062500 Penalty: 712.641052 Iteration 5F: 3 clusters Score -145903.1 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -145994.625000 Penalty: 712.641052 Iteration 6Q: 3 clusters Score -145994.6 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2016 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -146048.703125 Penalty: 712.641052 Iteration 7Q: 3 clusters Score -146048.7 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2049 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -146081.406250 Penalty: 712.641052 Iteration 8Q: 3 clusters Score -146081.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2073 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -146107.890625 Penalty: 712.641052 Iteration 9Q: 3 clusters Score -146107.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2096 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -146130.921875 Penalty: 712.641052 Iteration 10Q: 3 clusters Score -146130.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2116 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -146147.640625 Penalty: 712.641052 Iteration 11Q: 3 clusters Score -146147.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2131 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -146162.406250 Penalty: 712.641052 Iteration 12Q: 3 clusters Score -146162.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -146173.531250 Penalty: 712.641052 Iteration 13Q: 3 clusters Score -146173.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2160 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -146184.031250 Penalty: 712.641052 Iteration 14Q: 3 clusters Score -146184 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2171 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -146192.734375 Penalty: 712.641052 Iteration 15Q: 3 clusters Score -146192.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -146202.000000 Penalty: 712.641052 Iteration 16Q: 3 clusters Score -146202 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -146205.468750 Penalty: 712.641052 Iteration 17Q: 3 clusters Score -146205.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2192 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -146208.140625 Penalty: 712.641052 Iteration 18Q: 3 clusters Score -146208.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -146209.125000 Penalty: 712.641052 Iteration 19Q: 3 clusters Score -146209.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2197 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -146211.250000 Penalty: 712.641052 Iteration 20F: 3 clusters Score -146211.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2200 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -146213.812500 Penalty: 712.641052 Iteration 21Q: 3 clusters Score -146213.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -146217.468750 Penalty: 712.641052 Iteration 22Q: 3 clusters Score -146217.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2208 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -146218.781250 Penalty: 712.641052 Iteration 23Q: 3 clusters Score -146218.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2209 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -146219.390625 Penalty: 712.641052 Iteration 24Q: 3 clusters Score -146219.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2212 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -146221.140625 Penalty: 712.641052 Iteration 25Q: 3 clusters Score -146221.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2217 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -146224.031250 Penalty: 712.641052 Iteration 26Q: 3 clusters Score -146224 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2217 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -146224.750000 Penalty: 712.641052 Iteration 27Q: 3 clusters Score -146224.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2218 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -146225.062500 Penalty: 712.641052 Iteration 28Q: 3 clusters Score -146225.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -146225.515625 Penalty: 712.641052 Iteration 29Q: 3 clusters Score -146225.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2220 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -146225.593750 Penalty: 712.641052 Iteration 30Q: 3 clusters Score -146225.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2220 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -146225.593750 Penalty: 712.641052 Iteration 31F: 3 clusters Score -146225.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (57749 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57749 members Entering Unmasked Estep Score: -3602093.000000 Penalty: 498.855682 Iteration 0F: 2 clusters Score -3602093 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28989 members Mstep: Class 2 contains 28760 members Entering Unmasked Estep Score: -3563193.500000 Penalty: 997.711365 Iteration 0F: 3 clusters Score -3563194 nChanged 28130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31399 members Mstep: Class 2 contains 26350 members Entering Unmasked Estep Score: -3580203.500000 Penalty: 997.711365 Iteration 1F: 3 clusters Score -3580204 nChanged 2818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32943 members Mstep: Class 2 contains 24806 members Entering Unmasked Estep Score: -3581400.750000 Penalty: 997.711365 Iteration 2Q: 3 clusters Score -3581401 nChanged 3117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35060 members Mstep: Class 2 contains 22689 members Entering Unmasked Estep Score: -3583012.500000 Penalty: 997.711365 Iteration 3F: 3 clusters Score -3583012 nChanged 3487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37897 members Mstep: Class 2 contains 19852 members Entering Unmasked Estep Score: -3585186.750000 Penalty: 997.711365 Iteration 4F: 3 clusters Score -3585187 nChanged 3870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41291 members Mstep: Class 2 contains 16458 members Entering Unmasked Estep Score: -3587997.500000 Penalty: 997.711365 Iteration 5F: 3 clusters Score -3587998 nChanged 4050 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45049 members Mstep: Class 2 contains 12700 members Entering Unmasked Estep Score: -3591337.500000 Penalty: 997.711365 Iteration 6F: 3 clusters Score -3591338 nChanged 3585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48484 members Mstep: Class 2 contains 9265 members Entering Unmasked Estep Score: -3594434.250000 Penalty: 997.711365 Iteration 7F: 3 clusters Score -3594434 nChanged 2837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51251 members Mstep: Class 2 contains 6498 members Entering Unmasked Estep Score: -3596887.250000 Penalty: 997.711365 Iteration 8Q: 3 clusters Score -3596887 nChanged 2031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53250 members Mstep: Class 2 contains 4499 members Entering Unmasked Estep Score: -3598597.500000 Penalty: 997.711365 Iteration 9Q: 3 clusters Score -3598598 nChanged 1423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54655 members Mstep: Class 2 contains 3094 members Entering Unmasked Estep Score: -3599787.250000 Penalty: 997.711365 Iteration 10Q: 3 clusters Score -3599787 nChanged 941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55582 members Mstep: Class 2 contains 2167 members Entering Unmasked Estep Score: -3600512.000000 Penalty: 997.711365 Iteration 11Q: 3 clusters Score -3600512 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56190 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -3600926.000000 Penalty: 997.711365 Iteration 12Q: 3 clusters Score -3600926 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56598 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -3601202.250000 Penalty: 997.711365 Iteration 13Q: 3 clusters Score -3601202 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56879 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -3601373.500000 Penalty: 997.711365 Iteration 14Q: 3 clusters Score -3601374 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57053 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -3601476.250000 Penalty: 997.711365 Iteration 15Q: 3 clusters Score -3601476 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57179 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -3601551.250000 Penalty: 997.711365 Iteration 16Q: 3 clusters Score -3601551 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57260 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -3601593.250000 Penalty: 997.711365 Iteration 17Q: 3 clusters Score -3601593 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57304 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -3601610.000000 Penalty: 997.711365 Iteration 18Q: 3 clusters Score -3601610 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57334 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -3601624.250000 Penalty: 997.711365 Iteration 19Q: 3 clusters Score -3601624 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57362 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -3601629.000000 Penalty: 997.711365 Iteration 20F: 3 clusters Score -3601629 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57383 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -3601638.500000 Penalty: 997.711365 Iteration 21Q: 3 clusters Score -3601638 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57399 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -3601650.000000 Penalty: 997.711365 Iteration 22Q: 3 clusters Score -3601650 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57419 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -3601662.000000 Penalty: 997.711365 Iteration 23Q: 3 clusters Score -3601662 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57434 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -3601672.000000 Penalty: 997.711365 Iteration 24Q: 3 clusters Score -3601672 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57447 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -3601684.500000 Penalty: 997.711365 Iteration 25Q: 3 clusters Score -3601684 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57456 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -3601683.000000 Penalty: 997.711365 Iteration 26Q: 3 clusters Score -3601683 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57463 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -3601685.500000 Penalty: 997.711365 Iteration 27Q: 3 clusters Score -3601686 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57473 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -3601684.750000 Penalty: 997.711365 Iteration 28Q: 3 clusters Score -3601685 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57480 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -3601688.000000 Penalty: 997.711365 Iteration 29Q: 3 clusters Score -3601688 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57481 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -3601688.750000 Penalty: 997.711365 Iteration 30Q: 3 clusters Score -3601689 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57484 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -3601689.750000 Penalty: 997.711365 Iteration 31Q: 3 clusters Score -3601690 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57486 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -3601693.500000 Penalty: 997.711365 Iteration 32Q: 3 clusters Score -3601694 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57488 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -3601690.250000 Penalty: 997.711365 Iteration 33Q: 3 clusters Score -3601690 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57488 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -3601690.250000 Penalty: 997.711365 Iteration 34F: 3 clusters Score -3601690 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (1773 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1773 members Entering Unmasked Estep Score: -102234.046875 Penalty: 340.359497 Iteration 0F: 2 clusters Score -102234 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -100942.179688 Penalty: 680.718994 Iteration 0F: 3 clusters Score -100942.2 nChanged 751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -101371.078125 Penalty: 680.718994 Iteration 1F: 3 clusters Score -101371.1 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -101443.664062 Penalty: 680.718994 Iteration 2F: 3 clusters Score -101443.7 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -101493.085938 Penalty: 680.718994 Iteration 3F: 3 clusters Score -101493.1 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -101541.500000 Penalty: 680.718994 Iteration 4F: 3 clusters Score -101541.5 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -101606.703125 Penalty: 680.718994 Iteration 5F: 3 clusters Score -101606.7 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -101688.890625 Penalty: 680.718994 Iteration 6F: 3 clusters Score -101688.9 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -101784.125000 Penalty: 680.718994 Iteration 7F: 3 clusters Score -101784.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -101856.234375 Penalty: 680.718994 Iteration 8Q: 3 clusters Score -101856.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -101913.398438 Penalty: 680.718994 Iteration 9Q: 3 clusters Score -101913.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -101945.812500 Penalty: 680.718994 Iteration 10Q: 3 clusters Score -101945.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -101974.148438 Penalty: 680.718994 Iteration 11Q: 3 clusters Score -101974.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -101982.875000 Penalty: 680.718994 Iteration 12Q: 3 clusters Score -101982.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -101985.648438 Penalty: 680.718994 Iteration 13Q: 3 clusters Score -101985.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -101987.679688 Penalty: 680.718994 Iteration 14Q: 3 clusters Score -101987.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -101989.960938 Penalty: 680.718994 Iteration 15Q: 3 clusters Score -101990 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -101990.804688 Penalty: 680.718994 Iteration 16Q: 3 clusters Score -101990.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -101992.328125 Penalty: 680.718994 Iteration 17Q: 3 clusters Score -101992.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -101992.328125 Penalty: 680.718994 Iteration 18F: 3 clusters Score -101992.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (151 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Entering Unmasked Estep Score: -6195.128906 Penalty: 228.286224 Iteration 0F: 2 clusters Score -6195.129 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -5969.095215 Penalty: 456.572449 Iteration 0F: 3 clusters Score -5969.095 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -6045.031738 Penalty: 456.572449 Iteration 1F: 3 clusters Score -6045.032 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -6071.656250 Penalty: 456.572449 Iteration 2F: 3 clusters Score -6071.656 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -6081.782227 Penalty: 456.572449 Iteration 3Q: 3 clusters Score -6081.782 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -6086.156738 Penalty: 456.572449 Iteration 4Q: 3 clusters Score -6086.157 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -6090.231445 Penalty: 456.572449 Iteration 5Q: 3 clusters Score -6090.231 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -6094.383301 Penalty: 456.572449 Iteration 6Q: 3 clusters Score -6094.383 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -6094.383301 Penalty: 456.572449 Iteration 7F: 3 clusters Score -6094.383 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (7443 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7443 members Entering Unmasked Estep Score: -424439.281250 Penalty: 405.633850 Iteration 0F: 2 clusters Score -424439.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3798 members Mstep: Class 2 contains 3645 members Entering Unmasked Estep Score: -419518.625000 Penalty: 811.267700 Iteration 0F: 3 clusters Score -419518.6 nChanged 3422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4318 members Mstep: Class 2 contains 3125 members Entering Unmasked Estep Score: -421784.187500 Penalty: 811.267700 Iteration 1F: 3 clusters Score -421784.2 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4569 members Mstep: Class 2 contains 2874 members Entering Unmasked Estep Score: -422087.750000 Penalty: 811.267700 Iteration 2F: 3 clusters Score -422087.8 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4851 members Mstep: Class 2 contains 2592 members Entering Unmasked Estep Score: -422381.687500 Penalty: 811.267700 Iteration 3F: 3 clusters Score -422381.7 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5176 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -422670.750000 Penalty: 811.267700 Iteration 4F: 3 clusters Score -422670.8 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5502 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -422938.656250 Penalty: 811.267700 Iteration 5F: 3 clusters Score -422938.7 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5796 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -423193.343750 Penalty: 811.267700 Iteration 6Q: 3 clusters Score -423193.3 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6085 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -423486.875000 Penalty: 811.267700 Iteration 7Q: 3 clusters Score -423486.9 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6299 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -423677.156250 Penalty: 811.267700 Iteration 8Q: 3 clusters Score -423677.2 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6467 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -423802.875000 Penalty: 811.267700 Iteration 9Q: 3 clusters Score -423802.9 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6593 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -423885.375000 Penalty: 811.267700 Iteration 10Q: 3 clusters Score -423885.4 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6698 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -423949.437500 Penalty: 811.267700 Iteration 11Q: 3 clusters Score -423949.4 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6773 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -424001.562500 Penalty: 811.267700 Iteration 12Q: 3 clusters Score -424001.6 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6845 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -424049.593750 Penalty: 811.267700 Iteration 13Q: 3 clusters Score -424049.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6895 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -424082.687500 Penalty: 811.267700 Iteration 14Q: 3 clusters Score -424082.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6925 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -424094.781250 Penalty: 811.267700 Iteration 15Q: 3 clusters Score -424094.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6951 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -424106.125000 Penalty: 811.267700 Iteration 16Q: 3 clusters Score -424106.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6977 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -424119.812500 Penalty: 811.267700 Iteration 17Q: 3 clusters Score -424119.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7002 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -424135.312500 Penalty: 811.267700 Iteration 18Q: 3 clusters Score -424135.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7020 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -424147.000000 Penalty: 811.267700 Iteration 19Q: 3 clusters Score -424147 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7038 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -424162.937500 Penalty: 811.267700 Iteration 20F: 3 clusters Score -424162.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7052 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -424170.062500 Penalty: 811.267700 Iteration 21Q: 3 clusters Score -424170.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7064 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -424174.156250 Penalty: 811.267700 Iteration 22Q: 3 clusters Score -424174.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7074 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -424178.343750 Penalty: 811.267700 Iteration 23Q: 3 clusters Score -424178.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7080 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -424181.343750 Penalty: 811.267700 Iteration 24Q: 3 clusters Score -424181.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7083 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -424184.125000 Penalty: 811.267700 Iteration 25Q: 3 clusters Score -424184.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7092 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -424188.218750 Penalty: 811.267700 Iteration 26Q: 3 clusters Score -424188.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7102 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -424192.250000 Penalty: 811.267700 Iteration 27Q: 3 clusters Score -424192.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7105 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -424193.468750 Penalty: 811.267700 Iteration 28Q: 3 clusters Score -424193.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7109 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -424197.281250 Penalty: 811.267700 Iteration 29Q: 3 clusters Score -424197.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7112 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -424199.750000 Penalty: 811.267700 Iteration 30Q: 3 clusters Score -424199.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7115 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -424201.156250 Penalty: 811.267700 Iteration 31Q: 3 clusters Score -424201.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7115 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -424200.937500 Penalty: 811.267700 Iteration 32Q: 3 clusters Score -424200.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7116 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -424201.281250 Penalty: 811.267700 Iteration 33Q: 3 clusters Score -424201.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7117 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -424202.656250 Penalty: 811.267700 Iteration 34Q: 3 clusters Score -424202.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7119 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -424202.625000 Penalty: 811.267700 Iteration 35Q: 3 clusters Score -424202.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7119 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -424202.625000 Penalty: 811.267700 Iteration 36F: 3 clusters Score -424202.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (12500 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12500 members Entering Unmasked Estep Score: -666374.375000 Penalty: 429.223511 Iteration 0F: 2 clusters Score -666374.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6156 members Mstep: Class 2 contains 6344 members Entering Unmasked Estep Score: -658131.500000 Penalty: 858.447021 Iteration 0F: 3 clusters Score -658131.5 nChanged 5902 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5644 members Mstep: Class 2 contains 6856 members Entering Unmasked Estep Score: -662131.437500 Penalty: 858.447021 Iteration 1F: 3 clusters Score -662131.4 nChanged 742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5490 members Mstep: Class 2 contains 7010 members Entering Unmasked Estep Score: -662464.312500 Penalty: 858.447021 Iteration 2F: 3 clusters Score -662464.3 nChanged 666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5266 members Mstep: Class 2 contains 7234 members Entering Unmasked Estep Score: -662758.625000 Penalty: 858.447021 Iteration 3F: 3 clusters Score -662758.6 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5014 members Mstep: Class 2 contains 7486 members Entering Unmasked Estep Score: -663018.562500 Penalty: 858.447021 Iteration 4Q: 3 clusters Score -663018.6 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4696 members Mstep: Class 2 contains 7804 members Entering Unmasked Estep Score: -663249.062500 Penalty: 858.447021 Iteration 5Q: 3 clusters Score -663249.1 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4323 members Mstep: Class 2 contains 8177 members Entering Unmasked Estep Score: -663502.687500 Penalty: 858.447021 Iteration 6Q: 3 clusters Score -663502.7 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3946 members Mstep: Class 2 contains 8554 members Entering Unmasked Estep Score: -663772.500000 Penalty: 858.447021 Iteration 7Q: 3 clusters Score -663772.5 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3535 members Mstep: Class 2 contains 8965 members Entering Unmasked Estep Score: -664044.125000 Penalty: 858.447021 Iteration 8Q: 3 clusters Score -664044.1 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3137 members Mstep: Class 2 contains 9363 members Entering Unmasked Estep Score: -664284.312500 Penalty: 858.447021 Iteration 9Q: 3 clusters Score -664284.3 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2746 members Mstep: Class 2 contains 9754 members Entering Unmasked Estep Score: -664506.000000 Penalty: 858.447021 Iteration 10Q: 3 clusters Score -664506 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2377 members Mstep: Class 2 contains 10123 members Entering Unmasked Estep Score: -664721.750000 Penalty: 858.447021 Iteration 11Q: 3 clusters Score -664721.8 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 10472 members Entering Unmasked Estep Score: -664927.687500 Penalty: 858.447021 Iteration 12Q: 3 clusters Score -664927.7 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 10818 members Entering Unmasked Estep Score: -665142.437500 Penalty: 858.447021 Iteration 13Q: 3 clusters Score -665142.4 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 11136 members Entering Unmasked Estep Score: -665334.750000 Penalty: 858.447021 Iteration 14Q: 3 clusters Score -665334.8 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 11418 members Entering Unmasked Estep Score: -665511.687500 Penalty: 858.447021 Iteration 15Q: 3 clusters Score -665511.7 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 11631 members Entering Unmasked Estep Score: -665638.562500 Penalty: 858.447021 Iteration 16Q: 3 clusters Score -665638.6 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 11803 members Entering Unmasked Estep Score: -665736.000000 Penalty: 858.447021 Iteration 17Q: 3 clusters Score -665736 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 11931 members Entering Unmasked Estep Score: -665801.000000 Penalty: 858.447021 Iteration 18Q: 3 clusters Score -665801 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 12025 members Entering Unmasked Estep Score: -665845.500000 Penalty: 858.447021 Iteration 19Q: 3 clusters Score -665845.5 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 12093 members Entering Unmasked Estep Score: -665884.437500 Penalty: 858.447021 Iteration 20F: 3 clusters Score -665884.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 12147 members Entering Unmasked Estep Score: -665914.125000 Penalty: 858.447021 Iteration 21Q: 3 clusters Score -665914.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 12187 members Entering Unmasked Estep Score: -665938.750000 Penalty: 858.447021 Iteration 22Q: 3 clusters Score -665938.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 12221 members Entering Unmasked Estep Score: -665962.812500 Penalty: 858.447021 Iteration 23Q: 3 clusters Score -665962.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 12245 members Entering Unmasked Estep Score: -665981.562500 Penalty: 858.447021 Iteration 24Q: 3 clusters Score -665981.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 12258 members Entering Unmasked Estep Score: -665988.750000 Penalty: 858.447021 Iteration 25Q: 3 clusters Score -665988.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 12275 members Entering Unmasked Estep Score: -665996.875000 Penalty: 858.447021 Iteration 26Q: 3 clusters Score -665996.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 12280 members Entering Unmasked Estep Score: -665998.312500 Penalty: 858.447021 Iteration 27Q: 3 clusters Score -665998.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 12283 members Entering Unmasked Estep Score: -665999.500000 Penalty: 858.447021 Iteration 28Q: 3 clusters Score -665999.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 12286 members Entering Unmasked Estep Score: -665999.312500 Penalty: 858.447021 Iteration 29Q: 3 clusters Score -665999.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 12288 members Entering Unmasked Estep Score: -666001.187500 Penalty: 858.447021 Iteration 30Q: 3 clusters Score -666001.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 12293 members Entering Unmasked Estep Score: -666003.125000 Penalty: 858.447021 Iteration 31Q: 3 clusters Score -666003.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 12296 members Entering Unmasked Estep Score: -666005.875000 Penalty: 858.447021 Iteration 32Q: 3 clusters Score -666005.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 12302 members Entering Unmasked Estep Score: -666007.062500 Penalty: 858.447021 Iteration 33Q: 3 clusters Score -666007.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 12305 members Entering Unmasked Estep Score: -666008.875000 Penalty: 858.447021 Iteration 34Q: 3 clusters Score -666008.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 12309 members Entering Unmasked Estep Score: -666009.625000 Penalty: 858.447021 Iteration 35Q: 3 clusters Score -666009.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 12313 members Entering Unmasked Estep Score: -666010.562500 Penalty: 858.447021 Iteration 36Q: 3 clusters Score -666010.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 12314 members Entering Unmasked Estep Score: -666010.812500 Penalty: 858.447021 Iteration 37Q: 3 clusters Score -666010.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 12315 members Entering Unmasked Estep Score: -666010.500000 Penalty: 858.447021 Iteration 38Q: 3 clusters Score -666010.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 12316 members Entering Unmasked Estep Score: -666011.875000 Penalty: 858.447021 Iteration 39Q: 3 clusters Score -666011.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 12316 members Entering Unmasked Estep Score: -666011.875000 Penalty: 858.447021 Iteration 40F: 3 clusters Score -666011.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (3242 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3242 members Entering Unmasked Estep Score: -158757.640625 Penalty: 367.819519 Iteration 0F: 2 clusters Score -158757.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -156509.015625 Penalty: 735.639038 Iteration 0F: 3 clusters Score -156509 nChanged 1449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 1881 members Entering Unmasked Estep Score: -157448.609375 Penalty: 735.639038 Iteration 1F: 3 clusters Score -157448.6 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -157611.156250 Penalty: 735.639038 Iteration 2F: 3 clusters Score -157611.2 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 2129 members Entering Unmasked Estep Score: -157729.609375 Penalty: 735.639038 Iteration 3F: 3 clusters Score -157729.6 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 2270 members Entering Unmasked Estep Score: -157826.375000 Penalty: 735.639038 Iteration 4F: 3 clusters Score -157826.4 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 2383 members Entering Unmasked Estep Score: -157897.281250 Penalty: 735.639038 Iteration 5Q: 3 clusters Score -157897.3 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 2491 members Entering Unmasked Estep Score: -157957.593750 Penalty: 735.639038 Iteration 6Q: 3 clusters Score -157957.6 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 2590 members Entering Unmasked Estep Score: -158009.296875 Penalty: 735.639038 Iteration 7Q: 3 clusters Score -158009.3 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 2686 members Entering Unmasked Estep Score: -158067.609375 Penalty: 735.639038 Iteration 8Q: 3 clusters Score -158067.6 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 2779 members Entering Unmasked Estep Score: -158134.609375 Penalty: 735.639038 Iteration 9Q: 3 clusters Score -158134.6 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 2862 members Entering Unmasked Estep Score: -158195.218750 Penalty: 735.639038 Iteration 10Q: 3 clusters Score -158195.2 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 2940 members Entering Unmasked Estep Score: -158263.718750 Penalty: 735.639038 Iteration 11Q: 3 clusters Score -158263.7 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 3002 members Entering Unmasked Estep Score: -158314.234375 Penalty: 735.639038 Iteration 12Q: 3 clusters Score -158314.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 3048 members Entering Unmasked Estep Score: -158349.406250 Penalty: 735.639038 Iteration 13Q: 3 clusters Score -158349.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 3081 members Entering Unmasked Estep Score: -158375.234375 Penalty: 735.639038 Iteration 14Q: 3 clusters Score -158375.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 3097 members Entering Unmasked Estep Score: -158385.328125 Penalty: 735.639038 Iteration 15Q: 3 clusters Score -158385.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 3103 members Entering Unmasked Estep Score: -158390.656250 Penalty: 735.639038 Iteration 16Q: 3 clusters Score -158390.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 3109 members Entering Unmasked Estep Score: -158393.750000 Penalty: 735.639038 Iteration 17Q: 3 clusters Score -158393.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 3116 members Entering Unmasked Estep Score: -158395.812500 Penalty: 735.639038 Iteration 18Q: 3 clusters Score -158395.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 3123 members Entering Unmasked Estep Score: -158399.671875 Penalty: 735.639038 Iteration 19Q: 3 clusters Score -158399.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 3128 members Entering Unmasked Estep Score: -158403.312500 Penalty: 735.639038 Iteration 20F: 3 clusters Score -158403.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 3137 members Entering Unmasked Estep Score: -158412.671875 Penalty: 735.639038 Iteration 21Q: 3 clusters Score -158412.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 3144 members Entering Unmasked Estep Score: -158419.843750 Penalty: 735.639038 Iteration 22Q: 3 clusters Score -158419.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 3148 members Entering Unmasked Estep Score: -158424.656250 Penalty: 735.639038 Iteration 23Q: 3 clusters Score -158424.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 3152 members Entering Unmasked Estep Score: -158427.812500 Penalty: 735.639038 Iteration 24Q: 3 clusters Score -158427.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 3153 members Entering Unmasked Estep Score: -158428.062500 Penalty: 735.639038 Iteration 25Q: 3 clusters Score -158428.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 3153 members Entering Unmasked Estep Score: -158428.062500 Penalty: 735.639038 Iteration 26F: 3 clusters Score -158428.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (7641 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7641 members Entering Unmasked Estep Score: -445966.250000 Penalty: 406.828430 Iteration 0F: 2 clusters Score -445966.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3833 members Mstep: Class 2 contains 3808 members Entering Unmasked Estep Score: -440801.968750 Penalty: 813.656860 Iteration 0F: 3 clusters Score -440802 nChanged 3532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3705 members Mstep: Class 2 contains 3936 members Entering Unmasked Estep Score: -442871.593750 Penalty: 813.656860 Iteration 1F: 3 clusters Score -442871.6 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3626 members Mstep: Class 2 contains 4015 members Entering Unmasked Estep Score: -443046.312500 Penalty: 813.656860 Iteration 2F: 3 clusters Score -443046.3 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3554 members Mstep: Class 2 contains 4087 members Entering Unmasked Estep Score: -443253.937500 Penalty: 813.656860 Iteration 3F: 3 clusters Score -443253.9 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3520 members Mstep: Class 2 contains 4121 members Entering Unmasked Estep Score: -443510.281250 Penalty: 813.656860 Iteration 4F: 3 clusters Score -443510.3 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3521 members Mstep: Class 2 contains 4120 members Entering Unmasked Estep Score: -443814.437500 Penalty: 813.656860 Iteration 5F: 3 clusters Score -443814.4 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3541 members Mstep: Class 2 contains 4100 members Entering Unmasked Estep Score: -444104.156250 Penalty: 813.656860 Iteration 6F: 3 clusters Score -444104.2 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3541 members Mstep: Class 2 contains 4100 members Entering Unmasked Estep Score: -444350.593750 Penalty: 813.656860 Iteration 7F: 3 clusters Score -444350.6 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3507 members Mstep: Class 2 contains 4134 members Entering Unmasked Estep Score: -444532.562500 Penalty: 813.656860 Iteration 8Q: 3 clusters Score -444532.6 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3452 members Mstep: Class 2 contains 4189 members Entering Unmasked Estep Score: -444644.218750 Penalty: 813.656860 Iteration 9Q: 3 clusters Score -444644.2 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3394 members Mstep: Class 2 contains 4247 members Entering Unmasked Estep Score: -444703.343750 Penalty: 813.656860 Iteration 10Q: 3 clusters Score -444703.3 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3316 members Mstep: Class 2 contains 4325 members Entering Unmasked Estep Score: -444742.375000 Penalty: 813.656860 Iteration 11Q: 3 clusters Score -444742.4 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3233 members Mstep: Class 2 contains 4408 members Entering Unmasked Estep Score: -444777.968750 Penalty: 813.656860 Iteration 12Q: 3 clusters Score -444778 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3122 members Mstep: Class 2 contains 4519 members Entering Unmasked Estep Score: -444826.500000 Penalty: 813.656860 Iteration 13Q: 3 clusters Score -444826.5 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2995 members Mstep: Class 2 contains 4646 members Entering Unmasked Estep Score: -444890.656250 Penalty: 813.656860 Iteration 14Q: 3 clusters Score -444890.7 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2894 members Mstep: Class 2 contains 4747 members Entering Unmasked Estep Score: -444939.687500 Penalty: 813.656860 Iteration 15Q: 3 clusters Score -444939.7 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2792 members Mstep: Class 2 contains 4849 members Entering Unmasked Estep Score: -444998.750000 Penalty: 813.656860 Iteration 16Q: 3 clusters Score -444998.8 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2692 members Mstep: Class 2 contains 4949 members Entering Unmasked Estep Score: -445057.562500 Penalty: 813.656860 Iteration 17Q: 3 clusters Score -445057.6 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2583 members Mstep: Class 2 contains 5058 members Entering Unmasked Estep Score: -445117.437500 Penalty: 813.656860 Iteration 18Q: 3 clusters Score -445117.4 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2472 members Mstep: Class 2 contains 5169 members Entering Unmasked Estep Score: -445175.406250 Penalty: 813.656860 Iteration 19Q: 3 clusters Score -445175.4 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2379 members Mstep: Class 2 contains 5262 members Entering Unmasked Estep Score: -445217.343750 Penalty: 813.656860 Iteration 20F: 3 clusters Score -445217.3 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2290 members Mstep: Class 2 contains 5351 members Entering Unmasked Estep Score: -445253.406250 Penalty: 813.656860 Iteration 21Q: 3 clusters Score -445253.4 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 5436 members Entering Unmasked Estep Score: -445289.281250 Penalty: 813.656860 Iteration 22Q: 3 clusters Score -445289.3 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2125 members Mstep: Class 2 contains 5516 members Entering Unmasked Estep Score: -445317.718750 Penalty: 813.656860 Iteration 23Q: 3 clusters Score -445317.7 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 5583 members Entering Unmasked Estep Score: -445338.406250 Penalty: 813.656860 Iteration 24Q: 3 clusters Score -445338.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1999 members Mstep: Class 2 contains 5642 members Entering Unmasked Estep Score: -445358.750000 Penalty: 813.656860 Iteration 25Q: 3 clusters Score -445358.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1937 members Mstep: Class 2 contains 5704 members Entering Unmasked Estep Score: -445379.031250 Penalty: 813.656860 Iteration 26Q: 3 clusters Score -445379 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 5765 members Entering Unmasked Estep Score: -445396.375000 Penalty: 813.656860 Iteration 27Q: 3 clusters Score -445396.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Mstep: Class 2 contains 5816 members Entering Unmasked Estep Score: -445412.968750 Penalty: 813.656860 Iteration 28Q: 3 clusters Score -445413 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 5874 members Entering Unmasked Estep Score: -445429.187500 Penalty: 813.656860 Iteration 29Q: 3 clusters Score -445429.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 5928 members Entering Unmasked Estep Score: -445445.218750 Penalty: 813.656860 Iteration 30Q: 3 clusters Score -445445.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 5990 members Entering Unmasked Estep Score: -445462.250000 Penalty: 813.656860 Iteration 31Q: 3 clusters Score -445462.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 6047 members Entering Unmasked Estep Score: -445480.937500 Penalty: 813.656860 Iteration 32Q: 3 clusters Score -445480.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 6106 members Entering Unmasked Estep Score: -445499.906250 Penalty: 813.656860 Iteration 33Q: 3 clusters Score -445499.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 6163 members Entering Unmasked Estep Score: -445516.750000 Penalty: 813.656860 Iteration 34Q: 3 clusters Score -445516.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 6208 members Entering Unmasked Estep Score: -445530.312500 Penalty: 813.656860 Iteration 35Q: 3 clusters Score -445530.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 6249 members Entering Unmasked Estep Score: -445542.312500 Penalty: 813.656860 Iteration 36Q: 3 clusters Score -445542.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 6293 members Entering Unmasked Estep Score: -445552.875000 Penalty: 813.656860 Iteration 37Q: 3 clusters Score -445552.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 6339 members Entering Unmasked Estep Score: -445566.250000 Penalty: 813.656860 Iteration 38Q: 3 clusters Score -445566.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 6370 members Entering Unmasked Estep Score: -445573.562500 Penalty: 813.656860 Iteration 39Q: 3 clusters Score -445573.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 6397 members Entering Unmasked Estep Score: -445581.562500 Penalty: 813.656860 Iteration 40F: 3 clusters Score -445581.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 6424 members Entering Unmasked Estep Score: -445589.250000 Penalty: 813.656860 Iteration 41Q: 3 clusters Score -445589.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 6455 members Entering Unmasked Estep Score: -445596.406250 Penalty: 813.656860 Iteration 42Q: 3 clusters Score -445596.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 6479 members Entering Unmasked Estep Score: -445601.187500 Penalty: 813.656860 Iteration 43Q: 3 clusters Score -445601.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 6504 members Entering Unmasked Estep Score: -445604.406250 Penalty: 813.656860 Iteration 44Q: 3 clusters Score -445604.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 6520 members Entering Unmasked Estep Score: -445607.468750 Penalty: 813.656860 Iteration 45Q: 3 clusters Score -445607.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 6531 members Entering Unmasked Estep Score: -445608.406250 Penalty: 813.656860 Iteration 46Q: 3 clusters Score -445608.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 6541 members Entering Unmasked Estep Score: -445609.218750 Penalty: 813.656860 Iteration 47Q: 3 clusters Score -445609.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 6553 members Entering Unmasked Estep Score: -445612.500000 Penalty: 813.656860 Iteration 48Q: 3 clusters Score -445612.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 6568 members Entering Unmasked Estep Score: -445616.906250 Penalty: 813.656860 Iteration 49Q: 3 clusters Score -445616.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 6586 members Entering Unmasked Estep Score: -445620.968750 Penalty: 813.656860 Iteration 50Q: 3 clusters Score -445621 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 6601 members Entering Unmasked Estep Score: -445624.437500 Penalty: 813.656860 Iteration 51Q: 3 clusters Score -445624.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 6617 members Entering Unmasked Estep Score: -445628.093750 Penalty: 813.656860 Iteration 52Q: 3 clusters Score -445628.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 6630 members Entering Unmasked Estep Score: -445630.812500 Penalty: 813.656860 Iteration 53Q: 3 clusters Score -445630.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 6637 members Entering Unmasked Estep Score: -445631.468750 Penalty: 813.656860 Iteration 54Q: 3 clusters Score -445631.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 6643 members Entering Unmasked Estep Score: -445632.687500 Penalty: 813.656860 Iteration 55Q: 3 clusters Score -445632.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 6649 members Entering Unmasked Estep Score: -445633.281250 Penalty: 813.656860 Iteration 56Q: 3 clusters Score -445633.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 6655 members Entering Unmasked Estep Score: -445633.906250 Penalty: 813.656860 Iteration 57Q: 3 clusters Score -445633.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 6664 members Entering Unmasked Estep Score: -445634.531250 Penalty: 813.656860 Iteration 58Q: 3 clusters Score -445634.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 6670 members Entering Unmasked Estep Score: -445634.968750 Penalty: 813.656860 Iteration 59Q: 3 clusters Score -445635 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 6674 members Entering Unmasked Estep Score: -445635.250000 Penalty: 813.656860 Iteration 60F: 3 clusters Score -445635.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 6680 members Entering Unmasked Estep Score: -445636.937500 Penalty: 813.656860 Iteration 61Q: 3 clusters Score -445636.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 6686 members Entering Unmasked Estep Score: -445637.406250 Penalty: 813.656860 Iteration 62Q: 3 clusters Score -445637.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 6690 members Entering Unmasked Estep Score: -445636.687500 Penalty: 813.656860 Iteration 63Q: 3 clusters Score -445636.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 6692 members Entering Unmasked Estep Score: -445636.906250 Penalty: 813.656860 Iteration 64Q: 3 clusters Score -445636.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 6694 members Entering Unmasked Estep Score: -445637.531250 Penalty: 813.656860 Iteration 65Q: 3 clusters Score -445637.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 6698 members Entering Unmasked Estep Score: -445637.468750 Penalty: 813.656860 Iteration 66Q: 3 clusters Score -445637.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 6702 members Entering Unmasked Estep Score: -445638.125000 Penalty: 813.656860 Iteration 67Q: 3 clusters Score -445638.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 6707 members Entering Unmasked Estep Score: -445639.187500 Penalty: 813.656860 Iteration 68Q: 3 clusters Score -445639.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 6711 members Entering Unmasked Estep Score: -445639.250000 Penalty: 813.656860 Iteration 69Q: 3 clusters Score -445639.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 6715 members Entering Unmasked Estep Score: -445639.375000 Penalty: 813.656860 Iteration 70Q: 3 clusters Score -445639.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 6719 members Entering Unmasked Estep Score: -445640.500000 Penalty: 813.656860 Iteration 71Q: 3 clusters Score -445640.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 6724 members Entering Unmasked Estep Score: -445641.281250 Penalty: 813.656860 Iteration 72Q: 3 clusters Score -445641.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 6732 members Entering Unmasked Estep Score: -445643.187500 Penalty: 813.656860 Iteration 73Q: 3 clusters Score -445643.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 6739 members Entering Unmasked Estep Score: -445644.593750 Penalty: 813.656860 Iteration 74Q: 3 clusters Score -445644.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 6746 members Entering Unmasked Estep Score: -445645.843750 Penalty: 813.656860 Iteration 75Q: 3 clusters Score -445645.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 6750 members Entering Unmasked Estep Score: -445646.156250 Penalty: 813.656860 Iteration 76Q: 3 clusters Score -445646.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 6753 members Entering Unmasked Estep Score: -445645.750000 Penalty: 813.656860 Iteration 77Q: 3 clusters Score -445645.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 6757 members Entering Unmasked Estep Score: -445646.843750 Penalty: 813.656860 Iteration 78Q: 3 clusters Score -445646.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 6763 members Entering Unmasked Estep Score: -445648.062500 Penalty: 813.656860 Iteration 79Q: 3 clusters Score -445648.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 6775 members Entering Unmasked Estep Score: -445650.062500 Penalty: 813.656860 Iteration 80F: 3 clusters Score -445650.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 6786 members Entering Unmasked Estep Score: -445653.062500 Penalty: 813.656860 Iteration 81Q: 3 clusters Score -445653.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 6790 members Entering Unmasked Estep Score: -445653.937500 Penalty: 813.656860 Iteration 82Q: 3 clusters Score -445653.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 6791 members Entering Unmasked Estep Score: -445654.250000 Penalty: 813.656860 Iteration 83Q: 3 clusters Score -445654.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 6794 members Entering Unmasked Estep Score: -445654.187500 Penalty: 813.656860 Iteration 84Q: 3 clusters Score -445654.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 6796 members Entering Unmasked Estep Score: -445654.937500 Penalty: 813.656860 Iteration 85Q: 3 clusters Score -445654.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 6797 members Entering Unmasked Estep Score: -445654.906250 Penalty: 813.656860 Iteration 86Q: 3 clusters Score -445654.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 6797 members Entering Unmasked Estep Score: -445654.906250 Penalty: 813.656860 Iteration 87F: 3 clusters Score -445654.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (2756 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2756 members Entering Unmasked Estep Score: -165386.593750 Penalty: 360.429871 Iteration 0F: 2 clusters Score -165386.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -163448.156250 Penalty: 720.859741 Iteration 0F: 3 clusters Score -163448.2 nChanged 1198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -164216.671875 Penalty: 720.859741 Iteration 1F: 3 clusters Score -164216.7 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -164339.781250 Penalty: 720.859741 Iteration 2F: 3 clusters Score -164339.8 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -164433.109375 Penalty: 720.859741 Iteration 3F: 3 clusters Score -164433.1 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -164518.328125 Penalty: 720.859741 Iteration 4F: 3 clusters Score -164518.3 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -164615.031250 Penalty: 720.859741 Iteration 5Q: 3 clusters Score -164615 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -164718.843750 Penalty: 720.859741 Iteration 6Q: 3 clusters Score -164718.8 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 1726 members Entering Unmasked Estep Score: -164826.312500 Penalty: 720.859741 Iteration 7Q: 3 clusters Score -164826.3 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 1761 members Entering Unmasked Estep Score: -164901.281250 Penalty: 720.859741 Iteration 8Q: 3 clusters Score -164901.3 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -164962.828125 Penalty: 720.859741 Iteration 9Q: 3 clusters Score -164962.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -164999.828125 Penalty: 720.859741 Iteration 10Q: 3 clusters Score -164999.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 1830 members Entering Unmasked Estep Score: -165016.343750 Penalty: 720.859741 Iteration 11Q: 3 clusters Score -165016.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -165030.015625 Penalty: 720.859741 Iteration 12Q: 3 clusters Score -165030 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -165034.484375 Penalty: 720.859741 Iteration 13Q: 3 clusters Score -165034.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 1851 members Entering Unmasked Estep Score: -165038.187500 Penalty: 720.859741 Iteration 14Q: 3 clusters Score -165038.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -165042.937500 Penalty: 720.859741 Iteration 15Q: 3 clusters Score -165042.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -165048.093750 Penalty: 720.859741 Iteration 16Q: 3 clusters Score -165048.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -165055.046875 Penalty: 720.859741 Iteration 17Q: 3 clusters Score -165055 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -165062.000000 Penalty: 720.859741 Iteration 18Q: 3 clusters Score -165062 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -165070.406250 Penalty: 720.859741 Iteration 19Q: 3 clusters Score -165070.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -165081.671875 Penalty: 720.859741 Iteration 20F: 3 clusters Score -165081.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -165088.062500 Penalty: 720.859741 Iteration 21Q: 3 clusters Score -165088.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -165092.171875 Penalty: 720.859741 Iteration 22Q: 3 clusters Score -165092.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -165098.750000 Penalty: 720.859741 Iteration 23Q: 3 clusters Score -165098.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 1970 members Entering Unmasked Estep Score: -165103.812500 Penalty: 720.859741 Iteration 24Q: 3 clusters Score -165103.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 1984 members Entering Unmasked Estep Score: -165108.687500 Penalty: 720.859741 Iteration 25Q: 3 clusters Score -165108.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -165112.859375 Penalty: 720.859741 Iteration 26Q: 3 clusters Score -165112.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 2006 members Entering Unmasked Estep Score: -165116.765625 Penalty: 720.859741 Iteration 27Q: 3 clusters Score -165116.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 2016 members Entering Unmasked Estep Score: -165118.828125 Penalty: 720.859741 Iteration 28Q: 3 clusters Score -165118.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -165120.609375 Penalty: 720.859741 Iteration 29Q: 3 clusters Score -165120.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -165121.593750 Penalty: 720.859741 Iteration 30Q: 3 clusters Score -165121.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -165122.578125 Penalty: 720.859741 Iteration 31Q: 3 clusters Score -165122.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -165122.625000 Penalty: 720.859741 Iteration 32Q: 3 clusters Score -165122.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -165123.078125 Penalty: 720.859741 Iteration 33Q: 3 clusters Score -165123.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 2030 members Entering Unmasked Estep Score: -165123.093750 Penalty: 720.859741 Iteration 34Q: 3 clusters Score -165123.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -165123.265625 Penalty: 720.859741 Iteration 35Q: 3 clusters Score -165123.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -165123.265625 Penalty: 720.859741 Iteration 36F: 3 clusters Score -165123.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (868 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Entering Unmasked Estep Score: -41752.609375 Penalty: 307.861725 Iteration 0F: 2 clusters Score -41752.61 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -41045.816406 Penalty: 615.723450 Iteration 0F: 3 clusters Score -41045.82 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -41303.441406 Penalty: 615.723450 Iteration 1F: 3 clusters Score -41303.44 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -41370.707031 Penalty: 615.723450 Iteration 2F: 3 clusters Score -41370.71 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -41445.066406 Penalty: 615.723450 Iteration 3F: 3 clusters Score -41445.07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -41520.519531 Penalty: 615.723450 Iteration 4F: 3 clusters Score -41520.52 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -41579.867188 Penalty: 615.723450 Iteration 5Q: 3 clusters Score -41579.87 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -41616.843750 Penalty: 615.723450 Iteration 6Q: 3 clusters Score -41616.84 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -41636.574219 Penalty: 615.723450 Iteration 7Q: 3 clusters Score -41636.57 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -41641.757812 Penalty: 615.723450 Iteration 8Q: 3 clusters Score -41641.76 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -41642.992188 Penalty: 615.723450 Iteration 9Q: 3 clusters Score -41642.99 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -41643.082031 Penalty: 615.723450 Iteration 10Q: 3 clusters Score -41643.08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -41643.082031 Penalty: 615.723450 Iteration 11F: 3 clusters Score -41643.08 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (8135 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8135 members Entering Unmasked Estep Score: -425252.781250 Penalty: 409.678864 Iteration 0F: 2 clusters Score -425252.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4060 members Mstep: Class 2 contains 4075 members Entering Unmasked Estep Score: -419883.562500 Penalty: 819.357727 Iteration 0F: 3 clusters Score -419883.6 nChanged 3758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3894 members Mstep: Class 2 contains 4241 members Entering Unmasked Estep Score: -422343.656250 Penalty: 819.357727 Iteration 1F: 3 clusters Score -422343.7 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3827 members Mstep: Class 2 contains 4308 members Entering Unmasked Estep Score: -422705.656250 Penalty: 819.357727 Iteration 2F: 3 clusters Score -422705.7 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3769 members Mstep: Class 2 contains 4366 members Entering Unmasked Estep Score: -423009.062500 Penalty: 819.357727 Iteration 3F: 3 clusters Score -423009.1 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3758 members Mstep: Class 2 contains 4377 members Entering Unmasked Estep Score: -423276.250000 Penalty: 819.357727 Iteration 4F: 3 clusters Score -423276.2 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3750 members Mstep: Class 2 contains 4385 members Entering Unmasked Estep Score: -423505.031250 Penalty: 819.357727 Iteration 5F: 3 clusters Score -423505 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3756 members Mstep: Class 2 contains 4379 members Entering Unmasked Estep Score: -423668.187500 Penalty: 819.357727 Iteration 6Q: 3 clusters Score -423668.2 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3766 members Mstep: Class 2 contains 4369 members Entering Unmasked Estep Score: -423776.562500 Penalty: 819.357727 Iteration 7Q: 3 clusters Score -423776.6 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3765 members Mstep: Class 2 contains 4370 members Entering Unmasked Estep Score: -423845.281250 Penalty: 819.357727 Iteration 8Q: 3 clusters Score -423845.3 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3734 members Mstep: Class 2 contains 4401 members Entering Unmasked Estep Score: -423895.562500 Penalty: 819.357727 Iteration 9Q: 3 clusters Score -423895.6 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3692 members Mstep: Class 2 contains 4443 members Entering Unmasked Estep Score: -423927.406250 Penalty: 819.357727 Iteration 10Q: 3 clusters Score -423927.4 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3653 members Mstep: Class 2 contains 4482 members Entering Unmasked Estep Score: -423949.656250 Penalty: 819.357727 Iteration 11Q: 3 clusters Score -423949.7 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3618 members Mstep: Class 2 contains 4517 members Entering Unmasked Estep Score: -423970.937500 Penalty: 819.357727 Iteration 12Q: 3 clusters Score -423970.9 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3566 members Mstep: Class 2 contains 4569 members Entering Unmasked Estep Score: -423997.156250 Penalty: 819.357727 Iteration 13Q: 3 clusters Score -423997.2 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3505 members Mstep: Class 2 contains 4630 members Entering Unmasked Estep Score: -424017.343750 Penalty: 819.357727 Iteration 14Q: 3 clusters Score -424017.3 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3438 members Mstep: Class 2 contains 4697 members Entering Unmasked Estep Score: -424039.125000 Penalty: 819.357727 Iteration 15Q: 3 clusters Score -424039.1 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3375 members Mstep: Class 2 contains 4760 members Entering Unmasked Estep Score: -424058.156250 Penalty: 819.357727 Iteration 16Q: 3 clusters Score -424058.2 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3307 members Mstep: Class 2 contains 4828 members Entering Unmasked Estep Score: -424076.156250 Penalty: 819.357727 Iteration 17Q: 3 clusters Score -424076.2 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3241 members Mstep: Class 2 contains 4894 members Entering Unmasked Estep Score: -424097.281250 Penalty: 819.357727 Iteration 18Q: 3 clusters Score -424097.3 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3171 members Mstep: Class 2 contains 4964 members Entering Unmasked Estep Score: -424122.062500 Penalty: 819.357727 Iteration 19Q: 3 clusters Score -424122.1 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3101 members Mstep: Class 2 contains 5034 members Entering Unmasked Estep Score: -424144.875000 Penalty: 819.357727 Iteration 20F: 3 clusters Score -424144.9 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3029 members Mstep: Class 2 contains 5106 members Entering Unmasked Estep Score: -424167.093750 Penalty: 819.357727 Iteration 21Q: 3 clusters Score -424167.1 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2943 members Mstep: Class 2 contains 5192 members Entering Unmasked Estep Score: -424195.093750 Penalty: 819.357727 Iteration 22Q: 3 clusters Score -424195.1 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2836 members Mstep: Class 2 contains 5299 members Entering Unmasked Estep Score: -424228.531250 Penalty: 819.357727 Iteration 23Q: 3 clusters Score -424228.5 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2720 members Mstep: Class 2 contains 5415 members Entering Unmasked Estep Score: -424265.000000 Penalty: 819.357727 Iteration 24Q: 3 clusters Score -424265 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2600 members Mstep: Class 2 contains 5535 members Entering Unmasked Estep Score: -424308.062500 Penalty: 819.357727 Iteration 25Q: 3 clusters Score -424308.1 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 5671 members Entering Unmasked Estep Score: -424354.812500 Penalty: 819.357727 Iteration 26Q: 3 clusters Score -424354.8 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2331 members Mstep: Class 2 contains 5804 members Entering Unmasked Estep Score: -424405.812500 Penalty: 819.357727 Iteration 27Q: 3 clusters Score -424405.8 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2207 members Mstep: Class 2 contains 5928 members Entering Unmasked Estep Score: -424452.937500 Penalty: 819.357727 Iteration 28Q: 3 clusters Score -424452.9 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 6054 members Entering Unmasked Estep Score: -424502.468750 Penalty: 819.357727 Iteration 29Q: 3 clusters Score -424502.5 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1976 members Mstep: Class 2 contains 6159 members Entering Unmasked Estep Score: -424539.406250 Penalty: 819.357727 Iteration 30Q: 3 clusters Score -424539.4 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Mstep: Class 2 contains 6252 members Entering Unmasked Estep Score: -424572.968750 Penalty: 819.357727 Iteration 31Q: 3 clusters Score -424573 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 6337 members Entering Unmasked Estep Score: -424605.093750 Penalty: 819.357727 Iteration 32Q: 3 clusters Score -424605.1 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 6440 members Entering Unmasked Estep Score: -424645.593750 Penalty: 819.357727 Iteration 33Q: 3 clusters Score -424645.6 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 6540 members Entering Unmasked Estep Score: -424692.218750 Penalty: 819.357727 Iteration 34Q: 3 clusters Score -424692.2 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 6639 members Entering Unmasked Estep Score: -424744.406250 Penalty: 819.357727 Iteration 35Q: 3 clusters Score -424744.4 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 6750 members Entering Unmasked Estep Score: -424810.312500 Penalty: 819.357727 Iteration 36Q: 3 clusters Score -424810.3 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 6863 members Entering Unmasked Estep Score: -424877.218750 Penalty: 819.357727 Iteration 37Q: 3 clusters Score -424877.2 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 6964 members Entering Unmasked Estep Score: -424936.875000 Penalty: 819.357727 Iteration 38Q: 3 clusters Score -424936.9 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 7039 members Entering Unmasked Estep Score: -424989.656250 Penalty: 819.357727 Iteration 39Q: 3 clusters Score -424989.7 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 7102 members Entering Unmasked Estep Score: -425034.750000 Penalty: 819.357727 Iteration 40F: 3 clusters Score -425034.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 7143 members Entering Unmasked Estep Score: -425067.000000 Penalty: 819.357727 Iteration 41Q: 3 clusters Score -425067 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 7193 members Entering Unmasked Estep Score: -425096.875000 Penalty: 819.357727 Iteration 42Q: 3 clusters Score -425096.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 7236 members Entering Unmasked Estep Score: -425113.093750 Penalty: 819.357727 Iteration 43Q: 3 clusters Score -425113.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 7266 members Entering Unmasked Estep Score: -425123.375000 Penalty: 819.357727 Iteration 44Q: 3 clusters Score -425123.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 7303 members Entering Unmasked Estep Score: -425135.781250 Penalty: 819.357727 Iteration 45Q: 3 clusters Score -425135.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 7338 members Entering Unmasked Estep Score: -425148.312500 Penalty: 819.357727 Iteration 46Q: 3 clusters Score -425148.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 7365 members Entering Unmasked Estep Score: -425157.031250 Penalty: 819.357727 Iteration 47Q: 3 clusters Score -425157 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 7388 members Entering Unmasked Estep Score: -425162.500000 Penalty: 819.357727 Iteration 48Q: 3 clusters Score -425162.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 7405 members Entering Unmasked Estep Score: -425166.156250 Penalty: 819.357727 Iteration 49Q: 3 clusters Score -425166.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 7413 members Entering Unmasked Estep Score: -425167.031250 Penalty: 819.357727 Iteration 50Q: 3 clusters Score -425167 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 7423 members Entering Unmasked Estep Score: -425168.656250 Penalty: 819.357727 Iteration 51Q: 3 clusters Score -425168.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 7431 members Entering Unmasked Estep Score: -425169.437500 Penalty: 819.357727 Iteration 52Q: 3 clusters Score -425169.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 7448 members Entering Unmasked Estep Score: -425173.125000 Penalty: 819.357727 Iteration 53Q: 3 clusters Score -425173.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 7460 members Entering Unmasked Estep Score: -425175.843750 Penalty: 819.357727 Iteration 54Q: 3 clusters Score -425175.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 7468 members Entering Unmasked Estep Score: -425179.062500 Penalty: 819.357727 Iteration 55Q: 3 clusters Score -425179.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 7480 members Entering Unmasked Estep Score: -425182.437500 Penalty: 819.357727 Iteration 56Q: 3 clusters Score -425182.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 7493 members Entering Unmasked Estep Score: -425186.312500 Penalty: 819.357727 Iteration 57Q: 3 clusters Score -425186.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 7505 members Entering Unmasked Estep Score: -425189.031250 Penalty: 819.357727 Iteration 58Q: 3 clusters Score -425189 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 7514 members Entering Unmasked Estep Score: -425192.656250 Penalty: 819.357727 Iteration 59Q: 3 clusters Score -425192.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 7527 members Entering Unmasked Estep Score: -425196.218750 Penalty: 819.357727 Iteration 60F: 3 clusters Score -425196.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 7536 members Entering Unmasked Estep Score: -425197.781250 Penalty: 819.357727 Iteration 61Q: 3 clusters Score -425197.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 7546 members Entering Unmasked Estep Score: -425201.843750 Penalty: 819.357727 Iteration 62Q: 3 clusters Score -425201.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 7565 members Entering Unmasked Estep Score: -425210.343750 Penalty: 819.357727 Iteration 63Q: 3 clusters Score -425210.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 7581 members Entering Unmasked Estep Score: -425216.718750 Penalty: 819.357727 Iteration 64Q: 3 clusters Score -425216.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 7594 members Entering Unmasked Estep Score: -425220.218750 Penalty: 819.357727 Iteration 65Q: 3 clusters Score -425220.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 7602 members Entering Unmasked Estep Score: -425224.000000 Penalty: 819.357727 Iteration 66Q: 3 clusters Score -425224 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 7612 members Entering Unmasked Estep Score: -425224.593750 Penalty: 819.357727 Iteration 67Q: 3 clusters Score -425224.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 7618 members Entering Unmasked Estep Score: -425226.531250 Penalty: 819.357727 Iteration 68Q: 3 clusters Score -425226.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 7625 members Entering Unmasked Estep Score: -425229.593750 Penalty: 819.357727 Iteration 69Q: 3 clusters Score -425229.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 7636 members Entering Unmasked Estep Score: -425234.968750 Penalty: 819.357727 Iteration 70Q: 3 clusters Score -425235 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 7648 members Entering Unmasked Estep Score: -425236.750000 Penalty: 819.357727 Iteration 71Q: 3 clusters Score -425236.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 7656 members Entering Unmasked Estep Score: -425239.593750 Penalty: 819.357727 Iteration 72Q: 3 clusters Score -425239.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 7662 members Entering Unmasked Estep Score: -425240.406250 Penalty: 819.357727 Iteration 73Q: 3 clusters Score -425240.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 7671 members Entering Unmasked Estep Score: -425246.781250 Penalty: 819.357727 Iteration 74Q: 3 clusters Score -425246.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 7683 members Entering Unmasked Estep Score: -425251.062500 Penalty: 819.357727 Iteration 75Q: 3 clusters Score -425251.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 7692 members Entering Unmasked Estep Score: -425253.562500 Penalty: 819.357727 Iteration 76Q: 3 clusters Score -425253.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 7699 members Entering Unmasked Estep Score: -425254.468750 Penalty: 819.357727 Iteration 77Q: 3 clusters Score -425254.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 7703 members Entering Unmasked Estep Score: -425254.906250 Penalty: 819.357727 Iteration 78Q: 3 clusters Score -425254.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 7706 members Entering Unmasked Estep Score: -425255.156250 Penalty: 819.357727 Iteration 79Q: 3 clusters Score -425255.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 7709 members Entering Unmasked Estep Score: -425257.093750 Penalty: 819.357727 Iteration 80F: 3 clusters Score -425257.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 7711 members Entering Unmasked Estep Score: -425259.125000 Penalty: 819.357727 Iteration 81Q: 3 clusters Score -425259.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 7714 members Entering Unmasked Estep Score: -425259.656250 Penalty: 819.357727 Iteration 82Q: 3 clusters Score -425259.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 7717 members Entering Unmasked Estep Score: -425260.187500 Penalty: 819.357727 Iteration 83Q: 3 clusters Score -425260.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 7718 members Entering Unmasked Estep Score: -425259.968750 Penalty: 819.357727 Iteration 84Q: 3 clusters Score -425260 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 7718 members Entering Unmasked Estep Score: -425259.968750 Penalty: 819.357727 Iteration 85F: 3 clusters Score -425260 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101321 members Mstep: Class 2 contains 12613 members Mstep: Class 3 contains 1121 members Mstep: Class 4 contains 2327 members Mstep: Class 5 contains 2518 members Mstep: Class 6 contains 57749 members Mstep: Class 7 contains 1773 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7443 members Mstep: Class 10 contains 12500 members Mstep: Class 11 contains 3242 members Mstep: Class 12 contains 7641 members Mstep: Class 13 contains 2756 members Mstep: Class 14 contains 868 members Mstep: Class 15 contains 417 members Mstep: Class 16 contains 3806 members Mstep: Class 17 contains 400 members Mstep: Class 18 contains 14967 members Mstep: Class 19 contains 12689 members Mstep: Class 20 contains 6243 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19641 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 1522 members Mstep: Class 25 contains 10170 members Mstep: Class 26 contains 1452 members Mstep: Class 27 contains 5308 members Mstep: Class 28 contains 6575 members Mstep: Class 29 contains 3621 members Mstep: Class 30 contains 174 members Mstep: Class 31 contains 418 members Mstep: Class 32 contains 1018 members Mstep: Class 33 contains 785 members Mstep: Class 34 contains 7718 members Entering Unmasked Estep Score: -17800748.000000 Penalty: 19569.839844 Splitting cluster 15 changes total score from -17800892.000000 to -17800748.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 16 (3806 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3806 members Entering Unmasked Estep Score: -176547.046875 Penalty: 375.117218 Iteration 0F: 2 clusters Score -176547 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -174008.156250 Penalty: 750.234436 Iteration 0F: 3 clusters Score -174008.2 nChanged 1660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 2205 members Entering Unmasked Estep Score: -175088.500000 Penalty: 750.234436 Iteration 1F: 3 clusters Score -175088.5 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 2363 members Entering Unmasked Estep Score: -175309.203125 Penalty: 750.234436 Iteration 2F: 3 clusters Score -175309.2 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 2504 members Entering Unmasked Estep Score: -175435.062500 Penalty: 750.234436 Iteration 3F: 3 clusters Score -175435.1 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 2593 members Entering Unmasked Estep Score: -175516.718750 Penalty: 750.234436 Iteration 4Q: 3 clusters Score -175516.7 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 2678 members Entering Unmasked Estep Score: -175591.671875 Penalty: 750.234436 Iteration 5Q: 3 clusters Score -175591.7 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 2768 members Entering Unmasked Estep Score: -175645.890625 Penalty: 750.234436 Iteration 6Q: 3 clusters Score -175645.9 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 2832 members Entering Unmasked Estep Score: -175688.171875 Penalty: 750.234436 Iteration 7Q: 3 clusters Score -175688.2 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 2904 members Entering Unmasked Estep Score: -175732.031250 Penalty: 750.234436 Iteration 8Q: 3 clusters Score -175732 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 2977 members Entering Unmasked Estep Score: -175775.187500 Penalty: 750.234436 Iteration 9Q: 3 clusters Score -175775.2 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 3064 members Entering Unmasked Estep Score: -175821.046875 Penalty: 750.234436 Iteration 10Q: 3 clusters Score -175821 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 3159 members Entering Unmasked Estep Score: -175884.593750 Penalty: 750.234436 Iteration 11Q: 3 clusters Score -175884.6 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 3249 members Entering Unmasked Estep Score: -175944.515625 Penalty: 750.234436 Iteration 12Q: 3 clusters Score -175944.5 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 3326 members Entering Unmasked Estep Score: -175989.640625 Penalty: 750.234436 Iteration 13Q: 3 clusters Score -175989.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 3391 members Entering Unmasked Estep Score: -176038.234375 Penalty: 750.234436 Iteration 14Q: 3 clusters Score -176038.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 3451 members Entering Unmasked Estep Score: -176082.765625 Penalty: 750.234436 Iteration 15Q: 3 clusters Score -176082.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 3495 members Entering Unmasked Estep Score: -176116.843750 Penalty: 750.234436 Iteration 16Q: 3 clusters Score -176116.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 3533 members Entering Unmasked Estep Score: -176144.218750 Penalty: 750.234436 Iteration 17Q: 3 clusters Score -176144.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 3562 members Entering Unmasked Estep Score: -176164.343750 Penalty: 750.234436 Iteration 18Q: 3 clusters Score -176164.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 3585 members Entering Unmasked Estep Score: -176181.968750 Penalty: 750.234436 Iteration 19Q: 3 clusters Score -176182 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 3599 members Entering Unmasked Estep Score: -176196.140625 Penalty: 750.234436 Iteration 20F: 3 clusters Score -176196.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 3609 members Entering Unmasked Estep Score: -176204.484375 Penalty: 750.234436 Iteration 21Q: 3 clusters Score -176204.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 3615 members Entering Unmasked Estep Score: -176210.015625 Penalty: 750.234436 Iteration 22Q: 3 clusters Score -176210 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 3620 members Entering Unmasked Estep Score: -176216.421875 Penalty: 750.234436 Iteration 23Q: 3 clusters Score -176216.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 3623 members Entering Unmasked Estep Score: -176221.406250 Penalty: 750.234436 Iteration 24Q: 3 clusters Score -176221.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 3627 members Entering Unmasked Estep Score: -176224.656250 Penalty: 750.234436 Iteration 25Q: 3 clusters Score -176224.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 3631 members Entering Unmasked Estep Score: -176230.468750 Penalty: 750.234436 Iteration 26Q: 3 clusters Score -176230.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 3633 members Entering Unmasked Estep Score: -176232.609375 Penalty: 750.234436 Iteration 27Q: 3 clusters Score -176232.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 3634 members Entering Unmasked Estep Score: -176233.171875 Penalty: 750.234436 Iteration 28Q: 3 clusters Score -176233.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 3634 members Entering Unmasked Estep Score: -176233.687500 Penalty: 750.234436 Iteration 29Q: 3 clusters Score -176233.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 3634 members Entering Unmasked Estep Score: -176233.687500 Penalty: 750.234436 Iteration 30F: 3 clusters Score -176233.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (400 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Entering Unmasked Estep Score: -15745.977539 Penalty: 272.611633 Iteration 0F: 2 clusters Score -15745.98 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 204 members Entering Unmasked Estep Score: -15354.901367 Penalty: 545.223267 Iteration 0F: 3 clusters Score -15354.9 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -15469.046875 Penalty: 545.223267 Iteration 1F: 3 clusters Score -15469.05 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -15500.622070 Penalty: 545.223267 Iteration 2F: 3 clusters Score -15500.62 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -15515.441406 Penalty: 545.223267 Iteration 3Q: 3 clusters Score -15515.44 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -15522.845703 Penalty: 545.223267 Iteration 4Q: 3 clusters Score -15522.85 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -15526.793945 Penalty: 545.223267 Iteration 5Q: 3 clusters Score -15526.79 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -15531.541016 Penalty: 545.223267 Iteration 6Q: 3 clusters Score -15531.54 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -15534.216797 Penalty: 545.223267 Iteration 7Q: 3 clusters Score -15534.22 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -15535.547852 Penalty: 545.223267 Iteration 8Q: 3 clusters Score -15535.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -15535.699219 Penalty: 545.223267 Iteration 9Q: 3 clusters Score -15535.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -15535.699219 Penalty: 545.223267 Iteration 10F: 3 clusters Score -15535.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (14967 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14967 members Entering Unmasked Estep Score: -888427.312500 Penalty: 437.418915 Iteration 0F: 2 clusters Score -888427.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7536 members Mstep: Class 2 contains 7431 members Entering Unmasked Estep Score: -878518.437500 Penalty: 874.837830 Iteration 0F: 3 clusters Score -878518.4 nChanged 7034 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8706 members Mstep: Class 2 contains 6261 members Entering Unmasked Estep Score: -882922.125000 Penalty: 874.837830 Iteration 1F: 3 clusters Score -882922.1 nChanged 1092 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9368 members Mstep: Class 2 contains 5599 members Entering Unmasked Estep Score: -883541.375000 Penalty: 874.837830 Iteration 2F: 3 clusters Score -883541.4 nChanged 1122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10112 members Mstep: Class 2 contains 4855 members Entering Unmasked Estep Score: -884308.812500 Penalty: 874.837830 Iteration 3F: 3 clusters Score -884308.8 nChanged 1102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10916 members Mstep: Class 2 contains 4051 members Entering Unmasked Estep Score: -885101.812500 Penalty: 874.837830 Iteration 4F: 3 clusters Score -885101.8 nChanged 999 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11701 members Mstep: Class 2 contains 3266 members Entering Unmasked Estep Score: -885866.375000 Penalty: 874.837830 Iteration 5F: 3 clusters Score -885866.4 nChanged 852 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12401 members Mstep: Class 2 contains 2566 members Entering Unmasked Estep Score: -886536.687500 Penalty: 874.837830 Iteration 6F: 3 clusters Score -886536.7 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12884 members Mstep: Class 2 contains 2083 members Entering Unmasked Estep Score: -887010.437500 Penalty: 874.837830 Iteration 7Q: 3 clusters Score -887010.4 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13222 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -887408.562500 Penalty: 874.837830 Iteration 8Q: 3 clusters Score -887408.6 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13424 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -887763.750000 Penalty: 874.837830 Iteration 9Q: 3 clusters Score -887763.8 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13531 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -888000.312500 Penalty: 874.837830 Iteration 10Q: 3 clusters Score -888000.3 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13585 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -888093.187500 Penalty: 874.837830 Iteration 11Q: 3 clusters Score -888093.2 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13632 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -888139.687500 Penalty: 874.837830 Iteration 12Q: 3 clusters Score -888139.7 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13671 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -888169.625000 Penalty: 874.837830 Iteration 13Q: 3 clusters Score -888169.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13713 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -888189.750000 Penalty: 874.837830 Iteration 14Q: 3 clusters Score -888189.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13736 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -888200.000000 Penalty: 874.837830 Iteration 15Q: 3 clusters Score -888200 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13766 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -888212.750000 Penalty: 874.837830 Iteration 16Q: 3 clusters Score -888212.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13792 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -888223.250000 Penalty: 874.837830 Iteration 17Q: 3 clusters Score -888223.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13817 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -888231.500000 Penalty: 874.837830 Iteration 18Q: 3 clusters Score -888231.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13831 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -888234.937500 Penalty: 874.837830 Iteration 19Q: 3 clusters Score -888234.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13841 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -888237.687500 Penalty: 874.837830 Iteration 20F: 3 clusters Score -888237.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13851 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -888240.250000 Penalty: 874.837830 Iteration 21Q: 3 clusters Score -888240.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13862 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -888244.937500 Penalty: 874.837830 Iteration 22Q: 3 clusters Score -888244.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13877 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -888248.750000 Penalty: 874.837830 Iteration 23Q: 3 clusters Score -888248.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13898 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -888253.937500 Penalty: 874.837830 Iteration 24Q: 3 clusters Score -888253.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13912 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -888255.375000 Penalty: 874.837830 Iteration 25Q: 3 clusters Score -888255.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13925 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -888256.437500 Penalty: 874.837830 Iteration 26Q: 3 clusters Score -888256.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13932 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -888259.875000 Penalty: 874.837830 Iteration 27Q: 3 clusters Score -888259.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13939 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -888262.312500 Penalty: 874.837830 Iteration 28Q: 3 clusters Score -888262.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13951 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -888261.125000 Penalty: 874.837830 Iteration 29Q: 3 clusters Score -888261.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13965 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -888263.187500 Penalty: 874.837830 Iteration 30Q: 3 clusters Score -888263.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13978 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -888263.750000 Penalty: 874.837830 Iteration 31Q: 3 clusters Score -888263.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13986 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -888266.062500 Penalty: 874.837830 Iteration 32Q: 3 clusters Score -888266.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13991 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -888268.750000 Penalty: 874.837830 Iteration 33Q: 3 clusters Score -888268.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13997 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -888267.500000 Penalty: 874.837830 Iteration 34Q: 3 clusters Score -888267.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14003 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -888269.437500 Penalty: 874.837830 Iteration 35Q: 3 clusters Score -888269.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14006 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -888267.812500 Penalty: 874.837830 Iteration 36Q: 3 clusters Score -888267.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14011 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -888269.687500 Penalty: 874.837830 Iteration 37Q: 3 clusters Score -888269.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14016 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -888268.375000 Penalty: 874.837830 Iteration 38Q: 3 clusters Score -888268.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14019 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -888268.187500 Penalty: 874.837830 Iteration 39Q: 3 clusters Score -888268.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14020 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -888266.750000 Penalty: 874.837830 Iteration 40F: 3 clusters Score -888266.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14021 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -888267.875000 Penalty: 874.837830 Iteration 41Q: 3 clusters Score -888267.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14022 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -888267.812500 Penalty: 874.837830 Iteration 42Q: 3 clusters Score -888267.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14022 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -888267.812500 Penalty: 874.837830 Iteration 43F: 3 clusters Score -888267.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (12689 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12689 members Entering Unmasked Estep Score: -734820.437500 Penalty: 429.906342 Iteration 0F: 2 clusters Score -734820.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6292 members Mstep: Class 2 contains 6397 members Entering Unmasked Estep Score: -726458.750000 Penalty: 859.812683 Iteration 0F: 3 clusters Score -726458.8 nChanged 5840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5522 members Mstep: Class 2 contains 7167 members Entering Unmasked Estep Score: -730290.000000 Penalty: 859.812683 Iteration 1F: 3 clusters Score -730290 nChanged 947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5253 members Mstep: Class 2 contains 7436 members Entering Unmasked Estep Score: -730858.750000 Penalty: 859.812683 Iteration 2F: 3 clusters Score -730858.8 nChanged 834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4995 members Mstep: Class 2 contains 7694 members Entering Unmasked Estep Score: -731392.125000 Penalty: 859.812683 Iteration 3F: 3 clusters Score -731392.1 nChanged 701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4778 members Mstep: Class 2 contains 7911 members Entering Unmasked Estep Score: -731860.687500 Penalty: 859.812683 Iteration 4F: 3 clusters Score -731860.7 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4616 members Mstep: Class 2 contains 8073 members Entering Unmasked Estep Score: -732203.625000 Penalty: 859.812683 Iteration 5Q: 3 clusters Score -732203.6 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4458 members Mstep: Class 2 contains 8231 members Entering Unmasked Estep Score: -732451.500000 Penalty: 859.812683 Iteration 6Q: 3 clusters Score -732451.5 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4305 members Mstep: Class 2 contains 8384 members Entering Unmasked Estep Score: -732632.125000 Penalty: 859.812683 Iteration 7Q: 3 clusters Score -732632.1 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4139 members Mstep: Class 2 contains 8550 members Entering Unmasked Estep Score: -732768.125000 Penalty: 859.812683 Iteration 8Q: 3 clusters Score -732768.1 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3954 members Mstep: Class 2 contains 8735 members Entering Unmasked Estep Score: -732890.625000 Penalty: 859.812683 Iteration 9Q: 3 clusters Score -732890.6 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3781 members Mstep: Class 2 contains 8908 members Entering Unmasked Estep Score: -733001.875000 Penalty: 859.812683 Iteration 10Q: 3 clusters Score -733001.9 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3601 members Mstep: Class 2 contains 9088 members Entering Unmasked Estep Score: -733110.437500 Penalty: 859.812683 Iteration 11Q: 3 clusters Score -733110.4 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3419 members Mstep: Class 2 contains 9270 members Entering Unmasked Estep Score: -733210.062500 Penalty: 859.812683 Iteration 12Q: 3 clusters Score -733210.1 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3245 members Mstep: Class 2 contains 9444 members Entering Unmasked Estep Score: -733301.000000 Penalty: 859.812683 Iteration 13Q: 3 clusters Score -733301 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3065 members Mstep: Class 2 contains 9624 members Entering Unmasked Estep Score: -733397.500000 Penalty: 859.812683 Iteration 14Q: 3 clusters Score -733397.5 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2885 members Mstep: Class 2 contains 9804 members Entering Unmasked Estep Score: -733512.375000 Penalty: 859.812683 Iteration 15Q: 3 clusters Score -733512.4 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2710 members Mstep: Class 2 contains 9979 members Entering Unmasked Estep Score: -733645.312500 Penalty: 859.812683 Iteration 16Q: 3 clusters Score -733645.3 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2546 members Mstep: Class 2 contains 10143 members Entering Unmasked Estep Score: -733775.875000 Penalty: 859.812683 Iteration 17Q: 3 clusters Score -733775.9 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2385 members Mstep: Class 2 contains 10304 members Entering Unmasked Estep Score: -733897.125000 Penalty: 859.812683 Iteration 18Q: 3 clusters Score -733897.1 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2253 members Mstep: Class 2 contains 10436 members Entering Unmasked Estep Score: -733975.125000 Penalty: 859.812683 Iteration 19Q: 3 clusters Score -733975.1 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2158 members Mstep: Class 2 contains 10531 members Entering Unmasked Estep Score: -734028.187500 Penalty: 859.812683 Iteration 20F: 3 clusters Score -734028.2 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 10629 members Entering Unmasked Estep Score: -734073.812500 Penalty: 859.812683 Iteration 21Q: 3 clusters Score -734073.8 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 10721 members Entering Unmasked Estep Score: -734115.687500 Penalty: 859.812683 Iteration 22Q: 3 clusters Score -734115.7 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 10794 members Entering Unmasked Estep Score: -734139.312500 Penalty: 859.812683 Iteration 23Q: 3 clusters Score -734139.3 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 10868 members Entering Unmasked Estep Score: -734160.562500 Penalty: 859.812683 Iteration 24Q: 3 clusters Score -734160.6 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 10944 members Entering Unmasked Estep Score: -734182.312500 Penalty: 859.812683 Iteration 25Q: 3 clusters Score -734182.3 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 11012 members Entering Unmasked Estep Score: -734207.062500 Penalty: 859.812683 Iteration 26Q: 3 clusters Score -734207.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 11085 members Entering Unmasked Estep Score: -734232.062500 Penalty: 859.812683 Iteration 27Q: 3 clusters Score -734232.1 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 11152 members Entering Unmasked Estep Score: -734258.125000 Penalty: 859.812683 Iteration 28Q: 3 clusters Score -734258.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 11209 members Entering Unmasked Estep Score: -734282.937500 Penalty: 859.812683 Iteration 29Q: 3 clusters Score -734282.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 11272 members Entering Unmasked Estep Score: -734311.062500 Penalty: 859.812683 Iteration 30Q: 3 clusters Score -734311.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 11343 members Entering Unmasked Estep Score: -734340.125000 Penalty: 859.812683 Iteration 31Q: 3 clusters Score -734340.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 11414 members Entering Unmasked Estep Score: -734361.687500 Penalty: 859.812683 Iteration 32Q: 3 clusters Score -734361.7 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 11471 members Entering Unmasked Estep Score: -734375.937500 Penalty: 859.812683 Iteration 33Q: 3 clusters Score -734375.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 11509 members Entering Unmasked Estep Score: -734389.937500 Penalty: 859.812683 Iteration 34Q: 3 clusters Score -734389.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 11557 members Entering Unmasked Estep Score: -734402.687500 Penalty: 859.812683 Iteration 35Q: 3 clusters Score -734402.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 11603 members Entering Unmasked Estep Score: -734419.000000 Penalty: 859.812683 Iteration 36Q: 3 clusters Score -734419 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 11641 members Entering Unmasked Estep Score: -734428.000000 Penalty: 859.812683 Iteration 37Q: 3 clusters Score -734428 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 11674 members Entering Unmasked Estep Score: -734434.000000 Penalty: 859.812683 Iteration 38Q: 3 clusters Score -734434 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 11701 members Entering Unmasked Estep Score: -734443.187500 Penalty: 859.812683 Iteration 39Q: 3 clusters Score -734443.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 11726 members Entering Unmasked Estep Score: -734448.000000 Penalty: 859.812683 Iteration 40F: 3 clusters Score -734448 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 11753 members Entering Unmasked Estep Score: -734454.187500 Penalty: 859.812683 Iteration 41Q: 3 clusters Score -734454.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 11774 members Entering Unmasked Estep Score: -734458.187500 Penalty: 859.812683 Iteration 42Q: 3 clusters Score -734458.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 11794 members Entering Unmasked Estep Score: -734461.812500 Penalty: 859.812683 Iteration 43Q: 3 clusters Score -734461.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 11813 members Entering Unmasked Estep Score: -734465.375000 Penalty: 859.812683 Iteration 44Q: 3 clusters Score -734465.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 11831 members Entering Unmasked Estep Score: -734466.625000 Penalty: 859.812683 Iteration 45Q: 3 clusters Score -734466.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 11843 members Entering Unmasked Estep Score: -734470.625000 Penalty: 859.812683 Iteration 46Q: 3 clusters Score -734470.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 11856 members Entering Unmasked Estep Score: -734475.062500 Penalty: 859.812683 Iteration 47Q: 3 clusters Score -734475.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 11865 members Entering Unmasked Estep Score: -734475.812500 Penalty: 859.812683 Iteration 48Q: 3 clusters Score -734475.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 11874 members Entering Unmasked Estep Score: -734476.687500 Penalty: 859.812683 Iteration 49Q: 3 clusters Score -734476.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 11884 members Entering Unmasked Estep Score: -734478.500000 Penalty: 859.812683 Iteration 50Q: 3 clusters Score -734478.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 11895 members Entering Unmasked Estep Score: -734482.375000 Penalty: 859.812683 Iteration 51Q: 3 clusters Score -734482.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 11908 members Entering Unmasked Estep Score: -734484.625000 Penalty: 859.812683 Iteration 52Q: 3 clusters Score -734484.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 11918 members Entering Unmasked Estep Score: -734487.937500 Penalty: 859.812683 Iteration 53Q: 3 clusters Score -734487.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 11929 members Entering Unmasked Estep Score: -734491.375000 Penalty: 859.812683 Iteration 54Q: 3 clusters Score -734491.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 11940 members Entering Unmasked Estep Score: -734493.875000 Penalty: 859.812683 Iteration 55Q: 3 clusters Score -734493.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 11958 members Entering Unmasked Estep Score: -734497.687500 Penalty: 859.812683 Iteration 56Q: 3 clusters Score -734497.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 11982 members Entering Unmasked Estep Score: -734503.125000 Penalty: 859.812683 Iteration 57Q: 3 clusters Score -734503.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 11997 members Entering Unmasked Estep Score: -734509.125000 Penalty: 859.812683 Iteration 58Q: 3 clusters Score -734509.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 12015 members Entering Unmasked Estep Score: -734514.125000 Penalty: 859.812683 Iteration 59Q: 3 clusters Score -734514.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 12030 members Entering Unmasked Estep Score: -734518.562500 Penalty: 859.812683 Iteration 60F: 3 clusters Score -734518.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 12042 members Entering Unmasked Estep Score: -734521.875000 Penalty: 859.812683 Iteration 61Q: 3 clusters Score -734521.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 12054 members Entering Unmasked Estep Score: -734523.875000 Penalty: 859.812683 Iteration 62Q: 3 clusters Score -734523.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 12065 members Entering Unmasked Estep Score: -734526.625000 Penalty: 859.812683 Iteration 63Q: 3 clusters Score -734526.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 12075 members Entering Unmasked Estep Score: -734528.937500 Penalty: 859.812683 Iteration 64Q: 3 clusters Score -734528.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 12083 members Entering Unmasked Estep Score: -734530.062500 Penalty: 859.812683 Iteration 65Q: 3 clusters Score -734530.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 12089 members Entering Unmasked Estep Score: -734530.812500 Penalty: 859.812683 Iteration 66Q: 3 clusters Score -734530.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 12098 members Entering Unmasked Estep Score: -734533.437500 Penalty: 859.812683 Iteration 67Q: 3 clusters Score -734533.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 12102 members Entering Unmasked Estep Score: -734534.000000 Penalty: 859.812683 Iteration 68Q: 3 clusters Score -734534 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 12106 members Entering Unmasked Estep Score: -734534.250000 Penalty: 859.812683 Iteration 69Q: 3 clusters Score -734534.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 12110 members Entering Unmasked Estep Score: -734535.437500 Penalty: 859.812683 Iteration 70Q: 3 clusters Score -734535.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 12114 members Entering Unmasked Estep Score: -734536.500000 Penalty: 859.812683 Iteration 71Q: 3 clusters Score -734536.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 12118 members Entering Unmasked Estep Score: -734538.000000 Penalty: 859.812683 Iteration 72Q: 3 clusters Score -734538 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 12124 members Entering Unmasked Estep Score: -734541.250000 Penalty: 859.812683 Iteration 73Q: 3 clusters Score -734541.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 12132 members Entering Unmasked Estep Score: -734543.937500 Penalty: 859.812683 Iteration 74Q: 3 clusters Score -734543.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 12138 members Entering Unmasked Estep Score: -734542.875000 Penalty: 859.812683 Iteration 75Q: 3 clusters Score -734542.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 12142 members Entering Unmasked Estep Score: -734543.875000 Penalty: 859.812683 Iteration 76Q: 3 clusters Score -734543.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 12145 members Entering Unmasked Estep Score: -734545.375000 Penalty: 859.812683 Iteration 77Q: 3 clusters Score -734545.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 12148 members Entering Unmasked Estep Score: -734546.687500 Penalty: 859.812683 Iteration 78Q: 3 clusters Score -734546.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 12152 members Entering Unmasked Estep Score: -734547.750000 Penalty: 859.812683 Iteration 79Q: 3 clusters Score -734547.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 12156 members Entering Unmasked Estep Score: -734549.062500 Penalty: 859.812683 Iteration 80F: 3 clusters Score -734549.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 12157 members Entering Unmasked Estep Score: -734550.250000 Penalty: 859.812683 Iteration 81Q: 3 clusters Score -734550.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 12160 members Entering Unmasked Estep Score: -734549.875000 Penalty: 859.812683 Iteration 82Q: 3 clusters Score -734549.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 12164 members Entering Unmasked Estep Score: -734549.625000 Penalty: 859.812683 Iteration 83Q: 3 clusters Score -734549.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 12167 members Entering Unmasked Estep Score: -734549.812500 Penalty: 859.812683 Iteration 84Q: 3 clusters Score -734549.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 12171 members Entering Unmasked Estep Score: -734552.125000 Penalty: 859.812683 Iteration 85Q: 3 clusters Score -734552.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 12172 members Entering Unmasked Estep Score: -734552.250000 Penalty: 859.812683 Iteration 86Q: 3 clusters Score -734552.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 12173 members Entering Unmasked Estep Score: -734552.250000 Penalty: 859.812683 Iteration 87Q: 3 clusters Score -734552.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 12173 members Entering Unmasked Estep Score: -734552.250000 Penalty: 859.812683 Iteration 88F: 3 clusters Score -734552.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (6243 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6243 members Entering Unmasked Estep Score: -339352.093750 Penalty: 397.634308 Iteration 0F: 2 clusters Score -339352.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3100 members Mstep: Class 2 contains 3143 members Entering Unmasked Estep Score: -335190.375000 Penalty: 795.268616 Iteration 0F: 3 clusters Score -335190.4 nChanged 2842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2874 members Mstep: Class 2 contains 3369 members Entering Unmasked Estep Score: -336942.687500 Penalty: 795.268616 Iteration 1F: 3 clusters Score -336942.7 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2695 members Mstep: Class 2 contains 3548 members Entering Unmasked Estep Score: -337141.125000 Penalty: 795.268616 Iteration 2F: 3 clusters Score -337141.1 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2547 members Mstep: Class 2 contains 3696 members Entering Unmasked Estep Score: -337310.812500 Penalty: 795.268616 Iteration 3F: 3 clusters Score -337310.8 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2395 members Mstep: Class 2 contains 3848 members Entering Unmasked Estep Score: -337474.968750 Penalty: 795.268616 Iteration 4Q: 3 clusters Score -337475 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2234 members Mstep: Class 2 contains 4009 members Entering Unmasked Estep Score: -337650.093750 Penalty: 795.268616 Iteration 5Q: 3 clusters Score -337650.1 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2069 members Mstep: Class 2 contains 4174 members Entering Unmasked Estep Score: -337829.437500 Penalty: 795.268616 Iteration 6Q: 3 clusters Score -337829.4 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1921 members Mstep: Class 2 contains 4322 members Entering Unmasked Estep Score: -337997.781250 Penalty: 795.268616 Iteration 7Q: 3 clusters Score -337997.8 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 4438 members Entering Unmasked Estep Score: -338124.250000 Penalty: 795.268616 Iteration 8Q: 3 clusters Score -338124.2 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 4529 members Entering Unmasked Estep Score: -338241.281250 Penalty: 795.268616 Iteration 9Q: 3 clusters Score -338241.3 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 4606 members Entering Unmasked Estep Score: -338323.500000 Penalty: 795.268616 Iteration 10Q: 3 clusters Score -338323.5 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 4688 members Entering Unmasked Estep Score: -338379.031250 Penalty: 795.268616 Iteration 11Q: 3 clusters Score -338379 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 4772 members Entering Unmasked Estep Score: -338423.687500 Penalty: 795.268616 Iteration 12Q: 3 clusters Score -338423.7 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 4844 members Entering Unmasked Estep Score: -338463.281250 Penalty: 795.268616 Iteration 13Q: 3 clusters Score -338463.3 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 4924 members Entering Unmasked Estep Score: -338502.718750 Penalty: 795.268616 Iteration 14Q: 3 clusters Score -338502.7 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 5007 members Entering Unmasked Estep Score: -338545.718750 Penalty: 795.268616 Iteration 15Q: 3 clusters Score -338545.7 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 5080 members Entering Unmasked Estep Score: -338585.250000 Penalty: 795.268616 Iteration 16Q: 3 clusters Score -338585.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 5152 members Entering Unmasked Estep Score: -338626.437500 Penalty: 795.268616 Iteration 17Q: 3 clusters Score -338626.4 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 5209 members Entering Unmasked Estep Score: -338660.343750 Penalty: 795.268616 Iteration 18Q: 3 clusters Score -338660.3 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 5263 members Entering Unmasked Estep Score: -338694.000000 Penalty: 795.268616 Iteration 19Q: 3 clusters Score -338694 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 5320 members Entering Unmasked Estep Score: -338725.906250 Penalty: 795.268616 Iteration 20F: 3 clusters Score -338725.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 5362 members Entering Unmasked Estep Score: -338752.906250 Penalty: 795.268616 Iteration 21Q: 3 clusters Score -338752.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 5405 members Entering Unmasked Estep Score: -338775.062500 Penalty: 795.268616 Iteration 22Q: 3 clusters Score -338775.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 5436 members Entering Unmasked Estep Score: -338788.312500 Penalty: 795.268616 Iteration 23Q: 3 clusters Score -338788.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 5476 members Entering Unmasked Estep Score: -338808.343750 Penalty: 795.268616 Iteration 24Q: 3 clusters Score -338808.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 5515 members Entering Unmasked Estep Score: -338825.093750 Penalty: 795.268616 Iteration 25Q: 3 clusters Score -338825.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 5554 members Entering Unmasked Estep Score: -338843.218750 Penalty: 795.268616 Iteration 26Q: 3 clusters Score -338843.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 5592 members Entering Unmasked Estep Score: -338859.843750 Penalty: 795.268616 Iteration 27Q: 3 clusters Score -338859.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 5622 members Entering Unmasked Estep Score: -338873.312500 Penalty: 795.268616 Iteration 28Q: 3 clusters Score -338873.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 5644 members Entering Unmasked Estep Score: -338880.718750 Penalty: 795.268616 Iteration 29Q: 3 clusters Score -338880.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 5667 members Entering Unmasked Estep Score: -338890.125000 Penalty: 795.268616 Iteration 30Q: 3 clusters Score -338890.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 5688 members Entering Unmasked Estep Score: -338898.406250 Penalty: 795.268616 Iteration 31Q: 3 clusters Score -338898.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 5711 members Entering Unmasked Estep Score: -338908.718750 Penalty: 795.268616 Iteration 32Q: 3 clusters Score -338908.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 5730 members Entering Unmasked Estep Score: -338916.343750 Penalty: 795.268616 Iteration 33Q: 3 clusters Score -338916.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 5745 members Entering Unmasked Estep Score: -338919.250000 Penalty: 795.268616 Iteration 34Q: 3 clusters Score -338919.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 5755 members Entering Unmasked Estep Score: -338922.562500 Penalty: 795.268616 Iteration 35Q: 3 clusters Score -338922.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 5765 members Entering Unmasked Estep Score: -338925.437500 Penalty: 795.268616 Iteration 36Q: 3 clusters Score -338925.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 5779 members Entering Unmasked Estep Score: -338929.187500 Penalty: 795.268616 Iteration 37Q: 3 clusters Score -338929.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 5792 members Entering Unmasked Estep Score: -338934.250000 Penalty: 795.268616 Iteration 38Q: 3 clusters Score -338934.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 5802 members Entering Unmasked Estep Score: -338937.375000 Penalty: 795.268616 Iteration 39Q: 3 clusters Score -338937.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 5813 members Entering Unmasked Estep Score: -338942.781250 Penalty: 795.268616 Iteration 40F: 3 clusters Score -338942.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 5827 members Entering Unmasked Estep Score: -338948.468750 Penalty: 795.268616 Iteration 41Q: 3 clusters Score -338948.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 5834 members Entering Unmasked Estep Score: -338951.312500 Penalty: 795.268616 Iteration 42Q: 3 clusters Score -338951.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 5845 members Entering Unmasked Estep Score: -338954.093750 Penalty: 795.268616 Iteration 43Q: 3 clusters Score -338954.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 5854 members Entering Unmasked Estep Score: -338955.218750 Penalty: 795.268616 Iteration 44Q: 3 clusters Score -338955.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 5858 members Entering Unmasked Estep Score: -338957.156250 Penalty: 795.268616 Iteration 45Q: 3 clusters Score -338957.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 5864 members Entering Unmasked Estep Score: -338957.562500 Penalty: 795.268616 Iteration 46Q: 3 clusters Score -338957.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 5867 members Entering Unmasked Estep Score: -338958.718750 Penalty: 795.268616 Iteration 47Q: 3 clusters Score -338958.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 5871 members Entering Unmasked Estep Score: -338959.656250 Penalty: 795.268616 Iteration 48Q: 3 clusters Score -338959.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 5876 members Entering Unmasked Estep Score: -338960.187500 Penalty: 795.268616 Iteration 49Q: 3 clusters Score -338960.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 5877 members Entering Unmasked Estep Score: -338960.406250 Penalty: 795.268616 Iteration 50Q: 3 clusters Score -338960.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 5880 members Entering Unmasked Estep Score: -338961.468750 Penalty: 795.268616 Iteration 51Q: 3 clusters Score -338961.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 5884 members Entering Unmasked Estep Score: -338961.968750 Penalty: 795.268616 Iteration 52Q: 3 clusters Score -338962 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 5885 members Entering Unmasked Estep Score: -338962.000000 Penalty: 795.268616 Iteration 53Q: 3 clusters Score -338962 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 5887 members Entering Unmasked Estep Score: -338962.500000 Penalty: 795.268616 Iteration 54Q: 3 clusters Score -338962.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 5891 members Entering Unmasked Estep Score: -338963.812500 Penalty: 795.268616 Iteration 55Q: 3 clusters Score -338963.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 5895 members Entering Unmasked Estep Score: -338963.843750 Penalty: 795.268616 Iteration 56Q: 3 clusters Score -338963.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 5898 members Entering Unmasked Estep Score: -338964.125000 Penalty: 795.268616 Iteration 57Q: 3 clusters Score -338964.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 5902 members Entering Unmasked Estep Score: -338964.562500 Penalty: 795.268616 Iteration 58Q: 3 clusters Score -338964.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 5905 members Entering Unmasked Estep Score: -338965.906250 Penalty: 795.268616 Iteration 59Q: 3 clusters Score -338965.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 5906 members Entering Unmasked Estep Score: -338966.093750 Penalty: 795.268616 Iteration 60F: 3 clusters Score -338966.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (141 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Entering Unmasked Estep Score: -3361.221191 Penalty: 225.168579 Iteration 0F: 2 clusters Score -3361.221 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -3167.077393 Penalty: 450.337158 Iteration 0F: 3 clusters Score -3167.077 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -3238.534424 Penalty: 450.337158 Iteration 1F: 3 clusters Score -3238.534 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 52 members Entering Unmasked Estep Score: -3257.011475 Penalty: 450.337158 Iteration 2Q: 3 clusters Score -3257.011 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -3277.684814 Penalty: 450.337158 Iteration 3Q: 3 clusters Score -3277.685 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 47 members Entering Unmasked Estep Score: -3291.488281 Penalty: 450.337158 Iteration 4Q: 3 clusters Score -3291.488 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 49 members Entering Unmasked Estep Score: -3299.156250 Penalty: 450.337158 Iteration 5Q: 3 clusters Score -3299.156 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -3301.988281 Penalty: 450.337158 Iteration 6Q: 3 clusters Score -3301.988 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -3301.988281 Penalty: 450.337158 Iteration 7F: 3 clusters Score -3301.988 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (19641 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19641 members Entering Unmasked Estep Score: -1182259.375000 Penalty: 449.784515 Iteration 0F: 2 clusters Score -1182259 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9913 members Mstep: Class 2 contains 9728 members Entering Unmasked Estep Score: -1169307.625000 Penalty: 899.569031 Iteration 0F: 3 clusters Score -1169308 nChanged 9300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10527 members Mstep: Class 2 contains 9114 members Entering Unmasked Estep Score: -1175129.625000 Penalty: 899.569031 Iteration 1F: 3 clusters Score -1175130 nChanged 1217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10958 members Mstep: Class 2 contains 8683 members Entering Unmasked Estep Score: -1175796.625000 Penalty: 899.569031 Iteration 2F: 3 clusters Score -1175797 nChanged 1356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11572 members Mstep: Class 2 contains 8069 members Entering Unmasked Estep Score: -1176589.000000 Penalty: 899.569031 Iteration 3F: 3 clusters Score -1176589 nChanged 1331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12223 members Mstep: Class 2 contains 7418 members Entering Unmasked Estep Score: -1177417.750000 Penalty: 899.569031 Iteration 4F: 3 clusters Score -1177418 nChanged 1230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12861 members Mstep: Class 2 contains 6780 members Entering Unmasked Estep Score: -1178173.250000 Penalty: 899.569031 Iteration 5F: 3 clusters Score -1178173 nChanged 1035 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13410 members Mstep: Class 2 contains 6231 members Entering Unmasked Estep Score: -1178844.000000 Penalty: 899.569031 Iteration 6F: 3 clusters Score -1178844 nChanged 832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13820 members Mstep: Class 2 contains 5821 members Entering Unmasked Estep Score: -1179378.500000 Penalty: 899.569031 Iteration 7Q: 3 clusters Score -1179378 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14147 members Mstep: Class 2 contains 5494 members Entering Unmasked Estep Score: -1179705.750000 Penalty: 899.569031 Iteration 8Q: 3 clusters Score -1179706 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14437 members Mstep: Class 2 contains 5204 members Entering Unmasked Estep Score: -1179888.625000 Penalty: 899.569031 Iteration 9Q: 3 clusters Score -1179889 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14705 members Mstep: Class 2 contains 4936 members Entering Unmasked Estep Score: -1180008.625000 Penalty: 899.569031 Iteration 10Q: 3 clusters Score -1180009 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14950 members Mstep: Class 2 contains 4691 members Entering Unmasked Estep Score: -1180117.625000 Penalty: 899.569031 Iteration 11Q: 3 clusters Score -1180118 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15184 members Mstep: Class 2 contains 4457 members Entering Unmasked Estep Score: -1180212.750000 Penalty: 899.569031 Iteration 12Q: 3 clusters Score -1180213 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15424 members Mstep: Class 2 contains 4217 members Entering Unmasked Estep Score: -1180318.250000 Penalty: 899.569031 Iteration 13Q: 3 clusters Score -1180318 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15684 members Mstep: Class 2 contains 3957 members Entering Unmasked Estep Score: -1180457.125000 Penalty: 899.569031 Iteration 14Q: 3 clusters Score -1180457 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15931 members Mstep: Class 2 contains 3710 members Entering Unmasked Estep Score: -1180567.125000 Penalty: 899.569031 Iteration 15Q: 3 clusters Score -1180567 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16166 members Mstep: Class 2 contains 3475 members Entering Unmasked Estep Score: -1180674.375000 Penalty: 899.569031 Iteration 16Q: 3 clusters Score -1180674 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16370 members Mstep: Class 2 contains 3271 members Entering Unmasked Estep Score: -1180759.875000 Penalty: 899.569031 Iteration 17Q: 3 clusters Score -1180760 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16587 members Mstep: Class 2 contains 3054 members Entering Unmasked Estep Score: -1180854.625000 Penalty: 899.569031 Iteration 18Q: 3 clusters Score -1180855 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16779 members Mstep: Class 2 contains 2862 members Entering Unmasked Estep Score: -1180929.500000 Penalty: 899.569031 Iteration 19Q: 3 clusters Score -1180930 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16954 members Mstep: Class 2 contains 2687 members Entering Unmasked Estep Score: -1180989.625000 Penalty: 899.569031 Iteration 20F: 3 clusters Score -1180990 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17113 members Mstep: Class 2 contains 2528 members Entering Unmasked Estep Score: -1181043.625000 Penalty: 899.569031 Iteration 21Q: 3 clusters Score -1181044 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17259 members Mstep: Class 2 contains 2382 members Entering Unmasked Estep Score: -1181088.875000 Penalty: 899.569031 Iteration 22Q: 3 clusters Score -1181089 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17401 members Mstep: Class 2 contains 2240 members Entering Unmasked Estep Score: -1181130.625000 Penalty: 899.569031 Iteration 23Q: 3 clusters Score -1181131 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17530 members Mstep: Class 2 contains 2111 members Entering Unmasked Estep Score: -1181182.000000 Penalty: 899.569031 Iteration 24Q: 3 clusters Score -1181182 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17659 members Mstep: Class 2 contains 1982 members Entering Unmasked Estep Score: -1181223.875000 Penalty: 899.569031 Iteration 25Q: 3 clusters Score -1181224 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17776 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -1181257.125000 Penalty: 899.569031 Iteration 26Q: 3 clusters Score -1181257 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17884 members Mstep: Class 2 contains 1757 members Entering Unmasked Estep Score: -1181296.125000 Penalty: 899.569031 Iteration 27Q: 3 clusters Score -1181296 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18008 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -1181344.500000 Penalty: 899.569031 Iteration 28Q: 3 clusters Score -1181344 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18131 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -1181395.125000 Penalty: 899.569031 Iteration 29Q: 3 clusters Score -1181395 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18255 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -1181450.500000 Penalty: 899.569031 Iteration 30Q: 3 clusters Score -1181450 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18370 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -1181509.750000 Penalty: 899.569031 Iteration 31Q: 3 clusters Score -1181510 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18482 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -1181577.250000 Penalty: 899.569031 Iteration 32Q: 3 clusters Score -1181577 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18582 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -1181638.375000 Penalty: 899.569031 Iteration 33Q: 3 clusters Score -1181638 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18660 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -1181688.000000 Penalty: 899.569031 Iteration 34Q: 3 clusters Score -1181688 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18726 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -1181720.625000 Penalty: 899.569031 Iteration 35Q: 3 clusters Score -1181721 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18778 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -1181745.750000 Penalty: 899.569031 Iteration 36Q: 3 clusters Score -1181746 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18825 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -1181765.750000 Penalty: 899.569031 Iteration 37Q: 3 clusters Score -1181766 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18860 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -1181781.875000 Penalty: 899.569031 Iteration 38Q: 3 clusters Score -1181782 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18890 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -1181789.625000 Penalty: 899.569031 Iteration 39Q: 3 clusters Score -1181790 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18908 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -1181796.125000 Penalty: 899.569031 Iteration 40F: 3 clusters Score -1181796 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18925 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -1181801.500000 Penalty: 899.569031 Iteration 41Q: 3 clusters Score -1181802 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18948 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -1181809.625000 Penalty: 899.569031 Iteration 42Q: 3 clusters Score -1181810 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18970 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -1181815.750000 Penalty: 899.569031 Iteration 43Q: 3 clusters Score -1181816 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18990 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -1181827.250000 Penalty: 899.569031 Iteration 44Q: 3 clusters Score -1181827 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19014 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -1181833.625000 Penalty: 899.569031 Iteration 45Q: 3 clusters Score -1181834 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19038 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -1181842.000000 Penalty: 899.569031 Iteration 46Q: 3 clusters Score -1181842 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19050 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -1181845.000000 Penalty: 899.569031 Iteration 47Q: 3 clusters Score -1181845 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19062 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -1181849.875000 Penalty: 899.569031 Iteration 48Q: 3 clusters Score -1181850 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19078 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -1181855.375000 Penalty: 899.569031 Iteration 49Q: 3 clusters Score -1181855 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19094 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -1181860.875000 Penalty: 899.569031 Iteration 50Q: 3 clusters Score -1181861 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19100 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -1181863.625000 Penalty: 899.569031 Iteration 51Q: 3 clusters Score -1181864 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19107 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -1181865.875000 Penalty: 899.569031 Iteration 52Q: 3 clusters Score -1181866 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19116 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -1181869.625000 Penalty: 899.569031 Iteration 53Q: 3 clusters Score -1181870 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19119 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -1181870.375000 Penalty: 899.569031 Iteration 54Q: 3 clusters Score -1181870 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19123 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -1181871.000000 Penalty: 899.569031 Iteration 55Q: 3 clusters Score -1181871 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19130 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -1181872.375000 Penalty: 899.569031 Iteration 56Q: 3 clusters Score -1181872 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19137 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -1181873.375000 Penalty: 899.569031 Iteration 57Q: 3 clusters Score -1181873 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19141 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -1181874.125000 Penalty: 899.569031 Iteration 58Q: 3 clusters Score -1181874 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19147 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -1181877.250000 Penalty: 899.569031 Iteration 59Q: 3 clusters Score -1181877 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19154 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -1181880.250000 Penalty: 899.569031 Iteration 60F: 3 clusters Score -1181880 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19161 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -1181882.125000 Penalty: 899.569031 Iteration 61Q: 3 clusters Score -1181882 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19168 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -1181886.250000 Penalty: 899.569031 Iteration 62Q: 3 clusters Score -1181886 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19171 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -1181889.000000 Penalty: 899.569031 Iteration 63Q: 3 clusters Score -1181889 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19173 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -1181888.250000 Penalty: 899.569031 Iteration 64Q: 3 clusters Score -1181888 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19178 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -1181890.375000 Penalty: 899.569031 Iteration 65Q: 3 clusters Score -1181890 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19187 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -1181894.125000 Penalty: 899.569031 Iteration 66Q: 3 clusters Score -1181894 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19197 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -1181894.750000 Penalty: 899.569031 Iteration 67Q: 3 clusters Score -1181895 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19207 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -1181897.250000 Penalty: 899.569031 Iteration 68Q: 3 clusters Score -1181897 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19212 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -1181900.375000 Penalty: 899.569031 Iteration 69Q: 3 clusters Score -1181900 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19215 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -1181899.750000 Penalty: 899.569031 Iteration 70Q: 3 clusters Score -1181900 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19217 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -1181900.875000 Penalty: 899.569031 Iteration 71Q: 3 clusters Score -1181901 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19223 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -1181901.750000 Penalty: 899.569031 Iteration 72Q: 3 clusters Score -1181902 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19229 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -1181904.625000 Penalty: 899.569031 Iteration 73Q: 3 clusters Score -1181905 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19235 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -1181906.125000 Penalty: 899.569031 Iteration 74Q: 3 clusters Score -1181906 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19238 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -1181907.125000 Penalty: 899.569031 Iteration 75Q: 3 clusters Score -1181907 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19240 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -1181907.500000 Penalty: 899.569031 Iteration 76Q: 3 clusters Score -1181908 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19246 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -1181908.000000 Penalty: 899.569031 Iteration 77Q: 3 clusters Score -1181908 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19249 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -1181910.750000 Penalty: 899.569031 Iteration 78Q: 3 clusters Score -1181911 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19252 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -1181909.375000 Penalty: 899.569031 Iteration 79Q: 3 clusters Score -1181909 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19255 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -1181913.125000 Penalty: 899.569031 Iteration 80F: 3 clusters Score -1181913 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19257 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -1181914.750000 Penalty: 899.569031 Iteration 81Q: 3 clusters Score -1181915 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19263 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -1181916.750000 Penalty: 899.569031 Iteration 82Q: 3 clusters Score -1181917 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19267 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -1181919.000000 Penalty: 899.569031 Iteration 83Q: 3 clusters Score -1181919 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19271 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -1181921.500000 Penalty: 899.569031 Iteration 84Q: 3 clusters Score -1181922 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19274 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -1181922.500000 Penalty: 899.569031 Iteration 85Q: 3 clusters Score -1181922 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19276 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -1181923.125000 Penalty: 899.569031 Iteration 86Q: 3 clusters Score -1181923 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19276 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -1181923.125000 Penalty: 899.569031 Iteration 87F: 3 clusters Score -1181923 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (687 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Entering Unmasked Estep Score: -25763.671875 Penalty: 297.221222 Iteration 0F: 2 clusters Score -25763.67 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -25164.634766 Penalty: 594.442444 Iteration 0F: 3 clusters Score -25164.63 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -25351.037109 Penalty: 594.442444 Iteration 1F: 3 clusters Score -25351.04 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -25406.550781 Penalty: 594.442444 Iteration 2F: 3 clusters Score -25406.55 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -25445.964844 Penalty: 594.442444 Iteration 3F: 3 clusters Score -25445.96 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -25476.224609 Penalty: 594.442444 Iteration 4F: 3 clusters Score -25476.22 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -25506.962891 Penalty: 594.442444 Iteration 5Q: 3 clusters Score -25506.96 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -25527.013672 Penalty: 594.442444 Iteration 6Q: 3 clusters Score -25527.01 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -25534.640625 Penalty: 594.442444 Iteration 7Q: 3 clusters Score -25534.64 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -25538.847656 Penalty: 594.442444 Iteration 8Q: 3 clusters Score -25538.85 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -25542.304688 Penalty: 594.442444 Iteration 9Q: 3 clusters Score -25542.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -25543.023438 Penalty: 594.442444 Iteration 10Q: 3 clusters Score -25543.02 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -25543.187500 Penalty: 594.442444 Iteration 11Q: 3 clusters Score -25543.19 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -25543.289062 Penalty: 594.442444 Iteration 12Q: 3 clusters Score -25543.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -25543.388672 Penalty: 594.442444 Iteration 13Q: 3 clusters Score -25543.39 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -25543.388672 Penalty: 594.442444 Iteration 14F: 3 clusters Score -25543.39 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (1522 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Entering Unmasked Estep Score: -82793.734375 Penalty: 333.414032 Iteration 0F: 2 clusters Score -82793.73 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -81672.671875 Penalty: 666.828064 Iteration 0F: 3 clusters Score -81672.67 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -82127.507812 Penalty: 666.828064 Iteration 1F: 3 clusters Score -82127.51 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -82237.406250 Penalty: 666.828064 Iteration 2F: 3 clusters Score -82237.41 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -82303.195312 Penalty: 666.828064 Iteration 3F: 3 clusters Score -82303.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -82354.054688 Penalty: 666.828064 Iteration 4Q: 3 clusters Score -82354.05 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -82395.460938 Penalty: 666.828064 Iteration 5Q: 3 clusters Score -82395.46 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -82437.734375 Penalty: 666.828064 Iteration 6Q: 3 clusters Score -82437.73 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -82469.492188 Penalty: 666.828064 Iteration 7Q: 3 clusters Score -82469.49 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -82490.750000 Penalty: 666.828064 Iteration 8Q: 3 clusters Score -82490.75 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -82500.921875 Penalty: 666.828064 Iteration 9Q: 3 clusters Score -82500.92 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -82507.109375 Penalty: 666.828064 Iteration 10Q: 3 clusters Score -82507.11 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -82509.828125 Penalty: 666.828064 Iteration 11Q: 3 clusters Score -82509.83 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -82511.515625 Penalty: 666.828064 Iteration 12Q: 3 clusters Score -82511.52 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -82512.375000 Penalty: 666.828064 Iteration 13Q: 3 clusters Score -82512.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -82513.257812 Penalty: 666.828064 Iteration 14Q: 3 clusters Score -82513.26 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -82514.351562 Penalty: 666.828064 Iteration 15Q: 3 clusters Score -82514.35 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -82514.664062 Penalty: 666.828064 Iteration 16Q: 3 clusters Score -82514.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -82515.195312 Penalty: 666.828064 Iteration 17Q: 3 clusters Score -82515.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -82515.765625 Penalty: 666.828064 Iteration 18Q: 3 clusters Score -82515.77 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -82515.804688 Penalty: 666.828064 Iteration 19Q: 3 clusters Score -82515.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -82516.031250 Penalty: 666.828064 Iteration 20F: 3 clusters Score -82516.03 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (10170 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10170 members Entering Unmasked Estep Score: -624547.125000 Penalty: 419.837494 Iteration 0F: 2 clusters Score -624547.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5095 members Mstep: Class 2 contains 5075 members Entering Unmasked Estep Score: -617740.687500 Penalty: 839.674988 Iteration 0F: 3 clusters Score -617740.7 nChanged 4715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5148 members Mstep: Class 2 contains 5022 members Entering Unmasked Estep Score: -620615.250000 Penalty: 839.674988 Iteration 1F: 3 clusters Score -620615.2 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5249 members Mstep: Class 2 contains 4921 members Entering Unmasked Estep Score: -621023.687500 Penalty: 839.674988 Iteration 2F: 3 clusters Score -621023.7 nChanged 698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5405 members Mstep: Class 2 contains 4765 members Entering Unmasked Estep Score: -621516.250000 Penalty: 839.674988 Iteration 3F: 3 clusters Score -621516.2 nChanged 662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5557 members Mstep: Class 2 contains 4613 members Entering Unmasked Estep Score: -622017.562500 Penalty: 839.674988 Iteration 4F: 3 clusters Score -622017.6 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5685 members Mstep: Class 2 contains 4485 members Entering Unmasked Estep Score: -622525.375000 Penalty: 839.674988 Iteration 5F: 3 clusters Score -622525.4 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5787 members Mstep: Class 2 contains 4383 members Entering Unmasked Estep Score: -623005.437500 Penalty: 839.674988 Iteration 6F: 3 clusters Score -623005.4 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5833 members Mstep: Class 2 contains 4337 members Entering Unmasked Estep Score: -623266.500000 Penalty: 839.674988 Iteration 7Q: 3 clusters Score -623266.5 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5881 members Mstep: Class 2 contains 4289 members Entering Unmasked Estep Score: -623357.000000 Penalty: 839.674988 Iteration 8Q: 3 clusters Score -623357 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5911 members Mstep: Class 2 contains 4259 members Entering Unmasked Estep Score: -623394.312500 Penalty: 839.674988 Iteration 9Q: 3 clusters Score -623394.3 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5940 members Mstep: Class 2 contains 4230 members Entering Unmasked Estep Score: -623421.187500 Penalty: 839.674988 Iteration 10Q: 3 clusters Score -623421.2 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5956 members Mstep: Class 2 contains 4214 members Entering Unmasked Estep Score: -623438.562500 Penalty: 839.674988 Iteration 11Q: 3 clusters Score -623438.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5975 members Mstep: Class 2 contains 4195 members Entering Unmasked Estep Score: -623445.875000 Penalty: 839.674988 Iteration 12Q: 3 clusters Score -623445.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5982 members Mstep: Class 2 contains 4188 members Entering Unmasked Estep Score: -623450.375000 Penalty: 839.674988 Iteration 13Q: 3 clusters Score -623450.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5997 members Mstep: Class 2 contains 4173 members Entering Unmasked Estep Score: -623456.250000 Penalty: 839.674988 Iteration 14Q: 3 clusters Score -623456.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6012 members Mstep: Class 2 contains 4158 members Entering Unmasked Estep Score: -623462.375000 Penalty: 839.674988 Iteration 15Q: 3 clusters Score -623462.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6031 members Mstep: Class 2 contains 4139 members Entering Unmasked Estep Score: -623468.687500 Penalty: 839.674988 Iteration 16Q: 3 clusters Score -623468.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6040 members Mstep: Class 2 contains 4130 members Entering Unmasked Estep Score: -623472.937500 Penalty: 839.674988 Iteration 17Q: 3 clusters Score -623472.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6051 members Mstep: Class 2 contains 4119 members Entering Unmasked Estep Score: -623475.562500 Penalty: 839.674988 Iteration 18Q: 3 clusters Score -623475.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6060 members Mstep: Class 2 contains 4110 members Entering Unmasked Estep Score: -623480.312500 Penalty: 839.674988 Iteration 19Q: 3 clusters Score -623480.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6058 members Mstep: Class 2 contains 4112 members Entering Unmasked Estep Score: -623481.562500 Penalty: 839.674988 Iteration 20F: 3 clusters Score -623481.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6059 members Mstep: Class 2 contains 4111 members Entering Unmasked Estep Score: -623483.250000 Penalty: 839.674988 Iteration 21Q: 3 clusters Score -623483.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6061 members Mstep: Class 2 contains 4109 members Entering Unmasked Estep Score: -623484.562500 Penalty: 839.674988 Iteration 22Q: 3 clusters Score -623484.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6067 members Mstep: Class 2 contains 4103 members Entering Unmasked Estep Score: -623484.437500 Penalty: 839.674988 Iteration 23Q: 3 clusters Score -623484.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6072 members Mstep: Class 2 contains 4098 members Entering Unmasked Estep Score: -623487.125000 Penalty: 839.674988 Iteration 24Q: 3 clusters Score -623487.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6080 members Mstep: Class 2 contains 4090 members Entering Unmasked Estep Score: -623490.937500 Penalty: 839.674988 Iteration 25Q: 3 clusters Score -623490.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6091 members Mstep: Class 2 contains 4079 members Entering Unmasked Estep Score: -623492.250000 Penalty: 839.674988 Iteration 26Q: 3 clusters Score -623492.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6099 members Mstep: Class 2 contains 4071 members Entering Unmasked Estep Score: -623491.250000 Penalty: 839.674988 Iteration 27Q: 3 clusters Score -623491.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6103 members Mstep: Class 2 contains 4067 members Entering Unmasked Estep Score: -623493.687500 Penalty: 839.674988 Iteration 28Q: 3 clusters Score -623493.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6108 members Mstep: Class 2 contains 4062 members Entering Unmasked Estep Score: -623493.312500 Penalty: 839.674988 Iteration 29Q: 3 clusters Score -623493.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6115 members Mstep: Class 2 contains 4055 members Entering Unmasked Estep Score: -623495.500000 Penalty: 839.674988 Iteration 30Q: 3 clusters Score -623495.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6127 members Mstep: Class 2 contains 4043 members Entering Unmasked Estep Score: -623495.562500 Penalty: 839.674988 Iteration 31Q: 3 clusters Score -623495.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6142 members Mstep: Class 2 contains 4028 members Entering Unmasked Estep Score: -623495.250000 Penalty: 839.674988 Iteration 32Q: 3 clusters Score -623495.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6147 members Mstep: Class 2 contains 4023 members Entering Unmasked Estep Score: -623496.562500 Penalty: 839.674988 Iteration 33Q: 3 clusters Score -623496.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6148 members Mstep: Class 2 contains 4022 members Entering Unmasked Estep Score: -623496.687500 Penalty: 839.674988 Iteration 34Q: 3 clusters Score -623496.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6151 members Mstep: Class 2 contains 4019 members Entering Unmasked Estep Score: -623497.812500 Penalty: 839.674988 Iteration 35Q: 3 clusters Score -623497.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6154 members Mstep: Class 2 contains 4016 members Entering Unmasked Estep Score: -623499.062500 Penalty: 839.674988 Iteration 36Q: 3 clusters Score -623499.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6162 members Mstep: Class 2 contains 4008 members Entering Unmasked Estep Score: -623500.875000 Penalty: 839.674988 Iteration 37Q: 3 clusters Score -623500.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6170 members Mstep: Class 2 contains 4000 members Entering Unmasked Estep Score: -623501.750000 Penalty: 839.674988 Iteration 38Q: 3 clusters Score -623501.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6174 members Mstep: Class 2 contains 3996 members Entering Unmasked Estep Score: -623501.687500 Penalty: 839.674988 Iteration 39Q: 3 clusters Score -623501.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6178 members Mstep: Class 2 contains 3992 members Entering Unmasked Estep Score: -623502.375000 Penalty: 839.674988 Iteration 40F: 3 clusters Score -623502.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6180 members Mstep: Class 2 contains 3990 members Entering Unmasked Estep Score: -623502.937500 Penalty: 839.674988 Iteration 41Q: 3 clusters Score -623502.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6183 members Mstep: Class 2 contains 3987 members Entering Unmasked Estep Score: -623501.500000 Penalty: 839.674988 Iteration 42Q: 3 clusters Score -623501.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6187 members Mstep: Class 2 contains 3983 members Entering Unmasked Estep Score: -623501.750000 Penalty: 839.674988 Iteration 43Q: 3 clusters Score -623501.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6194 members Mstep: Class 2 contains 3976 members Entering Unmasked Estep Score: -623500.875000 Penalty: 839.674988 Iteration 44Q: 3 clusters Score -623500.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6198 members Mstep: Class 2 contains 3972 members Entering Unmasked Estep Score: -623502.250000 Penalty: 839.674988 Iteration 45Q: 3 clusters Score -623502.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6199 members Mstep: Class 2 contains 3971 members Entering Unmasked Estep Score: -623502.500000 Penalty: 839.674988 Iteration 46Q: 3 clusters Score -623502.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6201 members Mstep: Class 2 contains 3969 members Entering Unmasked Estep Score: -623503.750000 Penalty: 839.674988 Iteration 47Q: 3 clusters Score -623503.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6202 members Mstep: Class 2 contains 3968 members Entering Unmasked Estep Score: -623503.062500 Penalty: 839.674988 Iteration 48Q: 3 clusters Score -623503.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6203 members Mstep: Class 2 contains 3967 members Entering Unmasked Estep Score: -623502.312500 Penalty: 839.674988 Iteration 49Q: 3 clusters Score -623502.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6203 members Mstep: Class 2 contains 3967 members Entering Unmasked Estep Score: -623502.312500 Penalty: 839.674988 Iteration 50F: 3 clusters Score -623502.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (1452 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Entering Unmasked Estep Score: -79200.078125 Penalty: 331.271729 Iteration 0F: 2 clusters Score -79200.08 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -78104.304688 Penalty: 662.543457 Iteration 0F: 3 clusters Score -78104.3 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -78440.187500 Penalty: 662.543457 Iteration 1F: 3 clusters Score -78440.19 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -78510.085938 Penalty: 662.543457 Iteration 2F: 3 clusters Score -78510.09 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -78549.562500 Penalty: 662.543457 Iteration 3Q: 3 clusters Score -78549.56 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -78578.125000 Penalty: 662.543457 Iteration 4Q: 3 clusters Score -78578.12 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -78606.789062 Penalty: 662.543457 Iteration 5Q: 3 clusters Score -78606.79 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -78635.617188 Penalty: 662.543457 Iteration 6Q: 3 clusters Score -78635.62 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -78666.195312 Penalty: 662.543457 Iteration 7Q: 3 clusters Score -78666.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -78701.367188 Penalty: 662.543457 Iteration 8Q: 3 clusters Score -78701.37 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -78729.257812 Penalty: 662.543457 Iteration 9Q: 3 clusters Score -78729.26 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -78764.820312 Penalty: 662.543457 Iteration 10Q: 3 clusters Score -78764.82 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -78789.093750 Penalty: 662.543457 Iteration 11Q: 3 clusters Score -78789.09 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -78807.914062 Penalty: 662.543457 Iteration 12Q: 3 clusters Score -78807.91 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -78820.523438 Penalty: 662.543457 Iteration 13Q: 3 clusters Score -78820.52 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -78835.085938 Penalty: 662.543457 Iteration 14Q: 3 clusters Score -78835.09 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -78852.796875 Penalty: 662.543457 Iteration 15Q: 3 clusters Score -78852.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -78867.914062 Penalty: 662.543457 Iteration 16Q: 3 clusters Score -78867.91 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -78880.101562 Penalty: 662.543457 Iteration 17Q: 3 clusters Score -78880.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -78907.218750 Penalty: 662.543457 Iteration 18Q: 3 clusters Score -78907.22 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -78934.078125 Penalty: 662.543457 Iteration 19Q: 3 clusters Score -78934.08 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -78958.109375 Penalty: 662.543457 Iteration 20F: 3 clusters Score -78958.11 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -78969.468750 Penalty: 662.543457 Iteration 21Q: 3 clusters Score -78969.47 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -78980.109375 Penalty: 662.543457 Iteration 22Q: 3 clusters Score -78980.11 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -78990.148438 Penalty: 662.543457 Iteration 23Q: 3 clusters Score -78990.15 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -78997.523438 Penalty: 662.543457 Iteration 24Q: 3 clusters Score -78997.52 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -79003.515625 Penalty: 662.543457 Iteration 25Q: 3 clusters Score -79003.52 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -79006.054688 Penalty: 662.543457 Iteration 26Q: 3 clusters Score -79006.05 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -79006.789062 Penalty: 662.543457 Iteration 27Q: 3 clusters Score -79006.79 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -79006.875000 Penalty: 662.543457 Iteration 28Q: 3 clusters Score -79006.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -79006.875000 Penalty: 662.543457 Iteration 29F: 3 clusters Score -79006.88 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (5308 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5308 members Entering Unmasked Estep Score: -293544.625000 Penalty: 390.252136 Iteration 0F: 2 clusters Score -293544.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2655 members Mstep: Class 2 contains 2653 members Entering Unmasked Estep Score: -289967.562500 Penalty: 780.504272 Iteration 0F: 3 clusters Score -289967.6 nChanged 2401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2744 members Mstep: Class 2 contains 2564 members Entering Unmasked Estep Score: -291468.343750 Penalty: 780.504272 Iteration 1F: 3 clusters Score -291468.3 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2899 members Mstep: Class 2 contains 2409 members Entering Unmasked Estep Score: -291846.312500 Penalty: 780.504272 Iteration 2F: 3 clusters Score -291846.3 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3086 members Mstep: Class 2 contains 2222 members Entering Unmasked Estep Score: -292212.312500 Penalty: 780.504272 Iteration 3F: 3 clusters Score -292212.3 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3214 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -292488.218750 Penalty: 780.504272 Iteration 4F: 3 clusters Score -292488.2 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3330 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -292681.312500 Penalty: 780.504272 Iteration 5F: 3 clusters Score -292681.3 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3410 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -292788.531250 Penalty: 780.504272 Iteration 6Q: 3 clusters Score -292788.5 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3487 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -292893.625000 Penalty: 780.504272 Iteration 7Q: 3 clusters Score -292893.6 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3546 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -292973.250000 Penalty: 780.504272 Iteration 8Q: 3 clusters Score -292973.2 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3602 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -293019.656250 Penalty: 780.504272 Iteration 9Q: 3 clusters Score -293019.7 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3641 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -293045.125000 Penalty: 780.504272 Iteration 10Q: 3 clusters Score -293045.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3681 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -293058.781250 Penalty: 780.504272 Iteration 11Q: 3 clusters Score -293058.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3710 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -293073.187500 Penalty: 780.504272 Iteration 12Q: 3 clusters Score -293073.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3751 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -293094.125000 Penalty: 780.504272 Iteration 13Q: 3 clusters Score -293094.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3789 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -293109.687500 Penalty: 780.504272 Iteration 14Q: 3 clusters Score -293109.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3825 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -293119.562500 Penalty: 780.504272 Iteration 15Q: 3 clusters Score -293119.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3860 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -293129.375000 Penalty: 780.504272 Iteration 16Q: 3 clusters Score -293129.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3888 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -293138.000000 Penalty: 780.504272 Iteration 17Q: 3 clusters Score -293138 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3912 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -293144.531250 Penalty: 780.504272 Iteration 18Q: 3 clusters Score -293144.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3937 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -293150.781250 Penalty: 780.504272 Iteration 19Q: 3 clusters Score -293150.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3959 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -293156.187500 Penalty: 780.504272 Iteration 20F: 3 clusters Score -293156.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3984 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -293162.437500 Penalty: 780.504272 Iteration 21Q: 3 clusters Score -293162.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4004 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -293166.437500 Penalty: 780.504272 Iteration 22Q: 3 clusters Score -293166.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4021 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -293169.843750 Penalty: 780.504272 Iteration 23Q: 3 clusters Score -293169.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4038 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -293176.312500 Penalty: 780.504272 Iteration 24Q: 3 clusters Score -293176.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4060 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -293183.312500 Penalty: 780.504272 Iteration 25Q: 3 clusters Score -293183.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4083 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -293191.312500 Penalty: 780.504272 Iteration 26Q: 3 clusters Score -293191.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4100 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -293195.875000 Penalty: 780.504272 Iteration 27Q: 3 clusters Score -293195.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4121 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -293204.000000 Penalty: 780.504272 Iteration 28Q: 3 clusters Score -293204 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4143 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -293208.031250 Penalty: 780.504272 Iteration 29Q: 3 clusters Score -293208 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4162 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -293212.250000 Penalty: 780.504272 Iteration 30Q: 3 clusters Score -293212.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4183 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -293217.031250 Penalty: 780.504272 Iteration 31Q: 3 clusters Score -293217 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4210 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -293226.468750 Penalty: 780.504272 Iteration 32Q: 3 clusters Score -293226.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4238 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -293235.906250 Penalty: 780.504272 Iteration 33Q: 3 clusters Score -293235.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4262 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -293245.156250 Penalty: 780.504272 Iteration 34Q: 3 clusters Score -293245.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4288 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -293254.000000 Penalty: 780.504272 Iteration 35Q: 3 clusters Score -293254 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4305 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -293260.500000 Penalty: 780.504272 Iteration 36Q: 3 clusters Score -293260.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4325 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -293267.468750 Penalty: 780.504272 Iteration 37Q: 3 clusters Score -293267.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4340 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -293271.593750 Penalty: 780.504272 Iteration 38Q: 3 clusters Score -293271.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4355 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -293274.468750 Penalty: 780.504272 Iteration 39Q: 3 clusters Score -293274.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4369 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -293277.750000 Penalty: 780.504272 Iteration 40F: 3 clusters Score -293277.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4380 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -293279.875000 Penalty: 780.504272 Iteration 41Q: 3 clusters Score -293279.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4390 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -293281.843750 Penalty: 780.504272 Iteration 42Q: 3 clusters Score -293281.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4396 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -293282.937500 Penalty: 780.504272 Iteration 43Q: 3 clusters Score -293282.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4400 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -293283.937500 Penalty: 780.504272 Iteration 44Q: 3 clusters Score -293283.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4407 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -293285.843750 Penalty: 780.504272 Iteration 45Q: 3 clusters Score -293285.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4414 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -293286.812500 Penalty: 780.504272 Iteration 46Q: 3 clusters Score -293286.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4416 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -293287.281250 Penalty: 780.504272 Iteration 47Q: 3 clusters Score -293287.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4417 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -293287.375000 Penalty: 780.504272 Iteration 48Q: 3 clusters Score -293287.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4417 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -293287.375000 Penalty: 780.504272 Iteration 49F: 3 clusters Score -293287.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (6575 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6575 members Entering Unmasked Estep Score: -392686.187500 Penalty: 399.991852 Iteration 0F: 2 clusters Score -392686.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3256 members Mstep: Class 2 contains 3319 members Entering Unmasked Estep Score: -388290.656250 Penalty: 799.983704 Iteration 0F: 3 clusters Score -388290.7 nChanged 3072 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2946 members Mstep: Class 2 contains 3629 members Entering Unmasked Estep Score: -390164.031250 Penalty: 799.983704 Iteration 1F: 3 clusters Score -390164 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2760 members Mstep: Class 2 contains 3815 members Entering Unmasked Estep Score: -390448.156250 Penalty: 799.983704 Iteration 2F: 3 clusters Score -390448.2 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2566 members Mstep: Class 2 contains 4009 members Entering Unmasked Estep Score: -390757.437500 Penalty: 799.983704 Iteration 3F: 3 clusters Score -390757.4 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2366 members Mstep: Class 2 contains 4209 members Entering Unmasked Estep Score: -391124.531250 Penalty: 799.983704 Iteration 4F: 3 clusters Score -391124.5 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 4370 members Entering Unmasked Estep Score: -391455.687500 Penalty: 799.983704 Iteration 5F: 3 clusters Score -391455.7 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2136 members Mstep: Class 2 contains 4439 members Entering Unmasked Estep Score: -391641.093750 Penalty: 799.983704 Iteration 6Q: 3 clusters Score -391641.1 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2106 members Mstep: Class 2 contains 4469 members Entering Unmasked Estep Score: -391741.281250 Penalty: 799.983704 Iteration 7Q: 3 clusters Score -391741.3 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2091 members Mstep: Class 2 contains 4484 members Entering Unmasked Estep Score: -391800.375000 Penalty: 799.983704 Iteration 8Q: 3 clusters Score -391800.4 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2061 members Mstep: Class 2 contains 4514 members Entering Unmasked Estep Score: -391836.937500 Penalty: 799.983704 Iteration 9Q: 3 clusters Score -391836.9 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2027 members Mstep: Class 2 contains 4548 members Entering Unmasked Estep Score: -391855.250000 Penalty: 799.983704 Iteration 10Q: 3 clusters Score -391855.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 4583 members Entering Unmasked Estep Score: -391868.781250 Penalty: 799.983704 Iteration 11Q: 3 clusters Score -391868.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 4611 members Entering Unmasked Estep Score: -391879.500000 Penalty: 799.983704 Iteration 12Q: 3 clusters Score -391879.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 4634 members Entering Unmasked Estep Score: -391887.968750 Penalty: 799.983704 Iteration 13Q: 3 clusters Score -391888 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1915 members Mstep: Class 2 contains 4660 members Entering Unmasked Estep Score: -391892.406250 Penalty: 799.983704 Iteration 14Q: 3 clusters Score -391892.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 4691 members Entering Unmasked Estep Score: -391898.937500 Penalty: 799.983704 Iteration 15Q: 3 clusters Score -391898.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 4716 members Entering Unmasked Estep Score: -391904.437500 Penalty: 799.983704 Iteration 16Q: 3 clusters Score -391904.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1837 members Mstep: Class 2 contains 4738 members Entering Unmasked Estep Score: -391904.656250 Penalty: 799.983704 Iteration 17Q: 3 clusters Score -391904.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 4753 members Entering Unmasked Estep Score: -391906.812500 Penalty: 799.983704 Iteration 18Q: 3 clusters Score -391906.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1802 members Mstep: Class 2 contains 4773 members Entering Unmasked Estep Score: -391909.500000 Penalty: 799.983704 Iteration 19Q: 3 clusters Score -391909.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 4800 members Entering Unmasked Estep Score: -391913.812500 Penalty: 799.983704 Iteration 20F: 3 clusters Score -391913.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 4825 members Entering Unmasked Estep Score: -391916.500000 Penalty: 799.983704 Iteration 21Q: 3 clusters Score -391916.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 4854 members Entering Unmasked Estep Score: -391923.718750 Penalty: 799.983704 Iteration 22Q: 3 clusters Score -391923.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 4883 members Entering Unmasked Estep Score: -391929.875000 Penalty: 799.983704 Iteration 23Q: 3 clusters Score -391929.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1656 members Mstep: Class 2 contains 4919 members Entering Unmasked Estep Score: -391939.625000 Penalty: 799.983704 Iteration 24Q: 3 clusters Score -391939.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 4955 members Entering Unmasked Estep Score: -391947.093750 Penalty: 799.983704 Iteration 25Q: 3 clusters Score -391947.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 4993 members Entering Unmasked Estep Score: -391956.562500 Penalty: 799.983704 Iteration 26Q: 3 clusters Score -391956.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 5038 members Entering Unmasked Estep Score: -391967.375000 Penalty: 799.983704 Iteration 27Q: 3 clusters Score -391967.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 5083 members Entering Unmasked Estep Score: -391980.937500 Penalty: 799.983704 Iteration 28Q: 3 clusters Score -391980.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 5138 members Entering Unmasked Estep Score: -391997.562500 Penalty: 799.983704 Iteration 29Q: 3 clusters Score -391997.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 5193 members Entering Unmasked Estep Score: -392021.125000 Penalty: 799.983704 Iteration 30Q: 3 clusters Score -392021.1 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 5255 members Entering Unmasked Estep Score: -392050.031250 Penalty: 799.983704 Iteration 31Q: 3 clusters Score -392050 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 5324 members Entering Unmasked Estep Score: -392084.343750 Penalty: 799.983704 Iteration 32Q: 3 clusters Score -392084.3 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 5403 members Entering Unmasked Estep Score: -392123.031250 Penalty: 799.983704 Iteration 33Q: 3 clusters Score -392123 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 5472 members Entering Unmasked Estep Score: -392167.125000 Penalty: 799.983704 Iteration 34Q: 3 clusters Score -392167.1 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 5525 members Entering Unmasked Estep Score: -392211.750000 Penalty: 799.983704 Iteration 35Q: 3 clusters Score -392211.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 5589 members Entering Unmasked Estep Score: -392270.625000 Penalty: 799.983704 Iteration 36Q: 3 clusters Score -392270.6 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 5642 members Entering Unmasked Estep Score: -392321.437500 Penalty: 799.983704 Iteration 37Q: 3 clusters Score -392321.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 5694 members Entering Unmasked Estep Score: -392367.875000 Penalty: 799.983704 Iteration 38Q: 3 clusters Score -392367.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 5733 members Entering Unmasked Estep Score: -392394.562500 Penalty: 799.983704 Iteration 39Q: 3 clusters Score -392394.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 5761 members Entering Unmasked Estep Score: -392414.343750 Penalty: 799.983704 Iteration 40F: 3 clusters Score -392414.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 5788 members Entering Unmasked Estep Score: -392425.750000 Penalty: 799.983704 Iteration 41Q: 3 clusters Score -392425.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 5809 members Entering Unmasked Estep Score: -392433.093750 Penalty: 799.983704 Iteration 42Q: 3 clusters Score -392433.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 5822 members Entering Unmasked Estep Score: -392435.843750 Penalty: 799.983704 Iteration 43Q: 3 clusters Score -392435.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 5830 members Entering Unmasked Estep Score: -392436.875000 Penalty: 799.983704 Iteration 44Q: 3 clusters Score -392436.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 5836 members Entering Unmasked Estep Score: -392438.406250 Penalty: 799.983704 Iteration 45Q: 3 clusters Score -392438.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 5843 members Entering Unmasked Estep Score: -392438.656250 Penalty: 799.983704 Iteration 46Q: 3 clusters Score -392438.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 5851 members Entering Unmasked Estep Score: -392440.343750 Penalty: 799.983704 Iteration 47Q: 3 clusters Score -392440.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 5855 members Entering Unmasked Estep Score: -392441.406250 Penalty: 799.983704 Iteration 48Q: 3 clusters Score -392441.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 5858 members Entering Unmasked Estep Score: -392442.000000 Penalty: 799.983704 Iteration 49Q: 3 clusters Score -392442 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 5860 members Entering Unmasked Estep Score: -392441.843750 Penalty: 799.983704 Iteration 50Q: 3 clusters Score -392441.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 5861 members Entering Unmasked Estep Score: -392442.062500 Penalty: 799.983704 Iteration 51Q: 3 clusters Score -392442.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 5863 members Entering Unmasked Estep Score: -392442.312500 Penalty: 799.983704 Iteration 52Q: 3 clusters Score -392442.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 5864 members Entering Unmasked Estep Score: -392442.187500 Penalty: 799.983704 Iteration 53Q: 3 clusters Score -392442.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 5865 members Entering Unmasked Estep Score: -392442.718750 Penalty: 799.983704 Iteration 54Q: 3 clusters Score -392442.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 5868 members Entering Unmasked Estep Score: -392443.656250 Penalty: 799.983704 Iteration 55Q: 3 clusters Score -392443.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 5869 members Entering Unmasked Estep Score: -392443.906250 Penalty: 799.983704 Iteration 56Q: 3 clusters Score -392443.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 5869 members Entering Unmasked Estep Score: -392443.906250 Penalty: 799.983704 Iteration 57F: 3 clusters Score -392443.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (3621 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3621 members Entering Unmasked Estep Score: -204370.234375 Penalty: 372.850006 Iteration 0F: 2 clusters Score -204370.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 1817 members Entering Unmasked Estep Score: -201908.890625 Penalty: 745.700012 Iteration 0F: 3 clusters Score -201908.9 nChanged 1594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -202947.984375 Penalty: 745.700012 Iteration 1F: 3 clusters Score -202948 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 1903 members Entering Unmasked Estep Score: -203150.359375 Penalty: 745.700012 Iteration 2F: 3 clusters Score -203150.4 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -203317.671875 Penalty: 745.700012 Iteration 3F: 3 clusters Score -203317.7 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -203424.984375 Penalty: 745.700012 Iteration 4F: 3 clusters Score -203425 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -203487.531250 Penalty: 745.700012 Iteration 5Q: 3 clusters Score -203487.5 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 1867 members Entering Unmasked Estep Score: -203534.234375 Penalty: 745.700012 Iteration 6Q: 3 clusters Score -203534.2 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -203576.515625 Penalty: 745.700012 Iteration 7Q: 3 clusters Score -203576.5 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -203607.421875 Penalty: 745.700012 Iteration 8Q: 3 clusters Score -203607.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 1827 members Entering Unmasked Estep Score: -203629.890625 Penalty: 745.700012 Iteration 9Q: 3 clusters Score -203629.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1810 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -203643.046875 Penalty: 745.700012 Iteration 10Q: 3 clusters Score -203643 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -203650.281250 Penalty: 745.700012 Iteration 11Q: 3 clusters Score -203650.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -203656.390625 Penalty: 745.700012 Iteration 12Q: 3 clusters Score -203656.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -203663.390625 Penalty: 745.700012 Iteration 13Q: 3 clusters Score -203663.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 1726 members Entering Unmasked Estep Score: -203670.640625 Penalty: 745.700012 Iteration 14Q: 3 clusters Score -203670.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1916 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -203676.687500 Penalty: 745.700012 Iteration 15Q: 3 clusters Score -203676.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -203680.875000 Penalty: 745.700012 Iteration 16Q: 3 clusters Score -203680.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1958 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -203685.171875 Penalty: 745.700012 Iteration 17Q: 3 clusters Score -203685.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -203689.468750 Penalty: 745.700012 Iteration 18Q: 3 clusters Score -203689.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2006 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -203696.406250 Penalty: 745.700012 Iteration 19Q: 3 clusters Score -203696.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2031 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -203705.078125 Penalty: 745.700012 Iteration 20F: 3 clusters Score -203705.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -203710.765625 Penalty: 745.700012 Iteration 21Q: 3 clusters Score -203710.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -203715.125000 Penalty: 745.700012 Iteration 22Q: 3 clusters Score -203715.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2102 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -203720.218750 Penalty: 745.700012 Iteration 23Q: 3 clusters Score -203720.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2135 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -203726.671875 Penalty: 745.700012 Iteration 24Q: 3 clusters Score -203726.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -203730.375000 Penalty: 745.700012 Iteration 25Q: 3 clusters Score -203730.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2181 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -203735.734375 Penalty: 745.700012 Iteration 26Q: 3 clusters Score -203735.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2208 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -203742.593750 Penalty: 745.700012 Iteration 27Q: 3 clusters Score -203742.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2235 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -203748.546875 Penalty: 745.700012 Iteration 28Q: 3 clusters Score -203748.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -203752.546875 Penalty: 745.700012 Iteration 29Q: 3 clusters Score -203752.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2277 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -203756.093750 Penalty: 745.700012 Iteration 30Q: 3 clusters Score -203756.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -203760.906250 Penalty: 745.700012 Iteration 31Q: 3 clusters Score -203760.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2310 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -203762.828125 Penalty: 745.700012 Iteration 32Q: 3 clusters Score -203762.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2323 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -203765.015625 Penalty: 745.700012 Iteration 33Q: 3 clusters Score -203765 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2336 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -203767.531250 Penalty: 745.700012 Iteration 34Q: 3 clusters Score -203767.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -203771.515625 Penalty: 745.700012 Iteration 35Q: 3 clusters Score -203771.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2367 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -203774.359375 Penalty: 745.700012 Iteration 36Q: 3 clusters Score -203774.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2385 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -203777.015625 Penalty: 745.700012 Iteration 37Q: 3 clusters Score -203777 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2406 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -203781.984375 Penalty: 745.700012 Iteration 38Q: 3 clusters Score -203782 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2426 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -203787.828125 Penalty: 745.700012 Iteration 39Q: 3 clusters Score -203787.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2447 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -203797.078125 Penalty: 745.700012 Iteration 40F: 3 clusters Score -203797.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2480 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -203808.921875 Penalty: 745.700012 Iteration 41Q: 3 clusters Score -203808.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2509 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -203816.531250 Penalty: 745.700012 Iteration 42Q: 3 clusters Score -203816.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2537 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -203823.203125 Penalty: 745.700012 Iteration 43Q: 3 clusters Score -203823.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2565 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -203830.703125 Penalty: 745.700012 Iteration 44Q: 3 clusters Score -203830.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2586 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -203835.265625 Penalty: 745.700012 Iteration 45Q: 3 clusters Score -203835.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2605 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -203840.031250 Penalty: 745.700012 Iteration 46Q: 3 clusters Score -203840 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -203845.671875 Penalty: 745.700012 Iteration 47Q: 3 clusters Score -203845.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2644 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -203852.468750 Penalty: 745.700012 Iteration 48Q: 3 clusters Score -203852.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2671 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -203860.843750 Penalty: 745.700012 Iteration 49Q: 3 clusters Score -203860.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2695 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -203868.953125 Penalty: 745.700012 Iteration 50Q: 3 clusters Score -203869 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2729 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -203881.531250 Penalty: 745.700012 Iteration 51Q: 3 clusters Score -203881.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2761 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -203893.906250 Penalty: 745.700012 Iteration 52Q: 3 clusters Score -203893.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2792 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -203904.093750 Penalty: 745.700012 Iteration 53Q: 3 clusters Score -203904.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2813 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -203910.046875 Penalty: 745.700012 Iteration 54Q: 3 clusters Score -203910 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2828 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -203913.406250 Penalty: 745.700012 Iteration 55Q: 3 clusters Score -203913.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2840 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -203916.375000 Penalty: 745.700012 Iteration 56Q: 3 clusters Score -203916.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2847 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -203918.765625 Penalty: 745.700012 Iteration 57Q: 3 clusters Score -203918.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2854 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -203919.765625 Penalty: 745.700012 Iteration 58Q: 3 clusters Score -203919.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2863 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -203920.843750 Penalty: 745.700012 Iteration 59Q: 3 clusters Score -203920.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2871 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -203922.281250 Penalty: 745.700012 Iteration 60F: 3 clusters Score -203922.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2879 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -203923.406250 Penalty: 745.700012 Iteration 61Q: 3 clusters Score -203923.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2884 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -203924.531250 Penalty: 745.700012 Iteration 62Q: 3 clusters Score -203924.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2889 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -203925.734375 Penalty: 745.700012 Iteration 63Q: 3 clusters Score -203925.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2898 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -203928.328125 Penalty: 745.700012 Iteration 64Q: 3 clusters Score -203928.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2905 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -203930.171875 Penalty: 745.700012 Iteration 65Q: 3 clusters Score -203930.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2915 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -203932.875000 Penalty: 745.700012 Iteration 66Q: 3 clusters Score -203932.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2927 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -203938.015625 Penalty: 745.700012 Iteration 67Q: 3 clusters Score -203938 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2939 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -203943.265625 Penalty: 745.700012 Iteration 68Q: 3 clusters Score -203943.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2953 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -203946.593750 Penalty: 745.700012 Iteration 69Q: 3 clusters Score -203946.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2963 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -203949.453125 Penalty: 745.700012 Iteration 70Q: 3 clusters Score -203949.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2976 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -203953.468750 Penalty: 745.700012 Iteration 71Q: 3 clusters Score -203953.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2986 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -203956.234375 Penalty: 745.700012 Iteration 72Q: 3 clusters Score -203956.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2994 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -203958.828125 Penalty: 745.700012 Iteration 73Q: 3 clusters Score -203958.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3002 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -203961.203125 Penalty: 745.700012 Iteration 74Q: 3 clusters Score -203961.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3009 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -203962.750000 Penalty: 745.700012 Iteration 75Q: 3 clusters Score -203962.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3016 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -203964.203125 Penalty: 745.700012 Iteration 76Q: 3 clusters Score -203964.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3026 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -203966.843750 Penalty: 745.700012 Iteration 77Q: 3 clusters Score -203966.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3038 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -203970.718750 Penalty: 745.700012 Iteration 78Q: 3 clusters Score -203970.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3048 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -203972.375000 Penalty: 745.700012 Iteration 79Q: 3 clusters Score -203972.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3053 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -203973.359375 Penalty: 745.700012 Iteration 80F: 3 clusters Score -203973.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3060 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -203975.703125 Penalty: 745.700012 Iteration 81Q: 3 clusters Score -203975.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3070 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -203977.703125 Penalty: 745.700012 Iteration 82Q: 3 clusters Score -203977.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3076 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -203979.109375 Penalty: 745.700012 Iteration 83Q: 3 clusters Score -203979.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3084 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -203981.656250 Penalty: 745.700012 Iteration 84Q: 3 clusters Score -203981.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3093 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -203986.531250 Penalty: 745.700012 Iteration 85Q: 3 clusters Score -203986.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3105 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -203990.062500 Penalty: 745.700012 Iteration 86Q: 3 clusters Score -203990.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3115 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -203993.703125 Penalty: 745.700012 Iteration 87Q: 3 clusters Score -203993.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3123 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -203996.390625 Penalty: 745.700012 Iteration 88Q: 3 clusters Score -203996.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3134 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -204000.593750 Penalty: 745.700012 Iteration 89Q: 3 clusters Score -204000.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3146 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -204004.281250 Penalty: 745.700012 Iteration 90Q: 3 clusters Score -204004.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3152 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -204006.406250 Penalty: 745.700012 Iteration 91Q: 3 clusters Score -204006.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3157 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -204008.031250 Penalty: 745.700012 Iteration 92Q: 3 clusters Score -204008 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3165 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -204010.453125 Penalty: 745.700012 Iteration 93Q: 3 clusters Score -204010.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3177 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -204013.828125 Penalty: 745.700012 Iteration 94Q: 3 clusters Score -204013.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3181 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -204014.531250 Penalty: 745.700012 Iteration 95Q: 3 clusters Score -204014.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3184 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -204014.875000 Penalty: 745.700012 Iteration 96Q: 3 clusters Score -204014.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3186 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -204015.031250 Penalty: 745.700012 Iteration 97Q: 3 clusters Score -204015 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3186 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -204015.031250 Penalty: 745.700012 Iteration 98F: 3 clusters Score -204015 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (174 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Entering Unmasked Estep Score: -5602.269043 Penalty: 234.737015 Iteration 0F: 2 clusters Score -5602.269 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 93 members Entering Unmasked Estep Score: -5357.060547 Penalty: 469.474030 Iteration 0F: 3 clusters Score -5357.061 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -5537.756348 Penalty: 469.474030 Iteration 1F: 3 clusters Score -5537.756 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -5582.405273 Penalty: 469.474030 Iteration 2F: 3 clusters Score -5582.405 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -5616.733398 Penalty: 469.474030 Iteration 3Q: 3 clusters Score -5616.733 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -5621.300781 Penalty: 469.474030 Iteration 4Q: 3 clusters Score -5621.301 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -5622.573730 Penalty: 469.474030 Iteration 5Q: 3 clusters Score -5622.574 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -5624.892090 Penalty: 469.474030 Iteration 6Q: 3 clusters Score -5624.892 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -5626.303223 Penalty: 469.474030 Iteration 7Q: 3 clusters Score -5626.303 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -5626.303223 Penalty: 469.474030 Iteration 8F: 3 clusters Score -5626.303 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 101321 members Mstep: Class 2 contains 12613 members Mstep: Class 3 contains 1121 members Mstep: Class 4 contains 2327 members Mstep: Class 5 contains 2518 members Mstep: Class 6 contains 57749 members Mstep: Class 7 contains 1773 members Mstep: Class 8 contains 151 members Mstep: Class 9 contains 7443 members Mstep: Class 10 contains 12500 members Mstep: Class 11 contains 3242 members Mstep: Class 12 contains 7641 members Mstep: Class 13 contains 2756 members Mstep: Class 14 contains 868 members Mstep: Class 15 contains 8135 members Mstep: Class 16 contains 3806 members Mstep: Class 17 contains 400 members Mstep: Class 18 contains 14967 members Mstep: Class 19 contains 12689 members Mstep: Class 20 contains 6243 members Mstep: Class 21 contains 141 members Mstep: Class 22 contains 19641 members Mstep: Class 23 contains 687 members Mstep: Class 24 contains 1522 members Mstep: Class 25 contains 10170 members Mstep: Class 26 contains 1452 members Mstep: Class 27 contains 5308 members Mstep: Class 28 contains 6575 members Mstep: Class 29 contains 3621 members Mstep: Class 30 contains 43 members Mstep: Class 31 contains 418 members Mstep: Class 32 contains 1018 members Mstep: Class 33 contains 785 members Mstep: Class 34 contains 131 members Entering Unmasked Estep Score: -17800576.000000 Penalty: 19569.839844 Splitting cluster 30 changes total score from -17800892.000000 to -17800576.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 31 (418 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Entering Unmasked Estep Score: -18832.169922 Penalty: 274.614410 Iteration 0F: 2 clusters Score -18832.17 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -18421.373047 Penalty: 549.228821 Iteration 0F: 3 clusters Score -18421.37 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -18632.640625 Penalty: 549.228821 Iteration 1F: 3 clusters Score -18632.64 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -18703.927734 Penalty: 549.228821 Iteration 2F: 3 clusters Score -18703.93 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -18733.388672 Penalty: 549.228821 Iteration 3F: 3 clusters Score -18733.39 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -18752.644531 Penalty: 549.228821 Iteration 4Q: 3 clusters Score -18752.64 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -18764.162109 Penalty: 549.228821 Iteration 5Q: 3 clusters Score -18764.16 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -18777.480469 Penalty: 549.228821 Iteration 6Q: 3 clusters Score -18777.48 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -18786.349609 Penalty: 549.228821 Iteration 7Q: 3 clusters Score -18786.35 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -18790.572266 Penalty: 549.228821 Iteration 8Q: 3 clusters Score -18790.57 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -18793.320312 Penalty: 549.228821 Iteration 9Q: 3 clusters Score -18793.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -18793.738281 Penalty: 549.228821 Iteration 10Q: 3 clusters Score -18793.74 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -18793.882812 Penalty: 549.228821 Iteration 11Q: 3 clusters Score -18793.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -18793.882812 Penalty: 549.228821 Iteration 12F: 3 clusters Score -18793.88 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (1018 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Entering Unmasked Estep Score: -59233.296875 Penalty: 315.114594 Iteration 0F: 2 clusters Score -59233.3 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 496 members Entering Unmasked Estep Score: -58410.988281 Penalty: 630.229187 Iteration 0F: 3 clusters Score -58410.99 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -58672.125000 Penalty: 630.229187 Iteration 1F: 3 clusters Score -58672.12 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -58775.449219 Penalty: 630.229187 Iteration 2F: 3 clusters Score -58775.45 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -58836.304688 Penalty: 630.229187 Iteration 3F: 3 clusters Score -58836.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -58863.453125 Penalty: 630.229187 Iteration 4Q: 3 clusters Score -58863.45 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -58872.542969 Penalty: 630.229187 Iteration 5Q: 3 clusters Score -58872.54 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -58879.312500 Penalty: 630.229187 Iteration 6Q: 3 clusters Score -58879.31 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -58883.875000 Penalty: 630.229187 Iteration 7Q: 3 clusters Score -58883.88 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -58886.781250 Penalty: 630.229187 Iteration 8Q: 3 clusters Score -58886.78 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -58889.628906 Penalty: 630.229187 Iteration 9Q: 3 clusters Score -58889.63 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -58891.429688 Penalty: 630.229187 Iteration 10Q: 3 clusters Score -58891.43 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -58892.976562 Penalty: 630.229187 Iteration 11Q: 3 clusters Score -58892.98 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -58894.410156 Penalty: 630.229187 Iteration 12Q: 3 clusters Score -58894.41 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -58895.402344 Penalty: 630.229187 Iteration 13Q: 3 clusters Score -58895.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -58895.894531 Penalty: 630.229187 Iteration 14Q: 3 clusters Score -58895.89 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -58896.664062 Penalty: 630.229187 Iteration 15Q: 3 clusters Score -58896.66 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -58896.824219 Penalty: 630.229187 Iteration 16Q: 3 clusters Score -58896.82 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -58897.425781 Penalty: 630.229187 Iteration 17Q: 3 clusters Score -58897.43 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -58897.425781 Penalty: 630.229187 Iteration 18F: 3 clusters Score -58897.43 nChanged 0 Entering ConstructFrom: Trying to split cluster 33 (785 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Entering Unmasked Estep Score: -45107.972656 Penalty: 303.288605 Iteration 0F: 2 clusters Score -45107.97 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 402 members Entering Unmasked Estep Score: -44425.816406 Penalty: 606.577209 Iteration 0F: 3 clusters Score -44425.82 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -44605.242188 Penalty: 606.577209 Iteration 1F: 3 clusters Score -44605.24 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -44648.785156 Penalty: 606.577209 Iteration 2F: 3 clusters Score -44648.79 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -44682.902344 Penalty: 606.577209 Iteration 3F: 3 clusters Score -44682.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -44711.007812 Penalty: 606.577209 Iteration 4F: 3 clusters Score -44711.01 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -44731.152344 Penalty: 606.577209 Iteration 5Q: 3 clusters Score -44731.15 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -44749.683594 Penalty: 606.577209 Iteration 6Q: 3 clusters Score -44749.68 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -44770.062500 Penalty: 606.577209 Iteration 7Q: 3 clusters Score -44770.06 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -44782.546875 Penalty: 606.577209 Iteration 8Q: 3 clusters Score -44782.55 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -44797.410156 Penalty: 606.577209 Iteration 9Q: 3 clusters Score -44797.41 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -44814.574219 Penalty: 606.577209 Iteration 10Q: 3 clusters Score -44814.57 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -44830.765625 Penalty: 606.577209 Iteration 11Q: 3 clusters Score -44830.77 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -44848.761719 Penalty: 606.577209 Iteration 12Q: 3 clusters Score -44848.76 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -44862.898438 Penalty: 606.577209 Iteration 13Q: 3 clusters Score -44862.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -44874.460938 Penalty: 606.577209 Iteration 14Q: 3 clusters Score -44874.46 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -44886.664062 Penalty: 606.577209 Iteration 15Q: 3 clusters Score -44886.66 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -44905.964844 Penalty: 606.577209 Iteration 16Q: 3 clusters Score -44905.96 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -44928.468750 Penalty: 606.577209 Iteration 17Q: 3 clusters Score -44928.47 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -44934.078125 Penalty: 606.577209 Iteration 18Q: 3 clusters Score -44934.08 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -44935.320312 Penalty: 606.577209 Iteration 19Q: 3 clusters Score -44935.32 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -44935.320312 Penalty: 606.577209 Iteration 20F: 3 clusters Score -44935.32 nChanged 0 20->34 Clusters: Score -17800892.000000, best is 100000003318135351409612647563264.000000 THE BEST YET! Starting from 21 clusters... --- Clustering full data set of 311822 points --- Entering CEM Assigned 21 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15514 members Mstep: Class 2 contains 15778 members Mstep: Class 3 contains 15548 members Mstep: Class 4 contains 15475 members Mstep: Class 5 contains 15312 members Mstep: Class 6 contains 15732 members Mstep: Class 7 contains 15540 members Mstep: Class 8 contains 15499 members Mstep: Class 9 contains 15607 members Mstep: Class 10 contains 15549 members Mstep: Class 11 contains 15842 members Mstep: Class 12 contains 15590 members Mstep: Class 13 contains 15448 members Mstep: Class 14 contains 15658 members Mstep: Class 15 contains 15614 members Mstep: Class 16 contains 15497 members Mstep: Class 17 contains 15544 members Mstep: Class 18 contains 15528 members Mstep: Class 19 contains 15770 members Mstep: Class 20 contains 15777 members Entering Unmasked Estep ConsiderDeletion Deleting Class 14. Lose 124.808716 but Gain 575.583984 Score: -15247962.000000 Penalty: 10936.086914 Iteration 0F: 20 clusters Score -1.524796e+07 nChanged 296312 Entering Unmasked Mstep Mstep: Class 0 contains 753 members Mstep: Class 1 contains 6698 members Mstep: Class 2 contains 1773 members Mstep: Class 3 contains 2367 members Mstep: Class 4 contains 3567 members Mstep: Class 5 contains 2429 members Mstep: Class 6 contains 576 members Mstep: Class 7 contains 5514 members Mstep: Class 8 contains 1228 members Mstep: Class 9 contains 1084 members Mstep: Class 10 contains 238394 members Mstep: Class 11 contains 3876 members Mstep: Class 12 contains 24368 members Mstep: Class 13 contains 719 members Mstep: Class 15 contains 3513 members Mstep: Class 16 contains 2974 members Mstep: Class 17 contains 1128 members Mstep: Class 18 contains 3787 members Mstep: Class 19 contains 1980 members Mstep: Class 20 contains 5094 members Entering Unmasked Estep ConsiderDeletion Score: -17363468.000000 Penalty: 10936.086914 Iteration 1F: 20 clusters Score -1.736347e+07 nChanged 51370 Entering Unmasked Mstep Mstep: Class 0 contains 576 members Mstep: Class 1 contains 3363 members Mstep: Class 2 contains 2859 members Mstep: Class 3 contains 2281 members Mstep: Class 4 contains 2399 members Mstep: Class 5 contains 2215 members Mstep: Class 6 contains 481 members Mstep: Class 7 contains 8454 members Mstep: Class 8 contains 1589 members Mstep: Class 9 contains 1595 members Mstep: Class 10 contains 248827 members Mstep: Class 11 contains 4508 members Mstep: Class 12 contains 11192 members Mstep: Class 13 contains 648 members Mstep: Class 15 contains 3352 members Mstep: Class 16 contains 3101 members Mstep: Class 17 contains 1676 members Mstep: Class 18 contains 5145 members Mstep: Class 19 contains 2812 members Mstep: Class 20 contains 4749 members Entering Unmasked Estep ConsiderDeletion Score: -17464080.000000 Penalty: 10936.086914 Iteration 2F: 20 clusters Score -1.746408e+07 nChanged 26585 Entering Unmasked Mstep Mstep: Class 0 contains 481 members Mstep: Class 1 contains 3903 members Mstep: Class 2 contains 4968 members Mstep: Class 3 contains 2117 members Mstep: Class 4 contains 1871 members Mstep: Class 5 contains 2138 members Mstep: Class 6 contains 609 members Mstep: Class 7 contains 13258 members Mstep: Class 8 contains 1786 members Mstep: Class 9 contains 1794 members Mstep: Class 10 contains 240492 members Mstep: Class 11 contains 5916 members Mstep: Class 12 contains 9696 members Mstep: Class 13 contains 689 members Mstep: Class 15 contains 2904 members Mstep: Class 16 contains 2754 members Mstep: Class 17 contains 1683 members Mstep: Class 18 contains 5499 members Mstep: Class 19 contains 3645 members Mstep: Class 20 contains 5619 members Entering Unmasked Estep ConsiderDeletion Score: -17518580.000000 Penalty: 10936.086914 Iteration 3F: 20 clusters Score -1.751858e+07 nChanged 21847 Entering Unmasked Mstep Mstep: Class 0 contains 420 members Mstep: Class 1 contains 5569 members Mstep: Class 2 contains 8943 members Mstep: Class 3 contains 2213 members Mstep: Class 4 contains 1473 members Mstep: Class 5 contains 2553 members Mstep: Class 6 contains 870 members Mstep: Class 7 contains 16672 members Mstep: Class 8 contains 1678 members Mstep: Class 9 contains 1700 members Mstep: Class 10 contains 230961 members Mstep: Class 11 contains 7037 members Mstep: Class 12 contains 8033 members Mstep: Class 13 contains 779 members Mstep: Class 15 contains 2589 members Mstep: Class 16 contains 2563 members Mstep: Class 17 contains 1846 members Mstep: Class 18 contains 5152 members Mstep: Class 19 contains 4035 members Mstep: Class 20 contains 6736 members Entering Unmasked Estep ConsiderDeletion Score: -17558392.000000 Penalty: 10936.086914 Iteration 4F: 20 clusters Score -1.755839e+07 nChanged 19358 Entering Unmasked Mstep Mstep: Class 0 contains 381 members Mstep: Class 1 contains 7539 members Mstep: Class 2 contains 13962 members Mstep: Class 3 contains 2466 members Mstep: Class 4 contains 1447 members Mstep: Class 5 contains 3096 members Mstep: Class 6 contains 1221 members Mstep: Class 7 contains 18787 members Mstep: Class 8 contains 1488 members Mstep: Class 9 contains 1389 members Mstep: Class 10 contains 221931 members Mstep: Class 11 contains 7488 members Mstep: Class 12 contains 6443 members Mstep: Class 13 contains 888 members Mstep: Class 15 contains 2441 members Mstep: Class 16 contains 2655 members Mstep: Class 17 contains 2094 members Mstep: Class 18 contains 4489 members Mstep: Class 19 contains 4101 members Mstep: Class 20 contains 7516 members Entering Unmasked Estep ConsiderDeletion Score: -17587948.000000 Penalty: 10936.086914 Iteration 5F: 20 clusters Score -1.758795e+07 nChanged 15783 Entering Unmasked Mstep Mstep: Class 0 contains 350 members Mstep: Class 1 contains 9329 members Mstep: Class 2 contains 17792 members Mstep: Class 3 contains 2750 members Mstep: Class 4 contains 1656 members Mstep: Class 5 contains 3613 members Mstep: Class 6 contains 1589 members Mstep: Class 7 contains 20309 members Mstep: Class 8 contains 1343 members Mstep: Class 9 contains 1099 members Mstep: Class 10 contains 214653 members Mstep: Class 11 contains 7703 members Mstep: Class 12 contains 5416 members Mstep: Class 13 contains 1015 members Mstep: Class 15 contains 2369 members Mstep: Class 16 contains 2777 members Mstep: Class 17 contains 2280 members Mstep: Class 18 contains 3951 members Mstep: Class 19 contains 4061 members Mstep: Class 20 contains 7767 members Entering Unmasked Estep ConsiderDeletion Score: -17605610.000000 Penalty: 10936.086914 Iteration 6F: 20 clusters Score -1.760561e+07 nChanged 12049 Entering Unmasked Mstep Mstep: Class 0 contains 322 members Mstep: Class 1 contains 10613 members Mstep: Class 2 contains 19977 members Mstep: Class 3 contains 3016 members Mstep: Class 4 contains 1937 members Mstep: Class 5 contains 4072 members Mstep: Class 6 contains 1976 members Mstep: Class 7 contains 21487 members Mstep: Class 8 contains 1244 members Mstep: Class 9 contains 893 members Mstep: Class 10 contains 209468 members Mstep: Class 11 contains 8037 members Mstep: Class 12 contains 4699 members Mstep: Class 13 contains 1147 members Mstep: Class 15 contains 2293 members Mstep: Class 16 contains 2888 members Mstep: Class 17 contains 2402 members Mstep: Class 18 contains 3609 members Mstep: Class 19 contains 4066 members Mstep: Class 20 contains 7676 members Entering Unmasked Estep ConsiderDeletion Score: -17615320.000000 Penalty: 10936.086914 Iteration 7Q: 20 clusters Score -1.761532e+07 nChanged 9357 Entering Unmasked Mstep Mstep: Class 0 contains 314 members Mstep: Class 1 contains 11443 members Mstep: Class 2 contains 21265 members Mstep: Class 3 contains 3229 members Mstep: Class 4 contains 2198 members Mstep: Class 5 contains 4535 members Mstep: Class 6 contains 2365 members Mstep: Class 7 contains 22407 members Mstep: Class 8 contains 1153 members Mstep: Class 9 contains 761 members Mstep: Class 10 contains 205683 members Mstep: Class 11 contains 8488 members Mstep: Class 12 contains 4080 members Mstep: Class 13 contains 1254 members Mstep: Class 15 contains 2236 members Mstep: Class 16 contains 2936 members Mstep: Class 17 contains 2526 members Mstep: Class 18 contains 3349 members Mstep: Class 19 contains 4076 members Mstep: Class 20 contains 7524 members Entering Unmasked Estep ConsiderDeletion Score: -17621308.000000 Penalty: 10936.086914 Iteration 8Q: 20 clusters Score -1.762131e+07 nChanged 7646 Entering Unmasked Mstep Mstep: Class 0 contains 312 members Mstep: Class 1 contains 11848 members Mstep: Class 2 contains 21991 members Mstep: Class 3 contains 3404 members Mstep: Class 4 contains 2404 members Mstep: Class 5 contains 4972 members Mstep: Class 6 contains 2742 members Mstep: Class 7 contains 23062 members Mstep: Class 8 contains 1077 members Mstep: Class 9 contains 682 members Mstep: Class 10 contains 202667 members Mstep: Class 11 contains 9244 members Mstep: Class 12 contains 3495 members Mstep: Class 13 contains 1318 members Mstep: Class 15 contains 2218 members Mstep: Class 16 contains 2981 members Mstep: Class 17 contains 2640 members Mstep: Class 18 contains 3208 members Mstep: Class 19 contains 4113 members Mstep: Class 20 contains 7444 members Entering Unmasked Estep ConsiderDeletion Score: -17625932.000000 Penalty: 10936.086914 Iteration 9Q: 20 clusters Score -1.762593e+07 nChanged 6645 Entering Unmasked Mstep Mstep: Class 0 contains 312 members Mstep: Class 1 contains 11949 members Mstep: Class 2 contains 22403 members Mstep: Class 3 contains 3583 members Mstep: Class 4 contains 2598 members Mstep: Class 5 contains 5390 members Mstep: Class 6 contains 3162 members Mstep: Class 7 contains 23422 members Mstep: Class 8 contains 1026 members Mstep: Class 9 contains 642 members Mstep: Class 10 contains 200168 members Mstep: Class 11 contains 10164 members Mstep: Class 12 contains 2969 members Mstep: Class 13 contains 1353 members Mstep: Class 15 contains 2236 members Mstep: Class 16 contains 3000 members Mstep: Class 17 contains 2754 members Mstep: Class 18 contains 3124 members Mstep: Class 19 contains 4133 members Mstep: Class 20 contains 7434 members Entering Unmasked Estep ConsiderDeletion Score: -17629672.000000 Penalty: 10936.086914 Iteration 10Q: 20 clusters Score -1.762967e+07 nChanged 5815 Entering Unmasked Mstep Mstep: Class 0 contains 312 members Mstep: Class 1 contains 11848 members Mstep: Class 2 contains 22702 members Mstep: Class 3 contains 3746 members Mstep: Class 4 contains 2771 members Mstep: Class 5 contains 5783 members Mstep: Class 6 contains 3535 members Mstep: Class 7 contains 23426 members Mstep: Class 8 contains 1010 members Mstep: Class 9 contains 610 members Mstep: Class 10 contains 198061 members Mstep: Class 11 contains 11305 members Mstep: Class 12 contains 2499 members Mstep: Class 13 contains 1376 members Mstep: Class 15 contains 2267 members Mstep: Class 16 contains 3027 members Mstep: Class 17 contains 2877 members Mstep: Class 18 contains 3058 members Mstep: Class 19 contains 4124 members Mstep: Class 20 contains 7485 members Entering Unmasked Estep ConsiderDeletion Score: -17632774.000000 Penalty: 10936.086914 Iteration 11Q: 20 clusters Score -1.763277e+07 nChanged 5239 Entering Unmasked Mstep Mstep: Class 0 contains 312 members Mstep: Class 1 contains 11680 members Mstep: Class 2 contains 22907 members Mstep: Class 3 contains 3944 members Mstep: Class 4 contains 2927 members Mstep: Class 5 contains 6146 members Mstep: Class 6 contains 3841 members Mstep: Class 7 contains 23295 members Mstep: Class 8 contains 1004 members Mstep: Class 9 contains 593 members Mstep: Class 10 contains 196113 members Mstep: Class 11 contains 12420 members Mstep: Class 12 contains 2195 members Mstep: Class 13 contains 1384 members Mstep: Class 15 contains 2310 members Mstep: Class 16 contains 3036 members Mstep: Class 17 contains 2963 members Mstep: Class 18 contains 2988 members Mstep: Class 19 contains 4124 members Mstep: Class 20 contains 7640 members Entering Unmasked Estep ConsiderDeletion Score: -17635488.000000 Penalty: 10936.086914 Iteration 12Q: 20 clusters Score -1.763549e+07 nChanged 4774 Entering Unmasked Mstep Mstep: Class 0 contains 312 members Mstep: Class 1 contains 11439 members Mstep: Class 2 contains 23090 members Mstep: Class 3 contains 4137 members Mstep: Class 4 contains 3038 members Mstep: Class 5 contains 6463 members Mstep: Class 6 contains 4073 members Mstep: Class 7 contains 23007 members Mstep: Class 8 contains 1002 members Mstep: Class 9 contains 582 members Mstep: Class 10 contains 194313 members Mstep: Class 11 contains 13571 members Mstep: Class 12 contains 2084 members Mstep: Class 13 contains 1375 members Mstep: Class 15 contains 2384 members Mstep: Class 16 contains 3013 members Mstep: Class 17 contains 3043 members Mstep: Class 18 contains 2925 members Mstep: Class 19 contains 4137 members Mstep: Class 20 contains 7834 members Entering Unmasked Estep ConsiderDeletion Score: -17637476.000000 Penalty: 10936.086914 Iteration 13Q: 20 clusters Score -1.763748e+07 nChanged 4507 Entering Unmasked Mstep Mstep: Class 0 contains 311 members Mstep: Class 1 contains 11189 members Mstep: Class 2 contains 23208 members Mstep: Class 3 contains 4311 members Mstep: Class 4 contains 3131 members Mstep: Class 5 contains 6756 members Mstep: Class 6 contains 4226 members Mstep: Class 7 contains 22594 members Mstep: Class 8 contains 1009 members Mstep: Class 9 contains 580 members Mstep: Class 10 contains 192579 members Mstep: Class 11 contains 14783 members Mstep: Class 12 contains 2202 members Mstep: Class 13 contains 1367 members Mstep: Class 15 contains 2452 members Mstep: Class 16 contains 2973 members Mstep: Class 17 contains 3102 members Mstep: Class 18 contains 2882 members Mstep: Class 19 contains 4136 members Mstep: Class 20 contains 8031 members Entering Unmasked Estep ConsiderDeletion Score: -17639812.000000 Penalty: 10936.086914 Iteration 14Q: 20 clusters Score -1.763981e+07 nChanged 4502 Entering Unmasked Mstep Mstep: Class 0 contains 311 members Mstep: Class 1 contains 10921 members Mstep: Class 2 contains 23319 members Mstep: Class 3 contains 4440 members Mstep: Class 4 contains 3187 members Mstep: Class 5 contains 7011 members Mstep: Class 6 contains 4330 members Mstep: Class 7 contains 22084 members Mstep: Class 8 contains 1011 members Mstep: Class 9 contains 578 members Mstep: Class 10 contains 190740 members Mstep: Class 11 contains 16042 members Mstep: Class 12 contains 2672 members Mstep: Class 13 contains 1350 members Mstep: Class 15 contains 2479 members Mstep: Class 16 contains 2932 members Mstep: Class 17 contains 3166 members Mstep: Class 18 contains 2846 members Mstep: Class 19 contains 4146 members Mstep: Class 20 contains 8257 members Entering Unmasked Estep ConsiderDeletion Score: -17641948.000000 Penalty: 10936.086914 Iteration 15Q: 20 clusters Score -1.764195e+07 nChanged 4474 Entering Unmasked Mstep Mstep: Class 0 contains 311 members Mstep: Class 1 contains 10687 members Mstep: Class 2 contains 23443 members Mstep: Class 3 contains 4542 members Mstep: Class 4 contains 3232 members Mstep: Class 5 contains 7269 members Mstep: Class 6 contains 4413 members Mstep: Class 7 contains 21475 members Mstep: Class 8 contains 1025 members Mstep: Class 9 contains 574 members Mstep: Class 10 contains 188787 members Mstep: Class 11 contains 17367 members Mstep: Class 12 contains 3317 members Mstep: Class 13 contains 1322 members Mstep: Class 15 contains 2507 members Mstep: Class 16 contains 2875 members Mstep: Class 17 contains 3232 members Mstep: Class 18 contains 2805 members Mstep: Class 19 contains 4150 members Mstep: Class 20 contains 8489 members Entering Unmasked Estep ConsiderDeletion Score: -17643658.000000 Penalty: 10936.086914 Iteration 16Q: 20 clusters Score -1.764366e+07 nChanged 4569 Entering Unmasked Mstep Mstep: Class 0 contains 311 members Mstep: Class 1 contains 10475 members Mstep: Class 2 contains 23558 members Mstep: Class 3 contains 4620 members Mstep: Class 4 contains 3261 members Mstep: Class 5 contains 7565 members Mstep: Class 6 contains 4479 members Mstep: Class 7 contains 20770 members Mstep: Class 8 contains 1039 members Mstep: Class 9 contains 570 members Mstep: Class 10 contains 186710 members Mstep: Class 11 contains 18725 members Mstep: Class 12 contains 4163 members Mstep: Class 13 contains 1299 members Mstep: Class 15 contains 2541 members Mstep: Class 16 contains 2818 members Mstep: Class 17 contains 3293 members Mstep: Class 18 contains 2774 members Mstep: Class 19 contains 4154 members Mstep: Class 20 contains 8697 members Entering Unmasked Estep ConsiderDeletion Score: -17645592.000000 Penalty: 10936.086914 Iteration 17Q: 20 clusters Score -1.764559e+07 nChanged 4640 Entering Unmasked Mstep Mstep: Class 0 contains 311 members Mstep: Class 1 contains 10308 members Mstep: Class 2 contains 23662 members Mstep: Class 3 contains 4717 members Mstep: Class 4 contains 3287 members Mstep: Class 5 contains 7837 members Mstep: Class 6 contains 4545 members Mstep: Class 7 contains 20025 members Mstep: Class 8 contains 1050 members Mstep: Class 9 contains 563 members Mstep: Class 10 contains 184583 members Mstep: Class 11 contains 20067 members Mstep: Class 12 contains 5107 members Mstep: Class 13 contains 1263 members Mstep: Class 15 contains 2569 members Mstep: Class 16 contains 2766 members Mstep: Class 17 contains 3339 members Mstep: Class 18 contains 2732 members Mstep: Class 19 contains 4154 members Mstep: Class 20 contains 8937 members Entering Unmasked Estep ConsiderDeletion Score: -17647390.000000 Penalty: 10936.086914 Iteration 18Q: 20 clusters Score -1.764739e+07 nChanged 4564 Entering Unmasked Mstep Mstep: Class 0 contains 311 members Mstep: Class 1 contains 10145 members Mstep: Class 2 contains 23693 members Mstep: Class 3 contains 4809 members Mstep: Class 4 contains 3319 members Mstep: Class 5 contains 8090 members Mstep: Class 6 contains 4566 members Mstep: Class 7 contains 19349 members Mstep: Class 8 contains 1063 members Mstep: Class 9 contains 557 members Mstep: Class 10 contains 182537 members Mstep: Class 11 contains 21354 members Mstep: Class 12 contains 6093 members Mstep: Class 13 contains 1239 members Mstep: Class 15 contains 2595 members Mstep: Class 16 contains 2681 members Mstep: Class 17 contains 3386 members Mstep: Class 18 contains 2698 members Mstep: Class 19 contains 4156 members Mstep: Class 20 contains 9181 members Entering Unmasked Estep ConsiderDeletion Score: -17648860.000000 Penalty: 10936.086914 Iteration 19Q: 20 clusters Score -1.764886e+07 nChanged 4490 Entering Unmasked Mstep Mstep: Class 0 contains 311 members Mstep: Class 1 contains 9988 members Mstep: Class 2 contains 23662 members Mstep: Class 3 contains 4847 members Mstep: Class 4 contains 3339 members Mstep: Class 5 contains 8343 members Mstep: Class 6 contains 4596 members Mstep: Class 7 contains 18702 members Mstep: Class 8 contains 1064 members Mstep: Class 9 contains 556 members Mstep: Class 10 contains 180522 members Mstep: Class 11 contains 22582 members Mstep: Class 12 contains 7207 members Mstep: Class 13 contains 1209 members Mstep: Class 15 contains 2636 members Mstep: Class 16 contains 2590 members Mstep: Class 17 contains 3418 members Mstep: Class 18 contains 2665 members Mstep: Class 19 contains 4163 members Mstep: Class 20 contains 9422 members Entering Unmasked Estep ConsiderDeletion Score: -17651486.000000 Penalty: 10936.086914 Iteration 20F: 20 clusters Score -1.765149e+07 nChanged 4798 Entering Unmasked Mstep Mstep: Class 0 contains 257 members Mstep: Class 1 contains 9840 members Mstep: Class 2 contains 23522 members Mstep: Class 3 contains 4871 members Mstep: Class 4 contains 3362 members Mstep: Class 5 contains 8583 members Mstep: Class 6 contains 4598 members Mstep: Class 7 contains 18048 members Mstep: Class 8 contains 1075 members Mstep: Class 9 contains 582 members Mstep: Class 10 contains 178427 members Mstep: Class 11 contains 23788 members Mstep: Class 12 contains 8630 members Mstep: Class 13 contains 1210 members Mstep: Class 15 contains 2671 members Mstep: Class 16 contains 2487 members Mstep: Class 17 contains 3457 members Mstep: Class 18 contains 2621 members Mstep: Class 19 contains 4151 members Mstep: Class 20 contains 9642 members Entering Unmasked Estep ConsiderDeletion Score: -17653626.000000 Penalty: 10936.086914 Iteration 21Q: 20 clusters Score -1.765363e+07 nChanged 4479 Entering Unmasked Mstep Mstep: Class 0 contains 251 members Mstep: Class 1 contains 9740 members Mstep: Class 2 contains 23270 members Mstep: Class 3 contains 4878 members Mstep: Class 4 contains 3367 members Mstep: Class 5 contains 8777 members Mstep: Class 6 contains 4600 members Mstep: Class 7 contains 17482 members Mstep: Class 8 contains 1079 members Mstep: Class 9 contains 544 members Mstep: Class 10 contains 176440 members Mstep: Class 11 contains 24992 members Mstep: Class 12 contains 10025 members Mstep: Class 13 contains 1216 members Mstep: Class 15 contains 2711 members Mstep: Class 16 contains 2387 members Mstep: Class 17 contains 3498 members Mstep: Class 18 contains 2578 members Mstep: Class 19 contains 4131 members Mstep: Class 20 contains 9856 members Entering Unmasked Estep ConsiderDeletion Score: -17655188.000000 Penalty: 10936.086914 Iteration 22Q: 20 clusters Score -1.765519e+07 nChanged 4399 Entering Unmasked Mstep Mstep: Class 0 contains 250 members Mstep: Class 1 contains 9662 members Mstep: Class 2 contains 22908 members Mstep: Class 3 contains 4877 members Mstep: Class 4 contains 3350 members Mstep: Class 5 contains 8958 members Mstep: Class 6 contains 4612 members Mstep: Class 7 contains 17013 members Mstep: Class 8 contains 1080 members Mstep: Class 9 contains 511 members Mstep: Class 10 contains 174422 members Mstep: Class 11 contains 26255 members Mstep: Class 12 contains 11421 members Mstep: Class 13 contains 1208 members Mstep: Class 15 contains 2755 members Mstep: Class 16 contains 2286 members Mstep: Class 17 contains 3533 members Mstep: Class 18 contains 2521 members Mstep: Class 19 contains 4119 members Mstep: Class 20 contains 10081 members Entering Unmasked Estep ConsiderDeletion Score: -17656584.000000 Penalty: 10936.086914 Iteration 23Q: 20 clusters Score -1.765658e+07 nChanged 4274 Entering Unmasked Mstep Mstep: Class 0 contains 250 members Mstep: Class 1 contains 9598 members Mstep: Class 2 contains 22459 members Mstep: Class 3 contains 4877 members Mstep: Class 4 contains 3357 members Mstep: Class 5 contains 9117 members Mstep: Class 6 contains 4609 members Mstep: Class 7 contains 16651 members Mstep: Class 8 contains 1093 members Mstep: Class 9 contains 484 members Mstep: Class 10 contains 172411 members Mstep: Class 11 contains 27503 members Mstep: Class 12 contains 12796 members Mstep: Class 13 contains 1190 members Mstep: Class 15 contains 2780 members Mstep: Class 16 contains 2195 members Mstep: Class 17 contains 3551 members Mstep: Class 18 contains 2482 members Mstep: Class 19 contains 4108 members Mstep: Class 20 contains 10311 members Entering Unmasked Estep ConsiderDeletion Score: -17657616.000000 Penalty: 10936.086914 Iteration 24Q: 20 clusters Score -1.765762e+07 nChanged 4085 Entering Unmasked Mstep Mstep: Class 0 contains 250 members Mstep: Class 1 contains 9537 members Mstep: Class 2 contains 21967 members Mstep: Class 3 contains 4854 members Mstep: Class 4 contains 3350 members Mstep: Class 5 contains 9236 members Mstep: Class 6 contains 4580 members Mstep: Class 7 contains 16396 members Mstep: Class 8 contains 1100 members Mstep: Class 9 contains 470 members Mstep: Class 10 contains 170542 members Mstep: Class 11 contains 28715 members Mstep: Class 12 contains 14068 members Mstep: Class 13 contains 1172 members Mstep: Class 15 contains 2794 members Mstep: Class 16 contains 2106 members Mstep: Class 17 contains 3566 members Mstep: Class 18 contains 2458 members Mstep: Class 19 contains 4098 members Mstep: Class 20 contains 10563 members Entering Unmasked Estep ConsiderDeletion Score: -17658614.000000 Penalty: 10936.086914 Iteration 25Q: 20 clusters Score -1.765861e+07 nChanged 3971 Entering Unmasked Mstep Mstep: Class 0 contains 250 members Mstep: Class 1 contains 9468 members Mstep: Class 2 contains 21427 members Mstep: Class 3 contains 4853 members Mstep: Class 4 contains 3340 members Mstep: Class 5 contains 9399 members Mstep: Class 6 contains 4548 members Mstep: Class 7 contains 16232 members Mstep: Class 8 contains 1106 members Mstep: Class 9 contains 455 members Mstep: Class 10 contains 168712 members Mstep: Class 11 contains 29884 members Mstep: Class 12 contains 15297 members Mstep: Class 13 contains 1136 members Mstep: Class 15 contains 2777 members Mstep: Class 16 contains 2019 members Mstep: Class 17 contains 3611 members Mstep: Class 18 contains 2421 members Mstep: Class 19 contains 4096 members Mstep: Class 20 contains 10791 members Entering Unmasked Estep ConsiderDeletion Score: -17659394.000000 Penalty: 10936.086914 Iteration 26Q: 20 clusters Score -1.765939e+07 nChanged 3853 Entering Unmasked Mstep Mstep: Class 0 contains 250 members Mstep: Class 1 contains 9430 members Mstep: Class 2 contains 20839 members Mstep: Class 3 contains 4869 members Mstep: Class 4 contains 3326 members Mstep: Class 5 contains 9573 members Mstep: Class 6 contains 4502 members Mstep: Class 7 contains 16154 members Mstep: Class 8 contains 1113 members Mstep: Class 9 contains 442 members Mstep: Class 10 contains 166914 members Mstep: Class 11 contains 31035 members Mstep: Class 12 contains 16447 members Mstep: Class 13 contains 1090 members Mstep: Class 15 contains 2771 members Mstep: Class 16 contains 1934 members Mstep: Class 17 contains 3655 members Mstep: Class 18 contains 2372 members Mstep: Class 19 contains 4097 members Mstep: Class 20 contains 11009 members Entering Unmasked Estep ConsiderDeletion Score: -17660152.000000 Penalty: 10936.086914 Iteration 27Q: 20 clusters Score -1.766015e+07 nChanged 3494 Entering Unmasked Mstep Mstep: Class 0 contains 250 members Mstep: Class 1 contains 9401 members Mstep: Class 2 contains 20267 members Mstep: Class 3 contains 4899 members Mstep: Class 4 contains 3316 members Mstep: Class 5 contains 9718 members Mstep: Class 6 contains 4496 members Mstep: Class 7 contains 16150 members Mstep: Class 8 contains 1117 members Mstep: Class 9 contains 440 members Mstep: Class 10 contains 165381 members Mstep: Class 11 contains 32034 members Mstep: Class 12 contains 17418 members Mstep: Class 13 contains 1051 members Mstep: Class 15 contains 2759 members Mstep: Class 16 contains 1832 members Mstep: Class 17 contains 3694 members Mstep: Class 18 contains 2313 members Mstep: Class 19 contains 4091 members Mstep: Class 20 contains 11195 members Entering Unmasked Estep ConsiderDeletion Score: -17660876.000000 Penalty: 10936.086914 Iteration 28Q: 20 clusters Score -1.766088e+07 nChanged 3565 Entering Unmasked Mstep Mstep: Class 0 contains 250 members Mstep: Class 1 contains 9366 members Mstep: Class 2 contains 19660 members Mstep: Class 3 contains 4916 members Mstep: Class 4 contains 3294 members Mstep: Class 5 contains 9901 members Mstep: Class 6 contains 4487 members Mstep: Class 7 contains 16198 members Mstep: Class 8 contains 1118 members Mstep: Class 9 contains 438 members Mstep: Class 10 contains 163789 members Mstep: Class 11 contains 33086 members Mstep: Class 12 contains 18350 members Mstep: Class 13 contains 1019 members Mstep: Class 15 contains 2754 members Mstep: Class 16 contains 1741 members Mstep: Class 17 contains 3735 members Mstep: Class 18 contains 2276 members Mstep: Class 19 contains 4093 members Mstep: Class 20 contains 11351 members Entering Unmasked Estep ConsiderDeletion Score: -17661592.000000 Penalty: 10936.086914 Iteration 29Q: 20 clusters Score -1.766159e+07 nChanged 3487 Entering Unmasked Mstep Mstep: Class 0 contains 249 members Mstep: Class 1 contains 9332 members Mstep: Class 2 contains 19059 members Mstep: Class 3 contains 4963 members Mstep: Class 4 contains 3268 members Mstep: Class 5 contains 10066 members Mstep: Class 6 contains 4489 members Mstep: Class 7 contains 16252 members Mstep: Class 8 contains 1117 members Mstep: Class 9 contains 435 members Mstep: Class 10 contains 162296 members Mstep: Class 11 contains 34078 members Mstep: Class 12 contains 19226 members Mstep: Class 13 contains 997 members Mstep: Class 15 contains 2758 members Mstep: Class 16 contains 1659 members Mstep: Class 17 contains 3746 members Mstep: Class 18 contains 2204 members Mstep: Class 19 contains 4101 members Mstep: Class 20 contains 11527 members Entering Unmasked Estep ConsiderDeletion Score: -17662152.000000 Penalty: 10936.086914 Iteration 30Q: 20 clusters Score -1.766215e+07 nChanged 3524 Entering Unmasked Mstep Mstep: Class 0 contains 249 members Mstep: Class 1 contains 9303 members Mstep: Class 2 contains 18452 members Mstep: Class 3 contains 5036 members Mstep: Class 4 contains 3231 members Mstep: Class 5 contains 10202 members Mstep: Class 6 contains 4474 members Mstep: Class 7 contains 16335 members Mstep: Class 8 contains 1129 members Mstep: Class 9 contains 433 members Mstep: Class 10 contains 160847 members Mstep: Class 11 contains 35051 members Mstep: Class 12 contains 20065 members Mstep: Class 13 contains 976 members Mstep: Class 15 contains 2770 members Mstep: Class 16 contains 1605 members Mstep: Class 17 contains 3751 members Mstep: Class 18 contains 2122 members Mstep: Class 19 contains 4097 members Mstep: Class 20 contains 11694 members Entering Unmasked Estep ConsiderDeletion Score: -17662528.000000 Penalty: 10936.086914 Iteration 31Q: 20 clusters Score -1.766253e+07 nChanged 3491 Entering Unmasked Mstep Mstep: Class 0 contains 249 members Mstep: Class 1 contains 9281 members Mstep: Class 2 contains 17853 members Mstep: Class 3 contains 5098 members Mstep: Class 4 contains 3213 members Mstep: Class 5 contains 10318 members Mstep: Class 6 contains 4486 members Mstep: Class 7 contains 16443 members Mstep: Class 8 contains 1129 members Mstep: Class 9 contains 434 members Mstep: Class 10 contains 159489 members Mstep: Class 11 contains 35970 members Mstep: Class 12 contains 20855 members Mstep: Class 13 contains 963 members Mstep: Class 15 contains 2772 members Mstep: Class 16 contains 1561 members Mstep: Class 17 contains 3754 members Mstep: Class 18 contains 2053 members Mstep: Class 19 contains 4096 members Mstep: Class 20 contains 11805 members Entering Unmasked Estep ConsiderDeletion Score: -17662948.000000 Penalty: 10936.086914 Iteration 32Q: 20 clusters Score -1.766295e+07 nChanged 3380 Entering Unmasked Mstep Mstep: Class 0 contains 249 members Mstep: Class 1 contains 9277 members Mstep: Class 2 contains 17258 members Mstep: Class 3 contains 5161 members Mstep: Class 4 contains 3198 members Mstep: Class 5 contains 10435 members Mstep: Class 6 contains 4537 members Mstep: Class 7 contains 16550 members Mstep: Class 8 contains 1129 members Mstep: Class 9 contains 434 members Mstep: Class 10 contains 158097 members Mstep: Class 11 contains 36905 members Mstep: Class 12 contains 21587 members Mstep: Class 13 contains 954 members Mstep: Class 15 contains 2780 members Mstep: Class 16 contains 1526 members Mstep: Class 17 contains 3756 members Mstep: Class 18 contains 2021 members Mstep: Class 19 contains 4090 members Mstep: Class 20 contains 11878 members Entering Unmasked Estep ConsiderDeletion Score: -17663366.000000 Penalty: 10936.086914 Iteration 33Q: 20 clusters Score -1.766337e+07 nChanged 3205 Entering Unmasked Mstep Mstep: Class 0 contains 249 members Mstep: Class 1 contains 9296 members Mstep: Class 2 contains 16693 members Mstep: Class 3 contains 5221 members Mstep: Class 4 contains 3217 members Mstep: Class 5 contains 10549 members Mstep: Class 6 contains 4594 members Mstep: Class 7 contains 16685 members Mstep: Class 8 contains 1132 members Mstep: Class 9 contains 434 members Mstep: Class 10 contains 156741 members Mstep: Class 11 contains 37749 members Mstep: Class 12 contains 22248 members Mstep: Class 13 contains 948 members Mstep: Class 15 contains 2782 members Mstep: Class 16 contains 1502 members Mstep: Class 17 contains 3755 members Mstep: Class 18 contains 2013 members Mstep: Class 19 contains 4088 members Mstep: Class 20 contains 11926 members Entering Unmasked Estep ConsiderDeletion Score: -17663912.000000 Penalty: 10936.086914 Iteration 34Q: 20 clusters Score -1.766391e+07 nChanged 3169 Entering Unmasked Mstep Mstep: Class 0 contains 249 members Mstep: Class 1 contains 9317 members Mstep: Class 2 contains 16139 members Mstep: Class 3 contains 5269 members Mstep: Class 4 contains 3198 members Mstep: Class 5 contains 10693 members Mstep: Class 6 contains 4679 members Mstep: Class 7 contains 16824 members Mstep: Class 8 contains 1137 members Mstep: Class 9 contains 433 members Mstep: Class 10 contains 155310 members Mstep: Class 11 contains 38607 members Mstep: Class 12 contains 22963 members Mstep: Class 13 contains 947 members Mstep: Class 15 contains 2776 members Mstep: Class 16 contains 1482 members Mstep: Class 17 contains 3755 members Mstep: Class 18 contains 2027 members Mstep: Class 19 contains 4087 members Mstep: Class 20 contains 11930 members Entering Unmasked Estep ConsiderDeletion Score: -17664306.000000 Penalty: 10936.086914 Iteration 35Q: 20 clusters Score -1.766431e+07 nChanged 3011 Entering Unmasked Mstep Mstep: Class 0 contains 249 members Mstep: Class 1 contains 9380 members Mstep: Class 2 contains 15620 members Mstep: Class 3 contains 5320 members Mstep: Class 4 contains 3164 members Mstep: Class 5 contains 10846 members Mstep: Class 6 contains 4764 members Mstep: Class 7 contains 16957 members Mstep: Class 8 contains 1142 members Mstep: Class 9 contains 434 members Mstep: Class 10 contains 153926 members Mstep: Class 11 contains 39403 members Mstep: Class 12 contains 23615 members Mstep: Class 13 contains 947 members Mstep: Class 15 contains 2776 members Mstep: Class 16 contains 1456 members Mstep: Class 17 contains 3768 members Mstep: Class 18 contains 2058 members Mstep: Class 19 contains 4086 members Mstep: Class 20 contains 11911 members Entering Unmasked Estep ConsiderDeletion Score: -17664806.000000 Penalty: 10936.086914 Iteration 36Q: 20 clusters Score -1.766481e+07 nChanged 2970 Entering Unmasked Mstep Mstep: Class 0 contains 249 members Mstep: Class 1 contains 9469 members Mstep: Class 2 contains 15127 members Mstep: Class 3 contains 5357 members Mstep: Class 4 contains 3107 members Mstep: Class 5 contains 10994 members Mstep: Class 6 contains 4877 members Mstep: Class 7 contains 17095 members Mstep: Class 8 contains 1147 members Mstep: Class 9 contains 434 members Mstep: Class 10 contains 152530 members Mstep: Class 11 contains 40210 members Mstep: Class 12 contains 24240 members Mstep: Class 13 contains 951 members Mstep: Class 15 contains 2778 members Mstep: Class 16 contains 1428 members Mstep: Class 17 contains 3785 members Mstep: Class 18 contains 2103 members Mstep: Class 19 contains 4093 members Mstep: Class 20 contains 11848 members Entering Unmasked Estep ConsiderDeletion Score: -17665222.000000 Penalty: 10936.086914 Iteration 37Q: 20 clusters Score -1.766522e+07 nChanged 2850 Entering Unmasked Mstep Mstep: Class 0 contains 249 members Mstep: Class 1 contains 9577 members Mstep: Class 2 contains 14679 members Mstep: Class 3 contains 5401 members Mstep: Class 4 contains 3029 members Mstep: Class 5 contains 11157 members Mstep: Class 6 contains 4951 members Mstep: Class 7 contains 17237 members Mstep: Class 8 contains 1151 members Mstep: Class 9 contains 433 members Mstep: Class 10 contains 151102 members Mstep: Class 11 contains 41062 members Mstep: Class 12 contains 24813 members Mstep: Class 13 contains 962 members Mstep: Class 15 contains 2782 members Mstep: Class 16 contains 1405 members Mstep: Class 17 contains 3799 members Mstep: Class 18 contains 2129 members Mstep: Class 19 contains 4090 members Mstep: Class 20 contains 11814 members Entering Unmasked Estep ConsiderDeletion Score: -17665788.000000 Penalty: 10936.086914 Iteration 38Q: 20 clusters Score -1.766579e+07 nChanged 2568 Entering ConstructFrom: Score: -17665788.000000 Penalty: 10936.086914 Entering ConstructFrom: Trying to split cluster 1 (9703 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9703 members Entering Unmasked Estep Score: -584008.625000 Penalty: 417.698639 Iteration 0F: 2 clusters Score -584008.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4875 members Mstep: Class 2 contains 4828 members Entering Unmasked Estep Score: -577489.312500 Penalty: 835.397278 Iteration 0F: 3 clusters Score -577489.3 nChanged 4509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5286 members Mstep: Class 2 contains 4417 members Entering Unmasked Estep Score: -580528.812500 Penalty: 835.397278 Iteration 1F: 3 clusters Score -580528.8 nChanged 945 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5733 members Mstep: Class 2 contains 3970 members Entering Unmasked Estep Score: -581331.062500 Penalty: 835.397278 Iteration 2F: 3 clusters Score -581331.1 nChanged 962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6269 members Mstep: Class 2 contains 3434 members Entering Unmasked Estep Score: -582119.875000 Penalty: 835.397278 Iteration 3F: 3 clusters Score -582119.9 nChanged 740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6669 members Mstep: Class 2 contains 3034 members Entering Unmasked Estep Score: -582693.125000 Penalty: 835.397278 Iteration 4F: 3 clusters Score -582693.1 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6923 members Mstep: Class 2 contains 2780 members Entering Unmasked Estep Score: -583111.250000 Penalty: 835.397278 Iteration 5F: 3 clusters Score -583111.2 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7071 members Mstep: Class 2 contains 2632 members Entering Unmasked Estep Score: -583412.437500 Penalty: 835.397278 Iteration 6Q: 3 clusters Score -583412.4 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7168 members Mstep: Class 2 contains 2535 members Entering Unmasked Estep Score: -583615.875000 Penalty: 835.397278 Iteration 7Q: 3 clusters Score -583615.9 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7249 members Mstep: Class 2 contains 2454 members Entering Unmasked Estep Score: -583676.750000 Penalty: 835.397278 Iteration 8Q: 3 clusters Score -583676.8 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7319 members Mstep: Class 2 contains 2384 members Entering Unmasked Estep Score: -583707.812500 Penalty: 835.397278 Iteration 9Q: 3 clusters Score -583707.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7374 members Mstep: Class 2 contains 2329 members Entering Unmasked Estep Score: -583722.437500 Penalty: 835.397278 Iteration 10Q: 3 clusters Score -583722.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7415 members Mstep: Class 2 contains 2288 members Entering Unmasked Estep Score: -583734.750000 Penalty: 835.397278 Iteration 11Q: 3 clusters Score -583734.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7461 members Mstep: Class 2 contains 2242 members Entering Unmasked Estep Score: -583747.062500 Penalty: 835.397278 Iteration 12Q: 3 clusters Score -583747.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7499 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -583755.062500 Penalty: 835.397278 Iteration 13Q: 3 clusters Score -583755.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7542 members Mstep: Class 2 contains 2161 members Entering Unmasked Estep Score: -583767.812500 Penalty: 835.397278 Iteration 14Q: 3 clusters Score -583767.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7590 members Mstep: Class 2 contains 2113 members Entering Unmasked Estep Score: -583779.187500 Penalty: 835.397278 Iteration 15Q: 3 clusters Score -583779.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7626 members Mstep: Class 2 contains 2077 members Entering Unmasked Estep Score: -583781.812500 Penalty: 835.397278 Iteration 16Q: 3 clusters Score -583781.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7657 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -583786.562500 Penalty: 835.397278 Iteration 17Q: 3 clusters Score -583786.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7683 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -583789.562500 Penalty: 835.397278 Iteration 18Q: 3 clusters Score -583789.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7706 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -583791.562500 Penalty: 835.397278 Iteration 19Q: 3 clusters Score -583791.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7722 members Mstep: Class 2 contains 1981 members Entering Unmasked Estep Score: -583794.000000 Penalty: 835.397278 Iteration 20F: 3 clusters Score -583794 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7741 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -583796.500000 Penalty: 835.397278 Iteration 21Q: 3 clusters Score -583796.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7750 members Mstep: Class 2 contains 1953 members Entering Unmasked Estep Score: -583796.375000 Penalty: 835.397278 Iteration 22Q: 3 clusters Score -583796.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7754 members Mstep: Class 2 contains 1949 members Entering Unmasked Estep Score: -583797.937500 Penalty: 835.397278 Iteration 23Q: 3 clusters Score -583797.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7761 members Mstep: Class 2 contains 1942 members Entering Unmasked Estep Score: -583797.937500 Penalty: 835.397278 Iteration 24Q: 3 clusters Score -583797.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7769 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -583799.375000 Penalty: 835.397278 Iteration 25Q: 3 clusters Score -583799.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7783 members Mstep: Class 2 contains 1920 members Entering Unmasked Estep Score: -583802.437500 Penalty: 835.397278 Iteration 26Q: 3 clusters Score -583802.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7794 members Mstep: Class 2 contains 1909 members Entering Unmasked Estep Score: -583801.875000 Penalty: 835.397278 Iteration 27Q: 3 clusters Score -583801.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7804 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -583802.812500 Penalty: 835.397278 Iteration 28Q: 3 clusters Score -583802.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7812 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -583803.000000 Penalty: 835.397278 Iteration 29Q: 3 clusters Score -583803 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7818 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -583804.687500 Penalty: 835.397278 Iteration 30Q: 3 clusters Score -583804.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7827 members Mstep: Class 2 contains 1876 members Entering Unmasked Estep Score: -583805.687500 Penalty: 835.397278 Iteration 31Q: 3 clusters Score -583805.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7831 members Mstep: Class 2 contains 1872 members Entering Unmasked Estep Score: -583804.500000 Penalty: 835.397278 Iteration 32Q: 3 clusters Score -583804.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7833 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -583805.750000 Penalty: 835.397278 Iteration 33Q: 3 clusters Score -583805.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7838 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -583805.500000 Penalty: 835.397278 Iteration 34Q: 3 clusters Score -583805.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7842 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -583806.000000 Penalty: 835.397278 Iteration 35Q: 3 clusters Score -583806 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7845 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -583806.187500 Penalty: 835.397278 Iteration 36Q: 3 clusters Score -583806.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7847 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -583805.562500 Penalty: 835.397278 Iteration 37Q: 3 clusters Score -583805.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7850 members Mstep: Class 2 contains 1853 members Entering Unmasked Estep Score: -583806.312500 Penalty: 835.397278 Iteration 38Q: 3 clusters Score -583806.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7850 members Mstep: Class 2 contains 1853 members Entering Unmasked Estep Score: -583806.312500 Penalty: 835.397278 Iteration 39F: 3 clusters Score -583806.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (14316 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14316 members Entering Unmasked Estep Score: -860242.687500 Penalty: 435.395538 Iteration 0F: 2 clusters Score -860242.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7175 members Mstep: Class 2 contains 7141 members Entering Unmasked Estep Score: -850712.875000 Penalty: 870.791077 Iteration 0F: 3 clusters Score -850712.9 nChanged 6744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7721 members Mstep: Class 2 contains 6595 members Entering Unmasked Estep Score: -854799.937500 Penalty: 870.791077 Iteration 1F: 3 clusters Score -854799.9 nChanged 879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8152 members Mstep: Class 2 contains 6164 members Entering Unmasked Estep Score: -855258.375000 Penalty: 870.791077 Iteration 2F: 3 clusters Score -855258.4 nChanged 936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8712 members Mstep: Class 2 contains 5604 members Entering Unmasked Estep Score: -855789.000000 Penalty: 870.791077 Iteration 3F: 3 clusters Score -855789 nChanged 897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9313 members Mstep: Class 2 contains 5003 members Entering Unmasked Estep Score: -856386.875000 Penalty: 870.791077 Iteration 4F: 3 clusters Score -856386.9 nChanged 898 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9987 members Mstep: Class 2 contains 4329 members Entering Unmasked Estep Score: -857122.062500 Penalty: 870.791077 Iteration 5F: 3 clusters Score -857122.1 nChanged 796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10629 members Mstep: Class 2 contains 3687 members Entering Unmasked Estep Score: -857897.187500 Penalty: 870.791077 Iteration 6F: 3 clusters Score -857897.2 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11107 members Mstep: Class 2 contains 3209 members Entering Unmasked Estep Score: -858527.625000 Penalty: 870.791077 Iteration 7Q: 3 clusters Score -858527.6 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11450 members Mstep: Class 2 contains 2866 members Entering Unmasked Estep Score: -858910.312500 Penalty: 870.791077 Iteration 8Q: 3 clusters Score -858910.3 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11657 members Mstep: Class 2 contains 2659 members Entering Unmasked Estep Score: -859021.187500 Penalty: 870.791077 Iteration 9Q: 3 clusters Score -859021.2 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11834 members Mstep: Class 2 contains 2482 members Entering Unmasked Estep Score: -859098.625000 Penalty: 870.791077 Iteration 10Q: 3 clusters Score -859098.6 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11984 members Mstep: Class 2 contains 2332 members Entering Unmasked Estep Score: -859160.500000 Penalty: 870.791077 Iteration 11Q: 3 clusters Score -859160.5 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12129 members Mstep: Class 2 contains 2187 members Entering Unmasked Estep Score: -859220.875000 Penalty: 870.791077 Iteration 12Q: 3 clusters Score -859220.9 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12282 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -859285.562500 Penalty: 870.791077 Iteration 13Q: 3 clusters Score -859285.6 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12438 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -859353.937500 Penalty: 870.791077 Iteration 14Q: 3 clusters Score -859353.9 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12583 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -859408.312500 Penalty: 870.791077 Iteration 15Q: 3 clusters Score -859408.3 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12690 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -859444.812500 Penalty: 870.791077 Iteration 16Q: 3 clusters Score -859444.8 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12772 members Mstep: Class 2 contains 1544 members Entering Unmasked Estep Score: -859475.937500 Penalty: 870.791077 Iteration 17Q: 3 clusters Score -859475.9 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12860 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -859509.875000 Penalty: 870.791077 Iteration 18Q: 3 clusters Score -859509.9 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12935 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -859537.625000 Penalty: 870.791077 Iteration 19Q: 3 clusters Score -859537.6 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13005 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -859563.437500 Penalty: 870.791077 Iteration 20F: 3 clusters Score -859563.4 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13073 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -859590.562500 Penalty: 870.791077 Iteration 21Q: 3 clusters Score -859590.6 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13136 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -859607.687500 Penalty: 870.791077 Iteration 22Q: 3 clusters Score -859607.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13184 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -859623.125000 Penalty: 870.791077 Iteration 23Q: 3 clusters Score -859623.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13241 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -859644.125000 Penalty: 870.791077 Iteration 24Q: 3 clusters Score -859644.1 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13307 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -859666.437500 Penalty: 870.791077 Iteration 25Q: 3 clusters Score -859666.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13360 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -859689.812500 Penalty: 870.791077 Iteration 26Q: 3 clusters Score -859689.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13407 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -859706.625000 Penalty: 870.791077 Iteration 27Q: 3 clusters Score -859706.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13450 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -859724.250000 Penalty: 870.791077 Iteration 28Q: 3 clusters Score -859724.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13495 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -859738.250000 Penalty: 870.791077 Iteration 29Q: 3 clusters Score -859738.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13534 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -859749.062500 Penalty: 870.791077 Iteration 30Q: 3 clusters Score -859749.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13574 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -859758.875000 Penalty: 870.791077 Iteration 31Q: 3 clusters Score -859758.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13608 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -859769.125000 Penalty: 870.791077 Iteration 32Q: 3 clusters Score -859769.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13642 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -859781.187500 Penalty: 870.791077 Iteration 33Q: 3 clusters Score -859781.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13675 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -859789.562500 Penalty: 870.791077 Iteration 34Q: 3 clusters Score -859789.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13701 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -859796.375000 Penalty: 870.791077 Iteration 35Q: 3 clusters Score -859796.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13723 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -859800.125000 Penalty: 870.791077 Iteration 36Q: 3 clusters Score -859800.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13738 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -859802.250000 Penalty: 870.791077 Iteration 37Q: 3 clusters Score -859802.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13753 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -859807.187500 Penalty: 870.791077 Iteration 38Q: 3 clusters Score -859807.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13765 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -859808.000000 Penalty: 870.791077 Iteration 39Q: 3 clusters Score -859808 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13781 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -859812.437500 Penalty: 870.791077 Iteration 40F: 3 clusters Score -859812.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13799 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -859815.750000 Penalty: 870.791077 Iteration 41Q: 3 clusters Score -859815.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13810 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -859818.687500 Penalty: 870.791077 Iteration 42Q: 3 clusters Score -859818.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13826 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -859823.812500 Penalty: 870.791077 Iteration 43Q: 3 clusters Score -859823.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13837 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -859826.562500 Penalty: 870.791077 Iteration 44Q: 3 clusters Score -859826.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13846 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -859828.687500 Penalty: 870.791077 Iteration 45Q: 3 clusters Score -859828.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13854 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -859830.312500 Penalty: 870.791077 Iteration 46Q: 3 clusters Score -859830.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13864 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -859832.500000 Penalty: 870.791077 Iteration 47Q: 3 clusters Score -859832.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13871 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -859833.250000 Penalty: 870.791077 Iteration 48Q: 3 clusters Score -859833.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13876 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -859835.687500 Penalty: 870.791077 Iteration 49Q: 3 clusters Score -859835.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13886 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -859840.000000 Penalty: 870.791077 Iteration 50Q: 3 clusters Score -859840 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13892 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -859841.312500 Penalty: 870.791077 Iteration 51Q: 3 clusters Score -859841.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13899 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -859842.000000 Penalty: 870.791077 Iteration 52Q: 3 clusters Score -859842 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13904 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -859843.562500 Penalty: 870.791077 Iteration 53Q: 3 clusters Score -859843.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13907 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -859844.250000 Penalty: 870.791077 Iteration 54Q: 3 clusters Score -859844.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13910 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -859844.625000 Penalty: 870.791077 Iteration 55Q: 3 clusters Score -859844.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13912 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -859845.750000 Penalty: 870.791077 Iteration 56Q: 3 clusters Score -859845.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13912 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -859845.750000 Penalty: 870.791077 Iteration 57F: 3 clusters Score -859845.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (5443 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5443 members Entering Unmasked Estep Score: -258175.609375 Penalty: 391.394928 Iteration 0F: 2 clusters Score -258175.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Mstep: Class 2 contains 2698 members Entering Unmasked Estep Score: -254551.500000 Penalty: 782.789856 Iteration 0F: 3 clusters Score -254551.5 nChanged 2484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3101 members Mstep: Class 2 contains 2342 members Entering Unmasked Estep Score: -256245.609375 Penalty: 782.789856 Iteration 1F: 3 clusters Score -256245.6 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3257 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -256548.937500 Penalty: 782.789856 Iteration 2F: 3 clusters Score -256548.9 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3401 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -256786.593750 Penalty: 782.789856 Iteration 3F: 3 clusters Score -256786.6 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3529 members Mstep: Class 2 contains 1914 members Entering Unmasked Estep Score: -256936.640625 Penalty: 782.789856 Iteration 4F: 3 clusters Score -256936.6 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3660 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -257046.937500 Penalty: 782.789856 Iteration 5Q: 3 clusters Score -257046.9 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3788 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -257131.093750 Penalty: 782.789856 Iteration 6Q: 3 clusters Score -257131.1 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3927 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -257211.203125 Penalty: 782.789856 Iteration 7Q: 3 clusters Score -257211.2 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4068 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -257285.921875 Penalty: 782.789856 Iteration 8Q: 3 clusters Score -257285.9 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4200 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -257350.078125 Penalty: 782.789856 Iteration 9Q: 3 clusters Score -257350.1 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4317 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -257404.078125 Penalty: 782.789856 Iteration 10Q: 3 clusters Score -257404.1 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4447 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -257470.046875 Penalty: 782.789856 Iteration 11Q: 3 clusters Score -257470 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4582 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -257541.609375 Penalty: 782.789856 Iteration 12Q: 3 clusters Score -257541.6 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4712 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -257611.765625 Penalty: 782.789856 Iteration 13Q: 3 clusters Score -257611.8 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4833 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -257679.156250 Penalty: 782.789856 Iteration 14Q: 3 clusters Score -257679.2 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4948 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -257744.453125 Penalty: 782.789856 Iteration 15Q: 3 clusters Score -257744.5 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5047 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -257803.171875 Penalty: 782.789856 Iteration 16Q: 3 clusters Score -257803.2 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5133 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -257855.546875 Penalty: 782.789856 Iteration 17Q: 3 clusters Score -257855.5 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5199 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -257897.171875 Penalty: 782.789856 Iteration 18Q: 3 clusters Score -257897.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5252 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -257931.765625 Penalty: 782.789856 Iteration 19Q: 3 clusters Score -257931.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5280 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -257970.109375 Penalty: 782.789856 Iteration 20F: 3 clusters Score -257970.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5299 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -257998.312500 Penalty: 782.789856 Iteration 21Q: 3 clusters Score -257998.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5315 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -258010.156250 Penalty: 782.789856 Iteration 22Q: 3 clusters Score -258010.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5325 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -258015.515625 Penalty: 782.789856 Iteration 23Q: 3 clusters Score -258015.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5331 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -258018.656250 Penalty: 782.789856 Iteration 24Q: 3 clusters Score -258018.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5339 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -258021.421875 Penalty: 782.789856 Iteration 25Q: 3 clusters Score -258021.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5343 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -258022.718750 Penalty: 782.789856 Iteration 26Q: 3 clusters Score -258022.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5345 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -258023.625000 Penalty: 782.789856 Iteration 27Q: 3 clusters Score -258023.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5346 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -258023.671875 Penalty: 782.789856 Iteration 28Q: 3 clusters Score -258023.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5346 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -258025.203125 Penalty: 782.789856 Iteration 29F: 3 clusters Score -258025.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5345 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -258028.859375 Penalty: 782.789856 Iteration 30Q: 3 clusters Score -258028.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5344 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -258033.531250 Penalty: 782.789856 Iteration 31Q: 3 clusters Score -258033.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5343 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -258034.859375 Penalty: 782.789856 Iteration 32Q: 3 clusters Score -258034.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5343 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -258035.906250 Penalty: 782.789856 Iteration 33Q: 3 clusters Score -258035.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5343 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -258036.734375 Penalty: 782.789856 Iteration 34Q: 3 clusters Score -258036.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5343 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -258036.734375 Penalty: 782.789856 Iteration 35F: 3 clusters Score -258036.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2916 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2916 members Entering Unmasked Estep Score: -175549.750000 Penalty: 362.997559 Iteration 0F: 2 clusters Score -175549.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -173492.000000 Penalty: 725.995117 Iteration 0F: 3 clusters Score -173492 nChanged 1280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -174193.390625 Penalty: 725.995117 Iteration 1F: 3 clusters Score -174193.4 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -174310.906250 Penalty: 725.995117 Iteration 2F: 3 clusters Score -174310.9 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -174408.765625 Penalty: 725.995117 Iteration 3F: 3 clusters Score -174408.8 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -174492.156250 Penalty: 725.995117 Iteration 4F: 3 clusters Score -174492.2 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1799 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -174577.375000 Penalty: 725.995117 Iteration 5Q: 3 clusters Score -174577.4 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -174655.484375 Penalty: 725.995117 Iteration 6Q: 3 clusters Score -174655.5 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1997 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -174719.546875 Penalty: 725.995117 Iteration 7Q: 3 clusters Score -174719.5 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2095 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -174780.343750 Penalty: 725.995117 Iteration 8Q: 3 clusters Score -174780.3 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2197 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -174843.937500 Penalty: 725.995117 Iteration 9Q: 3 clusters Score -174843.9 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2297 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -174909.046875 Penalty: 725.995117 Iteration 10Q: 3 clusters Score -174909 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2388 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -174963.953125 Penalty: 725.995117 Iteration 11Q: 3 clusters Score -174964 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2481 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -175022.875000 Penalty: 725.995117 Iteration 12Q: 3 clusters Score -175022.9 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2561 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -175075.703125 Penalty: 725.995117 Iteration 13Q: 3 clusters Score -175075.7 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2617 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -175114.562500 Penalty: 725.995117 Iteration 14Q: 3 clusters Score -175114.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2648 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -175139.796875 Penalty: 725.995117 Iteration 15Q: 3 clusters Score -175139.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2681 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -175162.671875 Penalty: 725.995117 Iteration 16Q: 3 clusters Score -175162.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2700 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -175181.531250 Penalty: 725.995117 Iteration 17Q: 3 clusters Score -175181.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2720 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -175203.296875 Penalty: 725.995117 Iteration 18Q: 3 clusters Score -175203.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2742 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -175219.562500 Penalty: 725.995117 Iteration 19Q: 3 clusters Score -175219.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2752 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -175226.328125 Penalty: 725.995117 Iteration 20F: 3 clusters Score -175226.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2756 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -175230.140625 Penalty: 725.995117 Iteration 21Q: 3 clusters Score -175230.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2760 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -175232.953125 Penalty: 725.995117 Iteration 22Q: 3 clusters Score -175233 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2764 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -175241.156250 Penalty: 725.995117 Iteration 23Q: 3 clusters Score -175241.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2769 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -175249.031250 Penalty: 725.995117 Iteration 24Q: 3 clusters Score -175249 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2771 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -175254.625000 Penalty: 725.995117 Iteration 25Q: 3 clusters Score -175254.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2768 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -175255.750000 Penalty: 725.995117 Iteration 26Q: 3 clusters Score -175255.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2768 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -175257.234375 Penalty: 725.995117 Iteration 27Q: 3 clusters Score -175257.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2768 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -175258.156250 Penalty: 725.995117 Iteration 28Q: 3 clusters Score -175258.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2769 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -175258.531250 Penalty: 725.995117 Iteration 29Q: 3 clusters Score -175258.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2769 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -175258.531250 Penalty: 725.995117 Iteration 30F: 3 clusters Score -175258.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (11311 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11311 members Entering Unmasked Estep Score: -632923.187500 Penalty: 424.675690 Iteration 0F: 2 clusters Score -632923.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5643 members Mstep: Class 2 contains 5668 members Entering Unmasked Estep Score: -625395.500000 Penalty: 849.351379 Iteration 0F: 3 clusters Score -625395.5 nChanged 5254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5287 members Mstep: Class 2 contains 6024 members Entering Unmasked Estep Score: -628407.375000 Penalty: 849.351379 Iteration 1F: 3 clusters Score -628407.4 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5134 members Mstep: Class 2 contains 6177 members Entering Unmasked Estep Score: -628586.187500 Penalty: 849.351379 Iteration 2Q: 3 clusters Score -628586.2 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4975 members Mstep: Class 2 contains 6336 members Entering Unmasked Estep Score: -628773.562500 Penalty: 849.351379 Iteration 3Q: 3 clusters Score -628773.6 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4774 members Mstep: Class 2 contains 6537 members Entering Unmasked Estep Score: -629023.125000 Penalty: 849.351379 Iteration 4Q: 3 clusters Score -629023.1 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4485 members Mstep: Class 2 contains 6826 members Entering Unmasked Estep Score: -629406.437500 Penalty: 849.351379 Iteration 5F: 3 clusters Score -629406.4 nChanged 668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4143 members Mstep: Class 2 contains 7168 members Entering Unmasked Estep Score: -629916.500000 Penalty: 849.351379 Iteration 6F: 3 clusters Score -629916.5 nChanged 655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3780 members Mstep: Class 2 contains 7531 members Entering Unmasked Estep Score: -630456.562500 Penalty: 849.351379 Iteration 7F: 3 clusters Score -630456.6 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3429 members Mstep: Class 2 contains 7882 members Entering Unmasked Estep Score: -630935.687500 Penalty: 849.351379 Iteration 8F: 3 clusters Score -630935.7 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3107 members Mstep: Class 2 contains 8204 members Entering Unmasked Estep Score: -631326.062500 Penalty: 849.351379 Iteration 9Q: 3 clusters Score -631326.1 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2846 members Mstep: Class 2 contains 8465 members Entering Unmasked Estep Score: -631687.000000 Penalty: 849.351379 Iteration 10Q: 3 clusters Score -631687 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2669 members Mstep: Class 2 contains 8642 members Entering Unmasked Estep Score: -631892.000000 Penalty: 849.351379 Iteration 11Q: 3 clusters Score -631892 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2528 members Mstep: Class 2 contains 8783 members Entering Unmasked Estep Score: -631983.812500 Penalty: 849.351379 Iteration 12Q: 3 clusters Score -631983.8 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2399 members Mstep: Class 2 contains 8912 members Entering Unmasked Estep Score: -632060.687500 Penalty: 849.351379 Iteration 13Q: 3 clusters Score -632060.7 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2279 members Mstep: Class 2 contains 9032 members Entering Unmasked Estep Score: -632129.062500 Penalty: 849.351379 Iteration 14Q: 3 clusters Score -632129.1 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 9160 members Entering Unmasked Estep Score: -632213.125000 Penalty: 849.351379 Iteration 15Q: 3 clusters Score -632213.1 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 9285 members Entering Unmasked Estep Score: -632288.750000 Penalty: 849.351379 Iteration 16Q: 3 clusters Score -632288.8 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 9394 members Entering Unmasked Estep Score: -632350.187500 Penalty: 849.351379 Iteration 17Q: 3 clusters Score -632350.2 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 9488 members Entering Unmasked Estep Score: -632394.937500 Penalty: 849.351379 Iteration 18Q: 3 clusters Score -632394.9 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 9588 members Entering Unmasked Estep Score: -632452.187500 Penalty: 849.351379 Iteration 19Q: 3 clusters Score -632452.2 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 9686 members Entering Unmasked Estep Score: -632501.750000 Penalty: 849.351379 Iteration 20F: 3 clusters Score -632501.8 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 9752 members Entering Unmasked Estep Score: -632536.312500 Penalty: 849.351379 Iteration 21Q: 3 clusters Score -632536.3 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 9828 members Entering Unmasked Estep Score: -632573.062500 Penalty: 849.351379 Iteration 22Q: 3 clusters Score -632573.1 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 9908 members Entering Unmasked Estep Score: -632609.187500 Penalty: 849.351379 Iteration 23Q: 3 clusters Score -632609.2 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 9974 members Entering Unmasked Estep Score: -632631.375000 Penalty: 849.351379 Iteration 24Q: 3 clusters Score -632631.4 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 10043 members Entering Unmasked Estep Score: -632652.687500 Penalty: 849.351379 Iteration 25Q: 3 clusters Score -632652.7 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 10102 members Entering Unmasked Estep Score: -632670.437500 Penalty: 849.351379 Iteration 26Q: 3 clusters Score -632670.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 10149 members Entering Unmasked Estep Score: -632683.000000 Penalty: 849.351379 Iteration 27Q: 3 clusters Score -632683 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 10186 members Entering Unmasked Estep Score: -632691.187500 Penalty: 849.351379 Iteration 28Q: 3 clusters Score -632691.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 10213 members Entering Unmasked Estep Score: -632700.437500 Penalty: 849.351379 Iteration 29Q: 3 clusters Score -632700.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 10250 members Entering Unmasked Estep Score: -632707.875000 Penalty: 849.351379 Iteration 30Q: 3 clusters Score -632707.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 10287 members Entering Unmasked Estep Score: -632719.687500 Penalty: 849.351379 Iteration 31Q: 3 clusters Score -632719.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 10311 members Entering Unmasked Estep Score: -632724.375000 Penalty: 849.351379 Iteration 32Q: 3 clusters Score -632724.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 10332 members Entering Unmasked Estep Score: -632729.500000 Penalty: 849.351379 Iteration 33Q: 3 clusters Score -632729.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 10342 members Entering Unmasked Estep Score: -632732.750000 Penalty: 849.351379 Iteration 34Q: 3 clusters Score -632732.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 10353 members Entering Unmasked Estep Score: -632732.625000 Penalty: 849.351379 Iteration 35Q: 3 clusters Score -632732.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 10363 members Entering Unmasked Estep Score: -632735.375000 Penalty: 849.351379 Iteration 36Q: 3 clusters Score -632735.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 10373 members Entering Unmasked Estep Score: -632738.750000 Penalty: 849.351379 Iteration 37Q: 3 clusters Score -632738.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 10388 members Entering Unmasked Estep Score: -632742.187500 Penalty: 849.351379 Iteration 38Q: 3 clusters Score -632742.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 10400 members Entering Unmasked Estep Score: -632746.312500 Penalty: 849.351379 Iteration 39Q: 3 clusters Score -632746.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 10416 members Entering Unmasked Estep Score: -632747.812500 Penalty: 849.351379 Iteration 40F: 3 clusters Score -632747.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 10434 members Entering Unmasked Estep Score: -632751.062500 Penalty: 849.351379 Iteration 41Q: 3 clusters Score -632751.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 10439 members Entering Unmasked Estep Score: -632750.875000 Penalty: 849.351379 Iteration 42Q: 3 clusters Score -632750.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 10442 members Entering Unmasked Estep Score: -632751.250000 Penalty: 849.351379 Iteration 43Q: 3 clusters Score -632751.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 10448 members Entering Unmasked Estep Score: -632752.312500 Penalty: 849.351379 Iteration 44Q: 3 clusters Score -632752.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 10454 members Entering Unmasked Estep Score: -632751.625000 Penalty: 849.351379 Iteration 45Q: 3 clusters Score -632751.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 10456 members Entering Unmasked Estep Score: -632752.625000 Penalty: 849.351379 Iteration 46Q: 3 clusters Score -632752.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 10457 members Entering Unmasked Estep Score: -632752.812500 Penalty: 849.351379 Iteration 47Q: 3 clusters Score -632752.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 10458 members Entering Unmasked Estep Score: -632753.250000 Penalty: 849.351379 Iteration 48Q: 3 clusters Score -632753.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 10458 members Entering Unmasked Estep Score: -632753.250000 Penalty: 849.351379 Iteration 49F: 3 clusters Score -632753.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (5013 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5013 members Entering Unmasked Estep Score: -276543.375000 Penalty: 387.650421 Iteration 0F: 2 clusters Score -276543.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2546 members Mstep: Class 2 contains 2467 members Entering Unmasked Estep Score: -273156.187500 Penalty: 775.300842 Iteration 0F: 3 clusters Score -273156.2 nChanged 2227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2929 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -274676.843750 Penalty: 775.300842 Iteration 1F: 3 clusters Score -274676.8 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3094 members Mstep: Class 2 contains 1919 members Entering Unmasked Estep Score: -275019.000000 Penalty: 775.300842 Iteration 2F: 3 clusters Score -275019 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3234 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -275336.218750 Penalty: 775.300842 Iteration 3F: 3 clusters Score -275336.2 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3333 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -275527.375000 Penalty: 775.300842 Iteration 4F: 3 clusters Score -275527.4 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3392 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -275648.218750 Penalty: 775.300842 Iteration 5Q: 3 clusters Score -275648.2 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3440 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -275724.312500 Penalty: 775.300842 Iteration 6Q: 3 clusters Score -275724.3 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3475 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -275774.500000 Penalty: 775.300842 Iteration 7Q: 3 clusters Score -275774.5 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3516 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -275828.593750 Penalty: 775.300842 Iteration 8Q: 3 clusters Score -275828.6 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3540 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -275868.968750 Penalty: 775.300842 Iteration 9Q: 3 clusters Score -275869 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3558 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -275895.062500 Penalty: 775.300842 Iteration 10Q: 3 clusters Score -275895.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3567 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -275911.937500 Penalty: 775.300842 Iteration 11Q: 3 clusters Score -275911.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3570 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -275923.406250 Penalty: 775.300842 Iteration 12Q: 3 clusters Score -275923.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3570 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -275933.750000 Penalty: 775.300842 Iteration 13Q: 3 clusters Score -275933.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3580 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -275939.843750 Penalty: 775.300842 Iteration 14Q: 3 clusters Score -275939.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3586 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -275945.062500 Penalty: 775.300842 Iteration 15Q: 3 clusters Score -275945.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3597 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -275948.687500 Penalty: 775.300842 Iteration 16Q: 3 clusters Score -275948.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3601 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -275950.375000 Penalty: 775.300842 Iteration 17Q: 3 clusters Score -275950.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3601 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -275951.187500 Penalty: 775.300842 Iteration 18Q: 3 clusters Score -275951.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3602 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -275951.375000 Penalty: 775.300842 Iteration 19Q: 3 clusters Score -275951.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3603 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -275952.156250 Penalty: 775.300842 Iteration 20F: 3 clusters Score -275952.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3599 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -275952.750000 Penalty: 775.300842 Iteration 21Q: 3 clusters Score -275952.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3595 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -275953.437500 Penalty: 775.300842 Iteration 22Q: 3 clusters Score -275953.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3589 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -275954.406250 Penalty: 775.300842 Iteration 23Q: 3 clusters Score -275954.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3583 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -275954.812500 Penalty: 775.300842 Iteration 24Q: 3 clusters Score -275954.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3577 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -275955.187500 Penalty: 775.300842 Iteration 25Q: 3 clusters Score -275955.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3576 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -275955.437500 Penalty: 775.300842 Iteration 26Q: 3 clusters Score -275955.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3575 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -275956.093750 Penalty: 775.300842 Iteration 27Q: 3 clusters Score -275956.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3576 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -275955.500000 Penalty: 775.300842 Iteration 28Q: 3 clusters Score -275955.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3577 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -275955.531250 Penalty: 775.300842 Iteration 29Q: 3 clusters Score -275955.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3577 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -275955.531250 Penalty: 775.300842 Iteration 30F: 3 clusters Score -275955.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (17356 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17356 members Entering Unmasked Estep Score: -914266.000000 Penalty: 444.157074 Iteration 0F: 2 clusters Score -914266 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8585 members Mstep: Class 2 contains 8771 members Entering Unmasked Estep Score: -902759.125000 Penalty: 888.314148 Iteration 0F: 3 clusters Score -902759.1 nChanged 8199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7950 members Mstep: Class 2 contains 9406 members Entering Unmasked Estep Score: -907950.875000 Penalty: 888.314148 Iteration 1F: 3 clusters Score -907950.9 nChanged 1020 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7520 members Mstep: Class 2 contains 9836 members Entering Unmasked Estep Score: -908500.875000 Penalty: 888.314148 Iteration 2F: 3 clusters Score -908500.9 nChanged 1042 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6932 members Mstep: Class 2 contains 10424 members Entering Unmasked Estep Score: -909093.687500 Penalty: 888.314148 Iteration 3F: 3 clusters Score -909093.7 nChanged 1028 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6200 members Mstep: Class 2 contains 11156 members Entering Unmasked Estep Score: -909708.437500 Penalty: 888.314148 Iteration 4F: 3 clusters Score -909708.4 nChanged 968 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5358 members Mstep: Class 2 contains 11998 members Entering Unmasked Estep Score: -910325.750000 Penalty: 888.314148 Iteration 5F: 3 clusters Score -910325.8 nChanged 980 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4460 members Mstep: Class 2 contains 12896 members Entering Unmasked Estep Score: -910972.312500 Penalty: 888.314148 Iteration 6F: 3 clusters Score -910972.3 nChanged 977 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3503 members Mstep: Class 2 contains 13853 members Entering Unmasked Estep Score: -911654.437500 Penalty: 888.314148 Iteration 7F: 3 clusters Score -911654.4 nChanged 922 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2595 members Mstep: Class 2 contains 14761 members Entering Unmasked Estep Score: -912324.750000 Penalty: 888.314148 Iteration 8F: 3 clusters Score -912324.8 nChanged 730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 15491 members Entering Unmasked Estep Score: -912836.250000 Penalty: 888.314148 Iteration 9Q: 3 clusters Score -912836.2 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 16047 members Entering Unmasked Estep Score: -913228.000000 Penalty: 888.314148 Iteration 10Q: 3 clusters Score -913228 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 16421 members Entering Unmasked Estep Score: -913476.687500 Penalty: 888.314148 Iteration 11Q: 3 clusters Score -913476.7 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 16677 members Entering Unmasked Estep Score: -913632.187500 Penalty: 888.314148 Iteration 12Q: 3 clusters Score -913632.2 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 16839 members Entering Unmasked Estep Score: -913717.625000 Penalty: 888.314148 Iteration 13Q: 3 clusters Score -913717.6 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 16952 members Entering Unmasked Estep Score: -913776.437500 Penalty: 888.314148 Iteration 14Q: 3 clusters Score -913776.4 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 17019 members Entering Unmasked Estep Score: -913812.875000 Penalty: 888.314148 Iteration 15Q: 3 clusters Score -913812.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 17073 members Entering Unmasked Estep Score: -913838.625000 Penalty: 888.314148 Iteration 16Q: 3 clusters Score -913838.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 17111 members Entering Unmasked Estep Score: -913858.312500 Penalty: 888.314148 Iteration 17Q: 3 clusters Score -913858.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 17140 members Entering Unmasked Estep Score: -913872.750000 Penalty: 888.314148 Iteration 18Q: 3 clusters Score -913872.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 17159 members Entering Unmasked Estep Score: -913881.562500 Penalty: 888.314148 Iteration 19Q: 3 clusters Score -913881.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 17170 members Entering Unmasked Estep Score: -913890.187500 Penalty: 888.314148 Iteration 20F: 3 clusters Score -913890.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 17178 members Entering Unmasked Estep Score: -913896.000000 Penalty: 888.314148 Iteration 21Q: 3 clusters Score -913896 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 17181 members Entering Unmasked Estep Score: -913896.812500 Penalty: 888.314148 Iteration 22Q: 3 clusters Score -913896.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 17185 members Entering Unmasked Estep Score: -913899.187500 Penalty: 888.314148 Iteration 23Q: 3 clusters Score -913899.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 17189 members Entering Unmasked Estep Score: -913900.062500 Penalty: 888.314148 Iteration 24Q: 3 clusters Score -913900.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 17194 members Entering Unmasked Estep Score: -913904.062500 Penalty: 888.314148 Iteration 25Q: 3 clusters Score -913904.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 17199 members Entering Unmasked Estep Score: -913907.812500 Penalty: 888.314148 Iteration 26Q: 3 clusters Score -913907.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 17205 members Entering Unmasked Estep Score: -913911.687500 Penalty: 888.314148 Iteration 27Q: 3 clusters Score -913911.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 17207 members Entering Unmasked Estep Score: -913912.812500 Penalty: 888.314148 Iteration 28Q: 3 clusters Score -913912.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 17205 members Entering Unmasked Estep Score: -913913.937500 Penalty: 888.314148 Iteration 29Q: 3 clusters Score -913913.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 17205 members Entering Unmasked Estep Score: -913913.937500 Penalty: 888.314148 Iteration 30F: 3 clusters Score -913913.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1153 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Entering Unmasked Estep Score: -58780.457031 Penalty: 320.780579 Iteration 0F: 2 clusters Score -58780.46 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -57874.273438 Penalty: 641.561157 Iteration 0F: 3 clusters Score -57874.27 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -58165.941406 Penalty: 641.561157 Iteration 1F: 3 clusters Score -58165.94 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -58223.898438 Penalty: 641.561157 Iteration 2F: 3 clusters Score -58223.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -58245.195312 Penalty: 641.561157 Iteration 3Q: 3 clusters Score -58245.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -58256.062500 Penalty: 641.561157 Iteration 4Q: 3 clusters Score -58256.06 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -58268.757812 Penalty: 641.561157 Iteration 5Q: 3 clusters Score -58268.76 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -58286.531250 Penalty: 641.561157 Iteration 6Q: 3 clusters Score -58286.53 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -58305.308594 Penalty: 641.561157 Iteration 7Q: 3 clusters Score -58305.31 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -58319.632812 Penalty: 641.561157 Iteration 8Q: 3 clusters Score -58319.63 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -58334.457031 Penalty: 641.561157 Iteration 9Q: 3 clusters Score -58334.46 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -58351.492188 Penalty: 641.561157 Iteration 10Q: 3 clusters Score -58351.49 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -58378.613281 Penalty: 641.561157 Iteration 11Q: 3 clusters Score -58378.61 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -58419.195312 Penalty: 641.561157 Iteration 12Q: 3 clusters Score -58419.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -58441.929688 Penalty: 641.561157 Iteration 13Q: 3 clusters Score -58441.93 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -58456.808594 Penalty: 641.561157 Iteration 14Q: 3 clusters Score -58456.81 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -58466.363281 Penalty: 641.561157 Iteration 15Q: 3 clusters Score -58466.36 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -58475.273438 Penalty: 641.561157 Iteration 16Q: 3 clusters Score -58475.27 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -58484.355469 Penalty: 641.561157 Iteration 17Q: 3 clusters Score -58484.36 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -58490.652344 Penalty: 641.561157 Iteration 18Q: 3 clusters Score -58490.65 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -58496.941406 Penalty: 641.561157 Iteration 19Q: 3 clusters Score -58496.94 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -58500.886719 Penalty: 641.561157 Iteration 20F: 3 clusters Score -58500.89 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -58503.789062 Penalty: 641.561157 Iteration 21Q: 3 clusters Score -58503.79 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -58506.644531 Penalty: 641.561157 Iteration 22Q: 3 clusters Score -58506.64 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -58510.335938 Penalty: 641.561157 Iteration 23Q: 3 clusters Score -58510.34 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -58515.613281 Penalty: 641.561157 Iteration 24Q: 3 clusters Score -58515.61 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -58520.429688 Penalty: 641.561157 Iteration 25Q: 3 clusters Score -58520.43 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -58523.500000 Penalty: 641.561157 Iteration 26Q: 3 clusters Score -58523.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -58528.859375 Penalty: 641.561157 Iteration 27Q: 3 clusters Score -58528.86 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -58539.214844 Penalty: 641.561157 Iteration 28Q: 3 clusters Score -58539.21 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -58557.414062 Penalty: 641.561157 Iteration 29Q: 3 clusters Score -58557.41 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -58573.113281 Penalty: 641.561157 Iteration 30Q: 3 clusters Score -58573.11 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -58592.199219 Penalty: 641.561157 Iteration 31Q: 3 clusters Score -58592.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -58614.957031 Penalty: 641.561157 Iteration 32Q: 3 clusters Score -58614.96 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -58631.203125 Penalty: 641.561157 Iteration 33Q: 3 clusters Score -58631.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -58650.957031 Penalty: 641.561157 Iteration 34Q: 3 clusters Score -58650.96 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -58658.871094 Penalty: 641.561157 Iteration 35Q: 3 clusters Score -58658.87 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -58662.941406 Penalty: 641.561157 Iteration 36Q: 3 clusters Score -58662.94 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -58666.207031 Penalty: 641.561157 Iteration 37Q: 3 clusters Score -58666.21 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -58668.406250 Penalty: 641.561157 Iteration 38Q: 3 clusters Score -58668.41 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -58670.617188 Penalty: 641.561157 Iteration 39Q: 3 clusters Score -58670.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -58671.367188 Penalty: 641.561157 Iteration 40F: 3 clusters Score -58671.37 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -58671.453125 Penalty: 641.561157 Iteration 41Q: 3 clusters Score -58671.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -58671.781250 Penalty: 641.561157 Iteration 42Q: 3 clusters Score -58671.78 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -58671.781250 Penalty: 641.561157 Iteration 43F: 3 clusters Score -58671.78 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (434 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Entering Unmasked Estep Score: -14254.434570 Penalty: 276.323547 Iteration 0F: 2 clusters Score -14254.43 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -13930.193359 Penalty: 552.647095 Iteration 0F: 3 clusters Score -13930.19 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -14533.454102 Penalty: 552.647095 Iteration 1F: 3 clusters Score -14533.45 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -14746.789062 Penalty: 552.647095 Iteration 2F: 3 clusters Score -14746.79 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -14872.961914 Penalty: 552.647095 Iteration 3F: 3 clusters Score -14872.96 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -14939.667969 Penalty: 552.647095 Iteration 4Q: 3 clusters Score -14939.67 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -14993.985352 Penalty: 552.647095 Iteration 5Q: 3 clusters Score -14993.99 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -15011.367188 Penalty: 552.647095 Iteration 6Q: 3 clusters Score -15011.37 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -15019.765625 Penalty: 552.647095 Iteration 7Q: 3 clusters Score -15019.77 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -15025.579102 Penalty: 552.647095 Iteration 8Q: 3 clusters Score -15025.58 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -15032.131836 Penalty: 552.647095 Iteration 9Q: 3 clusters Score -15032.13 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -15035.914062 Penalty: 552.647095 Iteration 10Q: 3 clusters Score -15035.91 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -15041.353516 Penalty: 552.647095 Iteration 11Q: 3 clusters Score -15041.35 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -15046.635742 Penalty: 552.647095 Iteration 12Q: 3 clusters Score -15046.64 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -15052.442383 Penalty: 552.647095 Iteration 13Q: 3 clusters Score -15052.44 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -15056.468750 Penalty: 552.647095 Iteration 14Q: 3 clusters Score -15056.47 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -15062.021484 Penalty: 552.647095 Iteration 15Q: 3 clusters Score -15062.02 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -15064.198242 Penalty: 552.647095 Iteration 16Q: 3 clusters Score -15064.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -15065.073242 Penalty: 552.647095 Iteration 17Q: 3 clusters Score -15065.07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -15067.284180 Penalty: 552.647095 Iteration 18Q: 3 clusters Score -15067.28 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -15068.950195 Penalty: 552.647095 Iteration 19Q: 3 clusters Score -15068.95 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -15069.733398 Penalty: 552.647095 Iteration 20F: 3 clusters Score -15069.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 249 members Mstep: Class 1 contains 9703 members Mstep: Class 2 contains 14316 members Mstep: Class 3 contains 5443 members Mstep: Class 4 contains 2916 members Mstep: Class 5 contains 11311 members Mstep: Class 6 contains 5013 members Mstep: Class 7 contains 17356 members Mstep: Class 8 contains 1153 members Mstep: Class 9 contains 221 members Mstep: Class 10 contains 149870 members Mstep: Class 11 contains 41816 members Mstep: Class 12 contains 25288 members Mstep: Class 13 contains 970 members Mstep: Class 14 contains 213 members Mstep: Class 15 contains 2788 members Mstep: Class 16 contains 1378 members Mstep: Class 17 contains 3812 members Mstep: Class 18 contains 2159 members Mstep: Class 19 contains 4094 members Mstep: Class 20 contains 11753 members Entering Unmasked Estep Score: -17666526.000000 Penalty: 11511.670898 Splitting cluster 9 changes total score from -17665788.000000 to -17666526.000000 So it's getting split into cluster 14. Entering ConstructFrom: Trying to split cluster 10 (149870 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149870 members Entering Unmasked Estep Score: -9144770.000000 Penalty: 542.247314 Iteration 0F: 2 clusters Score -9144770 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75325 members Mstep: Class 2 contains 74545 members Entering Unmasked Estep Score: -9046139.000000 Penalty: 1084.494629 Iteration 0F: 3 clusters Score -9046139 nChanged 73217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88634 members Mstep: Class 2 contains 61236 members Entering Unmasked Estep Score: -9093975.000000 Penalty: 1084.494629 Iteration 1F: 3 clusters Score -9093975 nChanged 9189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95963 members Mstep: Class 2 contains 53907 members Entering Unmasked Estep Score: -9100483.000000 Penalty: 1084.494629 Iteration 2F: 3 clusters Score -9100483 nChanged 10984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104791 members Mstep: Class 2 contains 45079 members Entering Unmasked Estep Score: -9111197.000000 Penalty: 1084.494629 Iteration 3F: 3 clusters Score -9111197 nChanged 10781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112498 members Mstep: Class 2 contains 37372 members Entering Unmasked Estep Score: -9123675.000000 Penalty: 1084.494629 Iteration 4F: 3 clusters Score -9123675 nChanged 8635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117117 members Mstep: Class 2 contains 32753 members Entering Unmasked Estep Score: -9135405.000000 Penalty: 1084.494629 Iteration 5F: 3 clusters Score -9135405 nChanged 5252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118133 members Mstep: Class 2 contains 31737 members Entering Unmasked Estep Score: -9142005.000000 Penalty: 1084.494629 Iteration 6Q: 3 clusters Score -9142005 nChanged 3658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117127 members Mstep: Class 2 contains 32743 members Entering Unmasked Estep Score: -9144333.000000 Penalty: 1084.494629 Iteration 7Q: 3 clusters Score -9144333 nChanged 3177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115820 members Mstep: Class 2 contains 34050 members Entering Unmasked Estep Score: -9146017.000000 Penalty: 1084.494629 Iteration 8Q: 3 clusters Score -9146017 nChanged 3151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114287 members Mstep: Class 2 contains 35583 members Entering Unmasked Estep Score: -9147510.000000 Penalty: 1084.494629 Iteration 9Q: 3 clusters Score -9147510 nChanged 3274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112473 members Mstep: Class 2 contains 37397 members Entering Unmasked Estep Score: -9149069.000000 Penalty: 1084.494629 Iteration 10Q: 3 clusters Score -9149069 nChanged 3299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110516 members Mstep: Class 2 contains 39354 members Entering Unmasked Estep Score: -9150496.000000 Penalty: 1084.494629 Iteration 11Q: 3 clusters Score -9150496 nChanged 3350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108392 members Mstep: Class 2 contains 41478 members Entering Unmasked Estep Score: -9151955.000000 Penalty: 1084.494629 Iteration 12Q: 3 clusters Score -9151955 nChanged 3388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106026 members Mstep: Class 2 contains 43844 members Entering Unmasked Estep Score: -9153358.000000 Penalty: 1084.494629 Iteration 13Q: 3 clusters Score -9153358 nChanged 3469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103421 members Mstep: Class 2 contains 46449 members Entering Unmasked Estep Score: -9154719.000000 Penalty: 1084.494629 Iteration 14Q: 3 clusters Score -9154719 nChanged 3451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100748 members Mstep: Class 2 contains 49122 members Entering Unmasked Estep Score: -9155845.000000 Penalty: 1084.494629 Iteration 15Q: 3 clusters Score -9155845 nChanged 3160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98144 members Mstep: Class 2 contains 51726 members Entering Unmasked Estep Score: -9156839.000000 Penalty: 1084.494629 Iteration 16Q: 3 clusters Score -9156839 nChanged 2772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95734 members Mstep: Class 2 contains 54136 members Entering Unmasked Estep Score: -9157586.000000 Penalty: 1084.494629 Iteration 17Q: 3 clusters Score -9157586 nChanged 2388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93602 members Mstep: Class 2 contains 56268 members Entering Unmasked Estep Score: -9158206.000000 Penalty: 1084.494629 Iteration 18Q: 3 clusters Score -9158206 nChanged 1992 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91754 members Mstep: Class 2 contains 58116 members Entering Unmasked Estep Score: -9158590.000000 Penalty: 1084.494629 Iteration 19Q: 3 clusters Score -9158590 nChanged 1495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90345 members Mstep: Class 2 contains 59525 members Entering Unmasked Estep Score: -9159908.000000 Penalty: 1084.494629 Iteration 20F: 3 clusters Score -9159908 nChanged 2914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87481 members Mstep: Class 2 contains 62389 members Entering Unmasked Estep Score: -9160959.000000 Penalty: 1084.494629 Iteration 21Q: 3 clusters Score -9160959 nChanged 2522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85091 members Mstep: Class 2 contains 64779 members Entering Unmasked Estep Score: -9161736.000000 Penalty: 1084.494629 Iteration 22Q: 3 clusters Score -9161736 nChanged 2089 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83046 members Mstep: Class 2 contains 66824 members Entering Unmasked Estep Score: -9162248.000000 Penalty: 1084.494629 Iteration 23Q: 3 clusters Score -9162248 nChanged 1869 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81219 members Mstep: Class 2 contains 68651 members Entering Unmasked Estep Score: -9162692.000000 Penalty: 1084.494629 Iteration 24Q: 3 clusters Score -9162692 nChanged 1688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79551 members Mstep: Class 2 contains 70319 members Entering Unmasked Estep Score: -9163013.000000 Penalty: 1084.494629 Iteration 25Q: 3 clusters Score -9163013 nChanged 1486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78073 members Mstep: Class 2 contains 71797 members Entering Unmasked Estep Score: -9163352.000000 Penalty: 1084.494629 Iteration 26Q: 3 clusters Score -9163352 nChanged 1298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76779 members Mstep: Class 2 contains 73091 members Entering Unmasked Estep Score: -9163588.000000 Penalty: 1084.494629 Iteration 27Q: 3 clusters Score -9163588 nChanged 1127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75652 members Mstep: Class 2 contains 74218 members Entering Unmasked Estep Score: -9163741.000000 Penalty: 1084.494629 Iteration 28Q: 3 clusters Score -9163741 nChanged 956 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74700 members Mstep: Class 2 contains 75170 members Entering Unmasked Estep Score: -9163863.000000 Penalty: 1084.494629 Iteration 29Q: 3 clusters Score -9163863 nChanged 843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73857 members Mstep: Class 2 contains 76013 members Entering Unmasked Estep Score: -9163932.000000 Penalty: 1084.494629 Iteration 30Q: 3 clusters Score -9163932 nChanged 732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73125 members Mstep: Class 2 contains 76745 members Entering Unmasked Estep Score: -9164044.000000 Penalty: 1084.494629 Iteration 31Q: 3 clusters Score -9164044 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72477 members Mstep: Class 2 contains 77393 members Entering Unmasked Estep Score: -9164102.000000 Penalty: 1084.494629 Iteration 32Q: 3 clusters Score -9164102 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71923 members Mstep: Class 2 contains 77947 members Entering Unmasked Estep Score: -9164103.000000 Penalty: 1084.494629 Iteration 33Q: 3 clusters Score -9164103 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71434 members Mstep: Class 2 contains 78436 members Entering Unmasked Estep Score: -9164160.000000 Penalty: 1084.494629 Iteration 34Q: 3 clusters Score -9164160 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71013 members Mstep: Class 2 contains 78857 members Entering Unmasked Estep Score: -9164237.000000 Penalty: 1084.494629 Iteration 35Q: 3 clusters Score -9164237 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70626 members Mstep: Class 2 contains 79244 members Entering Unmasked Estep Score: -9164283.000000 Penalty: 1084.494629 Iteration 36Q: 3 clusters Score -9164283 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70305 members Mstep: Class 2 contains 79565 members Entering Unmasked Estep Score: -9164266.000000 Penalty: 1084.494629 Iteration 37Q: 3 clusters Score -9164266 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70025 members Mstep: Class 2 contains 79845 members Entering Unmasked Estep Score: -9164276.000000 Penalty: 1084.494629 Iteration 38Q: 3 clusters Score -9164276 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69797 members Mstep: Class 2 contains 80073 members Entering Unmasked Estep Score: -9164283.000000 Penalty: 1084.494629 Iteration 39Q: 3 clusters Score -9164283 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69595 members Mstep: Class 2 contains 80275 members Entering Unmasked Estep Score: -9164316.000000 Penalty: 1084.494629 Iteration 40F: 3 clusters Score -9164316 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69361 members Mstep: Class 2 contains 80509 members Entering Unmasked Estep Score: -9164307.000000 Penalty: 1084.494629 Iteration 41Q: 3 clusters Score -9164307 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69155 members Mstep: Class 2 contains 80715 members Entering Unmasked Estep Score: -9164307.000000 Penalty: 1084.494629 Iteration 42Q: 3 clusters Score -9164307 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68945 members Mstep: Class 2 contains 80925 members Entering Unmasked Estep Score: -9164321.000000 Penalty: 1084.494629 Iteration 43Q: 3 clusters Score -9164321 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68724 members Mstep: Class 2 contains 81146 members Entering Unmasked Estep Score: -9164355.000000 Penalty: 1084.494629 Iteration 44Q: 3 clusters Score -9164355 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68515 members Mstep: Class 2 contains 81355 members Entering Unmasked Estep Score: -9164344.000000 Penalty: 1084.494629 Iteration 45Q: 3 clusters Score -9164344 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68303 members Mstep: Class 2 contains 81567 members Entering Unmasked Estep Score: -9164360.000000 Penalty: 1084.494629 Iteration 46Q: 3 clusters Score -9164360 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68097 members Mstep: Class 2 contains 81773 members Entering Unmasked Estep Score: -9164383.000000 Penalty: 1084.494629 Iteration 47Q: 3 clusters Score -9164383 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67888 members Mstep: Class 2 contains 81982 members Entering Unmasked Estep Score: -9164369.000000 Penalty: 1084.494629 Iteration 48Q: 3 clusters Score -9164369 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67677 members Mstep: Class 2 contains 82193 members Entering Unmasked Estep Score: -9164381.000000 Penalty: 1084.494629 Iteration 49Q: 3 clusters Score -9164381 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67494 members Mstep: Class 2 contains 82376 members Entering Unmasked Estep Score: -9164378.000000 Penalty: 1084.494629 Iteration 50Q: 3 clusters Score -9164378 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67341 members Mstep: Class 2 contains 82529 members Entering Unmasked Estep Score: -9164395.000000 Penalty: 1084.494629 Iteration 51Q: 3 clusters Score -9164395 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67213 members Mstep: Class 2 contains 82657 members Entering Unmasked Estep Score: -9164399.000000 Penalty: 1084.494629 Iteration 52Q: 3 clusters Score -9164399 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67066 members Mstep: Class 2 contains 82804 members Entering Unmasked Estep Score: -9164417.000000 Penalty: 1084.494629 Iteration 53Q: 3 clusters Score -9164417 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66905 members Mstep: Class 2 contains 82965 members Entering Unmasked Estep Score: -9164407.000000 Penalty: 1084.494629 Iteration 54Q: 3 clusters Score -9164407 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66741 members Mstep: Class 2 contains 83129 members Entering Unmasked Estep Score: -9164385.000000 Penalty: 1084.494629 Iteration 55Q: 3 clusters Score -9164385 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66578 members Mstep: Class 2 contains 83292 members Entering Unmasked Estep Score: -9164397.000000 Penalty: 1084.494629 Iteration 56Q: 3 clusters Score -9164397 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66403 members Mstep: Class 2 contains 83467 members Entering Unmasked Estep Score: -9164414.000000 Penalty: 1084.494629 Iteration 57Q: 3 clusters Score -9164414 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66220 members Mstep: Class 2 contains 83650 members Entering Unmasked Estep Score: -9164410.000000 Penalty: 1084.494629 Iteration 58Q: 3 clusters Score -9164410 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66061 members Mstep: Class 2 contains 83809 members Entering Unmasked Estep Score: -9164423.000000 Penalty: 1084.494629 Iteration 59Q: 3 clusters Score -9164423 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65896 members Mstep: Class 2 contains 83974 members Entering Unmasked Estep Score: -9164422.000000 Penalty: 1084.494629 Iteration 60F: 3 clusters Score -9164422 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65728 members Mstep: Class 2 contains 84142 members Entering Unmasked Estep Score: -9164435.000000 Penalty: 1084.494629 Iteration 61Q: 3 clusters Score -9164435 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65556 members Mstep: Class 2 contains 84314 members Entering Unmasked Estep Score: -9164434.000000 Penalty: 1084.494629 Iteration 62Q: 3 clusters Score -9164434 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65391 members Mstep: Class 2 contains 84479 members Entering Unmasked Estep Score: -9164457.000000 Penalty: 1084.494629 Iteration 63Q: 3 clusters Score -9164457 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65237 members Mstep: Class 2 contains 84633 members Entering Unmasked Estep Score: -9164456.000000 Penalty: 1084.494629 Iteration 64Q: 3 clusters Score -9164456 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65085 members Mstep: Class 2 contains 84785 members Entering Unmasked Estep Score: -9164499.000000 Penalty: 1084.494629 Iteration 65Q: 3 clusters Score -9164499 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64925 members Mstep: Class 2 contains 84945 members Entering Unmasked Estep Score: -9164481.000000 Penalty: 1084.494629 Iteration 66Q: 3 clusters Score -9164481 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64756 members Mstep: Class 2 contains 85114 members Entering Unmasked Estep Score: -9164469.000000 Penalty: 1084.494629 Iteration 67Q: 3 clusters Score -9164469 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64615 members Mstep: Class 2 contains 85255 members Entering Unmasked Estep Score: -9164456.000000 Penalty: 1084.494629 Iteration 68Q: 3 clusters Score -9164456 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64465 members Mstep: Class 2 contains 85405 members Entering Unmasked Estep Score: -9164470.000000 Penalty: 1084.494629 Iteration 69Q: 3 clusters Score -9164470 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64316 members Mstep: Class 2 contains 85554 members Entering Unmasked Estep Score: -9164477.000000 Penalty: 1084.494629 Iteration 70Q: 3 clusters Score -9164477 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64187 members Mstep: Class 2 contains 85683 members Entering Unmasked Estep Score: -9164492.000000 Penalty: 1084.494629 Iteration 71Q: 3 clusters Score -9164492 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64066 members Mstep: Class 2 contains 85804 members Entering Unmasked Estep Score: -9164520.000000 Penalty: 1084.494629 Iteration 72Q: 3 clusters Score -9164520 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63947 members Mstep: Class 2 contains 85923 members Entering Unmasked Estep Score: -9164529.000000 Penalty: 1084.494629 Iteration 73Q: 3 clusters Score -9164529 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63814 members Mstep: Class 2 contains 86056 members Entering Unmasked Estep Score: -9164538.000000 Penalty: 1084.494629 Iteration 74Q: 3 clusters Score -9164538 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63696 members Mstep: Class 2 contains 86174 members Entering Unmasked Estep Score: -9164548.000000 Penalty: 1084.494629 Iteration 75Q: 3 clusters Score -9164548 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63593 members Mstep: Class 2 contains 86277 members Entering Unmasked Estep Score: -9164541.000000 Penalty: 1084.494629 Iteration 76Q: 3 clusters Score -9164541 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63490 members Mstep: Class 2 contains 86380 members Entering Unmasked Estep Score: -9164539.000000 Penalty: 1084.494629 Iteration 77Q: 3 clusters Score -9164539 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63402 members Mstep: Class 2 contains 86468 members Entering Unmasked Estep Score: -9164537.000000 Penalty: 1084.494629 Iteration 78Q: 3 clusters Score -9164537 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63317 members Mstep: Class 2 contains 86553 members Entering Unmasked Estep Score: -9164558.000000 Penalty: 1084.494629 Iteration 79Q: 3 clusters Score -9164558 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63228 members Mstep: Class 2 contains 86642 members Entering Unmasked Estep Score: -9164546.000000 Penalty: 1084.494629 Iteration 80F: 3 clusters Score -9164546 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63109 members Mstep: Class 2 contains 86761 members Entering Unmasked Estep Score: -9164551.000000 Penalty: 1084.494629 Iteration 81Q: 3 clusters Score -9164551 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62983 members Mstep: Class 2 contains 86887 members Entering Unmasked Estep Score: -9164572.000000 Penalty: 1084.494629 Iteration 82Q: 3 clusters Score -9164572 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62857 members Mstep: Class 2 contains 87013 members Entering Unmasked Estep Score: -9164549.000000 Penalty: 1084.494629 Iteration 83Q: 3 clusters Score -9164549 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62712 members Mstep: Class 2 contains 87158 members Entering Unmasked Estep Score: -9164550.000000 Penalty: 1084.494629 Iteration 84Q: 3 clusters Score -9164550 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62555 members Mstep: Class 2 contains 87315 members Entering Unmasked Estep Score: -9164555.000000 Penalty: 1084.494629 Iteration 85Q: 3 clusters Score -9164555 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62376 members Mstep: Class 2 contains 87494 members Entering Unmasked Estep Score: -9164582.000000 Penalty: 1084.494629 Iteration 86Q: 3 clusters Score -9164582 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62192 members Mstep: Class 2 contains 87678 members Entering Unmasked Estep Score: -9164578.000000 Penalty: 1084.494629 Iteration 87Q: 3 clusters Score -9164578 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62003 members Mstep: Class 2 contains 87867 members Entering Unmasked Estep Score: -9164585.000000 Penalty: 1084.494629 Iteration 88Q: 3 clusters Score -9164585 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61809 members Mstep: Class 2 contains 88061 members Entering Unmasked Estep Score: -9164616.000000 Penalty: 1084.494629 Iteration 89Q: 3 clusters Score -9164616 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61615 members Mstep: Class 2 contains 88255 members Entering Unmasked Estep Score: -9164615.000000 Penalty: 1084.494629 Iteration 90Q: 3 clusters Score -9164615 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61415 members Mstep: Class 2 contains 88455 members Entering Unmasked Estep Score: -9164657.000000 Penalty: 1084.494629 Iteration 91Q: 3 clusters Score -9164657 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61238 members Mstep: Class 2 contains 88632 members Entering Unmasked Estep Score: -9164665.000000 Penalty: 1084.494629 Iteration 92Q: 3 clusters Score -9164665 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61047 members Mstep: Class 2 contains 88823 members Entering Unmasked Estep Score: -9164683.000000 Penalty: 1084.494629 Iteration 93Q: 3 clusters Score -9164683 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60833 members Mstep: Class 2 contains 89037 members Entering Unmasked Estep Score: -9164697.000000 Penalty: 1084.494629 Iteration 94Q: 3 clusters Score -9164697 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60621 members Mstep: Class 2 contains 89249 members Entering Unmasked Estep Score: -9164708.000000 Penalty: 1084.494629 Iteration 95Q: 3 clusters Score -9164708 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60407 members Mstep: Class 2 contains 89463 members Entering Unmasked Estep Score: -9164773.000000 Penalty: 1084.494629 Iteration 96Q: 3 clusters Score -9164773 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60170 members Mstep: Class 2 contains 89700 members Entering Unmasked Estep Score: -9164818.000000 Penalty: 1084.494629 Iteration 97Q: 3 clusters Score -9164818 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59906 members Mstep: Class 2 contains 89964 members Entering Unmasked Estep Score: -9164863.000000 Penalty: 1084.494629 Iteration 98Q: 3 clusters Score -9164863 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59620 members Mstep: Class 2 contains 90250 members Entering Unmasked Estep Score: -9164910.000000 Penalty: 1084.494629 Iteration 99Q: 3 clusters Score -9164910 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59308 members Mstep: Class 2 contains 90562 members Entering Unmasked Estep Score: -9165001.000000 Penalty: 1084.494629 Iteration 100F: 3 clusters Score -9165001 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58968 members Mstep: Class 2 contains 90902 members Entering Unmasked Estep Score: -9165083.000000 Penalty: 1084.494629 Iteration 101Q: 3 clusters Score -9165083 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58595 members Mstep: Class 2 contains 91275 members Entering Unmasked Estep Score: -9165211.000000 Penalty: 1084.494629 Iteration 102Q: 3 clusters Score -9165211 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58124 members Mstep: Class 2 contains 91746 members Entering Unmasked Estep Score: -9165341.000000 Penalty: 1084.494629 Iteration 103Q: 3 clusters Score -9165341 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57587 members Mstep: Class 2 contains 92283 members Entering Unmasked Estep Score: -9165545.000000 Penalty: 1084.494629 Iteration 104Q: 3 clusters Score -9165545 nChanged 684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56903 members Mstep: Class 2 contains 92967 members Entering Unmasked Estep Score: -9165958.000000 Penalty: 1084.494629 Iteration 105Q: 3 clusters Score -9165958 nChanged 801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56102 members Mstep: Class 2 contains 93768 members Entering Unmasked Estep Score: -9166746.000000 Penalty: 1084.494629 Iteration 106Q: 3 clusters Score -9166746 nChanged 992 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55110 members Mstep: Class 2 contains 94760 members Entering Unmasked Estep Score: -9168518.000000 Penalty: 1084.494629 Iteration 107Q: 3 clusters Score -9168518 nChanged 1264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53846 members Mstep: Class 2 contains 96024 members Entering Unmasked Estep Score: -9174103.000000 Penalty: 1084.494629 Iteration 108Q: 3 clusters Score -9174103 nChanged 1149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52697 members Mstep: Class 2 contains 97173 members Entering Unmasked Estep Score: -9186315.000000 Penalty: 1084.494629 Iteration 109Q: 3 clusters Score -9186315 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52078 members Mstep: Class 2 contains 97792 members Entering Unmasked Estep Score: -9198266.000000 Penalty: 1084.494629 Iteration 110Q: 3 clusters Score -9198266 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51973 members Mstep: Class 2 contains 97897 members Entering Unmasked Estep Score: -9199528.000000 Penalty: 1084.494629 Iteration 111Q: 3 clusters Score -9199528 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51967 members Mstep: Class 2 contains 97903 members Entering Unmasked Estep Score: -9199523.000000 Penalty: 1084.494629 Iteration 112Q: 3 clusters Score -9199523 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51966 members Mstep: Class 2 contains 97904 members Entering Unmasked Estep Score: -9199533.000000 Penalty: 1084.494629 Iteration 113Q: 3 clusters Score -9199533 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51966 members Mstep: Class 2 contains 97904 members Entering Unmasked Estep Score: -9199533.000000 Penalty: 1084.494629 Iteration 114F: 3 clusters Score -9199533 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 249 members Mstep: Class 1 contains 9703 members Mstep: Class 2 contains 14316 members Mstep: Class 3 contains 5443 members Mstep: Class 4 contains 2916 members Mstep: Class 5 contains 11311 members Mstep: Class 6 contains 5013 members Mstep: Class 7 contains 17356 members Mstep: Class 8 contains 1153 members Mstep: Class 9 contains 221 members Mstep: Class 10 contains 51966 members Mstep: Class 11 contains 41816 members Mstep: Class 12 contains 25288 members Mstep: Class 13 contains 970 members Mstep: Class 14 contains 213 members Mstep: Class 15 contains 2788 members Mstep: Class 16 contains 1378 members Mstep: Class 17 contains 3812 members Mstep: Class 18 contains 2159 members Mstep: Class 19 contains 4094 members Mstep: Class 20 contains 11753 members Mstep: Class 21 contains 97904 members Entering Unmasked Estep Score: -17721308.000000 Penalty: 12087.253906 Splitting cluster 10 changes total score from -17665788.000000 to -17721308.000000 So it's getting split into cluster 21. Entering ConstructFrom: Trying to split cluster 11 (41816 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41816 members Entering Unmasked Estep Score: -2449849.000000 Penalty: 484.167053 Iteration 0F: 2 clusters Score -2449849 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20912 members Mstep: Class 2 contains 20904 members Entering Unmasked Estep Score: -2421787.750000 Penalty: 968.334106 Iteration 0F: 3 clusters Score -2421788 nChanged 20244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20958 members Mstep: Class 2 contains 20858 members Entering Unmasked Estep Score: -2434265.250000 Penalty: 968.334106 Iteration 1F: 3 clusters Score -2434265 nChanged 2201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21009 members Mstep: Class 2 contains 20807 members Entering Unmasked Estep Score: -2435438.750000 Penalty: 968.334106 Iteration 2F: 3 clusters Score -2435439 nChanged 2577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21208 members Mstep: Class 2 contains 20608 members Entering Unmasked Estep Score: -2437161.500000 Penalty: 968.334106 Iteration 3F: 3 clusters Score -2437162 nChanged 2712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21552 members Mstep: Class 2 contains 20264 members Entering Unmasked Estep Score: -2439109.500000 Penalty: 968.334106 Iteration 4F: 3 clusters Score -2439110 nChanged 2640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21926 members Mstep: Class 2 contains 19890 members Entering Unmasked Estep Score: -2441093.750000 Penalty: 968.334106 Iteration 5F: 3 clusters Score -2441094 nChanged 2361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22219 members Mstep: Class 2 contains 19597 members Entering Unmasked Estep Score: -2442765.000000 Penalty: 968.334106 Iteration 6F: 3 clusters Score -2442765 nChanged 1901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22350 members Mstep: Class 2 contains 19466 members Entering Unmasked Estep Score: -2443832.250000 Penalty: 968.334106 Iteration 7Q: 3 clusters Score -2443832 nChanged 1407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22375 members Mstep: Class 2 contains 19441 members Entering Unmasked Estep Score: -2444417.250000 Penalty: 968.334106 Iteration 8Q: 3 clusters Score -2444417 nChanged 993 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22332 members Mstep: Class 2 contains 19484 members Entering Unmasked Estep Score: -2444772.250000 Penalty: 968.334106 Iteration 9Q: 3 clusters Score -2444772 nChanged 786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22252 members Mstep: Class 2 contains 19564 members Entering Unmasked Estep Score: -2445058.000000 Penalty: 968.334106 Iteration 10Q: 3 clusters Score -2445058 nChanged 791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22137 members Mstep: Class 2 contains 19679 members Entering Unmasked Estep Score: -2445406.500000 Penalty: 968.334106 Iteration 11Q: 3 clusters Score -2445406 nChanged 780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22003 members Mstep: Class 2 contains 19813 members Entering Unmasked Estep Score: -2445738.000000 Penalty: 968.334106 Iteration 12Q: 3 clusters Score -2445738 nChanged 770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21807 members Mstep: Class 2 contains 20009 members Entering Unmasked Estep Score: -2446091.000000 Penalty: 968.334106 Iteration 13Q: 3 clusters Score -2446091 nChanged 727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21502 members Mstep: Class 2 contains 20314 members Entering Unmasked Estep Score: -2446439.250000 Penalty: 968.334106 Iteration 14Q: 3 clusters Score -2446439 nChanged 684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21178 members Mstep: Class 2 contains 20638 members Entering Unmasked Estep Score: -2446731.250000 Penalty: 968.334106 Iteration 15Q: 3 clusters Score -2446731 nChanged 639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20857 members Mstep: Class 2 contains 20959 members Entering Unmasked Estep Score: -2446977.500000 Penalty: 968.334106 Iteration 16Q: 3 clusters Score -2446978 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20520 members Mstep: Class 2 contains 21296 members Entering Unmasked Estep Score: -2447187.500000 Penalty: 968.334106 Iteration 17Q: 3 clusters Score -2447188 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20186 members Mstep: Class 2 contains 21630 members Entering Unmasked Estep Score: -2447339.000000 Penalty: 968.334106 Iteration 18Q: 3 clusters Score -2447339 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19893 members Mstep: Class 2 contains 21923 members Entering Unmasked Estep Score: -2447442.750000 Penalty: 968.334106 Iteration 19Q: 3 clusters Score -2447443 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19607 members Mstep: Class 2 contains 22209 members Entering Unmasked Estep Score: -2447562.250000 Penalty: 968.334106 Iteration 20F: 3 clusters Score -2447562 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19332 members Mstep: Class 2 contains 22484 members Entering Unmasked Estep Score: -2447639.000000 Penalty: 968.334106 Iteration 21Q: 3 clusters Score -2447639 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19057 members Mstep: Class 2 contains 22759 members Entering Unmasked Estep Score: -2447718.750000 Penalty: 968.334106 Iteration 22Q: 3 clusters Score -2447719 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18771 members Mstep: Class 2 contains 23045 members Entering Unmasked Estep Score: -2447792.000000 Penalty: 968.334106 Iteration 23Q: 3 clusters Score -2447792 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18481 members Mstep: Class 2 contains 23335 members Entering Unmasked Estep Score: -2447848.000000 Penalty: 968.334106 Iteration 24Q: 3 clusters Score -2447848 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18248 members Mstep: Class 2 contains 23568 members Entering Unmasked Estep Score: -2447893.500000 Penalty: 968.334106 Iteration 25Q: 3 clusters Score -2447894 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18034 members Mstep: Class 2 contains 23782 members Entering Unmasked Estep Score: -2447936.000000 Penalty: 968.334106 Iteration 26Q: 3 clusters Score -2447936 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17827 members Mstep: Class 2 contains 23989 members Entering Unmasked Estep Score: -2447953.500000 Penalty: 968.334106 Iteration 27Q: 3 clusters Score -2447954 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17651 members Mstep: Class 2 contains 24165 members Entering Unmasked Estep Score: -2447980.000000 Penalty: 968.334106 Iteration 28Q: 3 clusters Score -2447980 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17498 members Mstep: Class 2 contains 24318 members Entering Unmasked Estep Score: -2447988.000000 Penalty: 968.334106 Iteration 29Q: 3 clusters Score -2447988 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17374 members Mstep: Class 2 contains 24442 members Entering Unmasked Estep Score: -2448004.250000 Penalty: 968.334106 Iteration 30Q: 3 clusters Score -2448004 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17250 members Mstep: Class 2 contains 24566 members Entering Unmasked Estep Score: -2448011.500000 Penalty: 968.334106 Iteration 31Q: 3 clusters Score -2448012 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17139 members Mstep: Class 2 contains 24677 members Entering Unmasked Estep Score: -2448016.750000 Penalty: 968.334106 Iteration 32Q: 3 clusters Score -2448017 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17036 members Mstep: Class 2 contains 24780 members Entering Unmasked Estep Score: -2448025.750000 Penalty: 968.334106 Iteration 33Q: 3 clusters Score -2448026 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16939 members Mstep: Class 2 contains 24877 members Entering Unmasked Estep Score: -2448033.750000 Penalty: 968.334106 Iteration 34Q: 3 clusters Score -2448034 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16858 members Mstep: Class 2 contains 24958 members Entering Unmasked Estep Score: -2448039.750000 Penalty: 968.334106 Iteration 35Q: 3 clusters Score -2448040 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16786 members Mstep: Class 2 contains 25030 members Entering Unmasked Estep Score: -2448048.500000 Penalty: 968.334106 Iteration 36Q: 3 clusters Score -2448048 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16720 members Mstep: Class 2 contains 25096 members Entering Unmasked Estep Score: -2448053.750000 Penalty: 968.334106 Iteration 37Q: 3 clusters Score -2448054 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16664 members Mstep: Class 2 contains 25152 members Entering Unmasked Estep Score: -2448051.500000 Penalty: 968.334106 Iteration 38Q: 3 clusters Score -2448052 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16615 members Mstep: Class 2 contains 25201 members Entering Unmasked Estep Score: -2448055.000000 Penalty: 968.334106 Iteration 39Q: 3 clusters Score -2448055 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16568 members Mstep: Class 2 contains 25248 members Entering Unmasked Estep Score: -2448045.500000 Penalty: 968.334106 Iteration 40F: 3 clusters Score -2448046 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16534 members Mstep: Class 2 contains 25282 members Entering Unmasked Estep Score: -2448052.000000 Penalty: 968.334106 Iteration 41Q: 3 clusters Score -2448052 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16503 members Mstep: Class 2 contains 25313 members Entering Unmasked Estep Score: -2448049.000000 Penalty: 968.334106 Iteration 42Q: 3 clusters Score -2448049 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16465 members Mstep: Class 2 contains 25351 members Entering Unmasked Estep Score: -2448046.500000 Penalty: 968.334106 Iteration 43Q: 3 clusters Score -2448046 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16435 members Mstep: Class 2 contains 25381 members Entering Unmasked Estep Score: -2448053.250000 Penalty: 968.334106 Iteration 44Q: 3 clusters Score -2448053 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16405 members Mstep: Class 2 contains 25411 members Entering Unmasked Estep Score: -2448047.750000 Penalty: 968.334106 Iteration 45Q: 3 clusters Score -2448048 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16374 members Mstep: Class 2 contains 25442 members Entering Unmasked Estep Score: -2448049.250000 Penalty: 968.334106 Iteration 46Q: 3 clusters Score -2448049 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16346 members Mstep: Class 2 contains 25470 members Entering Unmasked Estep Score: -2448054.500000 Penalty: 968.334106 Iteration 47Q: 3 clusters Score -2448054 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16322 members Mstep: Class 2 contains 25494 members Entering Unmasked Estep Score: -2448056.000000 Penalty: 968.334106 Iteration 48Q: 3 clusters Score -2448056 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16297 members Mstep: Class 2 contains 25519 members Entering Unmasked Estep Score: -2448057.500000 Penalty: 968.334106 Iteration 49Q: 3 clusters Score -2448058 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16274 members Mstep: Class 2 contains 25542 members Entering Unmasked Estep Score: -2448060.000000 Penalty: 968.334106 Iteration 50Q: 3 clusters Score -2448060 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16252 members Mstep: Class 2 contains 25564 members Entering Unmasked Estep Score: -2448064.000000 Penalty: 968.334106 Iteration 51Q: 3 clusters Score -2448064 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16227 members Mstep: Class 2 contains 25589 members Entering Unmasked Estep Score: -2448065.000000 Penalty: 968.334106 Iteration 52Q: 3 clusters Score -2448065 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16202 members Mstep: Class 2 contains 25614 members Entering Unmasked Estep Score: -2448066.500000 Penalty: 968.334106 Iteration 53Q: 3 clusters Score -2448066 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16182 members Mstep: Class 2 contains 25634 members Entering Unmasked Estep Score: -2448067.500000 Penalty: 968.334106 Iteration 54Q: 3 clusters Score -2448068 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16163 members Mstep: Class 2 contains 25653 members Entering Unmasked Estep Score: -2448067.750000 Penalty: 968.334106 Iteration 55Q: 3 clusters Score -2448068 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16145 members Mstep: Class 2 contains 25671 members Entering Unmasked Estep Score: -2448062.250000 Penalty: 968.334106 Iteration 56Q: 3 clusters Score -2448062 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16121 members Mstep: Class 2 contains 25695 members Entering Unmasked Estep Score: -2448060.250000 Penalty: 968.334106 Iteration 57Q: 3 clusters Score -2448060 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16089 members Mstep: Class 2 contains 25727 members Entering Unmasked Estep Score: -2448068.500000 Penalty: 968.334106 Iteration 58Q: 3 clusters Score -2448068 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16064 members Mstep: Class 2 contains 25752 members Entering Unmasked Estep Score: -2448071.750000 Penalty: 968.334106 Iteration 59Q: 3 clusters Score -2448072 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16042 members Mstep: Class 2 contains 25774 members Entering Unmasked Estep Score: -2448067.500000 Penalty: 968.334106 Iteration 60F: 3 clusters Score -2448068 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16026 members Mstep: Class 2 contains 25790 members Entering Unmasked Estep Score: -2448064.750000 Penalty: 968.334106 Iteration 61Q: 3 clusters Score -2448065 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16012 members Mstep: Class 2 contains 25804 members Entering Unmasked Estep Score: -2448066.500000 Penalty: 968.334106 Iteration 62Q: 3 clusters Score -2448066 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15998 members Mstep: Class 2 contains 25818 members Entering Unmasked Estep Score: -2448065.500000 Penalty: 968.334106 Iteration 63Q: 3 clusters Score -2448066 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15981 members Mstep: Class 2 contains 25835 members Entering Unmasked Estep Score: -2448063.000000 Penalty: 968.334106 Iteration 64Q: 3 clusters Score -2448063 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15965 members Mstep: Class 2 contains 25851 members Entering Unmasked Estep Score: -2448069.000000 Penalty: 968.334106 Iteration 65Q: 3 clusters Score -2448069 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15949 members Mstep: Class 2 contains 25867 members Entering Unmasked Estep Score: -2448064.250000 Penalty: 968.334106 Iteration 66Q: 3 clusters Score -2448064 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15931 members Mstep: Class 2 contains 25885 members Entering Unmasked Estep Score: -2448068.750000 Penalty: 968.334106 Iteration 67Q: 3 clusters Score -2448069 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15919 members Mstep: Class 2 contains 25897 members Entering Unmasked Estep Score: -2448073.500000 Penalty: 968.334106 Iteration 68Q: 3 clusters Score -2448074 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15906 members Mstep: Class 2 contains 25910 members Entering Unmasked Estep Score: -2448075.500000 Penalty: 968.334106 Iteration 69Q: 3 clusters Score -2448076 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15893 members Mstep: Class 2 contains 25923 members Entering Unmasked Estep Score: -2448074.750000 Penalty: 968.334106 Iteration 70Q: 3 clusters Score -2448075 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15878 members Mstep: Class 2 contains 25938 members Entering Unmasked Estep Score: -2448075.000000 Penalty: 968.334106 Iteration 71Q: 3 clusters Score -2448075 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15870 members Mstep: Class 2 contains 25946 members Entering Unmasked Estep Score: -2448076.750000 Penalty: 968.334106 Iteration 72Q: 3 clusters Score -2448077 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15867 members Mstep: Class 2 contains 25949 members Entering Unmasked Estep Score: -2448076.000000 Penalty: 968.334106 Iteration 73Q: 3 clusters Score -2448076 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15866 members Mstep: Class 2 contains 25950 members Entering Unmasked Estep Score: -2448074.250000 Penalty: 968.334106 Iteration 74Q: 3 clusters Score -2448074 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15865 members Mstep: Class 2 contains 25951 members Entering Unmasked Estep Score: -2448075.500000 Penalty: 968.334106 Iteration 75Q: 3 clusters Score -2448076 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15863 members Mstep: Class 2 contains 25953 members Entering Unmasked Estep Score: -2448075.500000 Penalty: 968.334106 Iteration 76Q: 3 clusters Score -2448076 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15862 members Mstep: Class 2 contains 25954 members Entering Unmasked Estep Score: -2448075.500000 Penalty: 968.334106 Iteration 77Q: 3 clusters Score -2448076 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15862 members Mstep: Class 2 contains 25954 members Entering Unmasked Estep Score: -2448075.500000 Penalty: 968.334106 Iteration 78F: 3 clusters Score -2448076 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (25288 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25288 members Entering Unmasked Estep Score: -1497312.875000 Penalty: 461.282898 Iteration 0F: 2 clusters Score -1497313 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12593 members Mstep: Class 2 contains 12695 members Entering Unmasked Estep Score: -1480432.875000 Penalty: 922.565796 Iteration 0F: 3 clusters Score -1480433 nChanged 12015 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10870 members Mstep: Class 2 contains 14418 members Entering Unmasked Estep Score: -1487754.250000 Penalty: 922.565796 Iteration 1F: 3 clusters Score -1487754 nChanged 1926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9586 members Mstep: Class 2 contains 15702 members Entering Unmasked Estep Score: -1488913.250000 Penalty: 922.565796 Iteration 2F: 3 clusters Score -1488913 nChanged 2110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7946 members Mstep: Class 2 contains 17342 members Entering Unmasked Estep Score: -1490395.500000 Penalty: 922.565796 Iteration 3F: 3 clusters Score -1490396 nChanged 2018 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6306 members Mstep: Class 2 contains 18982 members Entering Unmasked Estep Score: -1491867.125000 Penalty: 922.565796 Iteration 4F: 3 clusters Score -1491867 nChanged 1786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4778 members Mstep: Class 2 contains 20510 members Entering Unmasked Estep Score: -1493284.625000 Penalty: 922.565796 Iteration 5F: 3 clusters Score -1493285 nChanged 1513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3449 members Mstep: Class 2 contains 21839 members Entering Unmasked Estep Score: -1494576.875000 Penalty: 922.565796 Iteration 6F: 3 clusters Score -1494577 nChanged 1079 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2524 members Mstep: Class 2 contains 22764 members Entering Unmasked Estep Score: -1495452.125000 Penalty: 922.565796 Iteration 7Q: 3 clusters Score -1495452 nChanged 750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1848 members Mstep: Class 2 contains 23440 members Entering Unmasked Estep Score: -1495982.000000 Penalty: 922.565796 Iteration 8Q: 3 clusters Score -1495982 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 23888 members Entering Unmasked Estep Score: -1496282.875000 Penalty: 922.565796 Iteration 9Q: 3 clusters Score -1496283 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 24229 members Entering Unmasked Estep Score: -1496484.625000 Penalty: 922.565796 Iteration 10Q: 3 clusters Score -1496485 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 24459 members Entering Unmasked Estep Score: -1496610.875000 Penalty: 922.565796 Iteration 11Q: 3 clusters Score -1496611 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 24624 members Entering Unmasked Estep Score: -1496725.875000 Penalty: 922.565796 Iteration 12Q: 3 clusters Score -1496726 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 24750 members Entering Unmasked Estep Score: -1496830.875000 Penalty: 922.565796 Iteration 13Q: 3 clusters Score -1496831 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 24828 members Entering Unmasked Estep Score: -1496918.875000 Penalty: 922.565796 Iteration 14Q: 3 clusters Score -1496919 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 24883 members Entering Unmasked Estep Score: -1497020.250000 Penalty: 922.565796 Iteration 15Q: 3 clusters Score -1497020 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 24882 members Entering Unmasked Estep Score: -1497098.375000 Penalty: 922.565796 Iteration 16Q: 3 clusters Score -1497098 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 24883 members Entering Unmasked Estep Score: -1497147.125000 Penalty: 922.565796 Iteration 17Q: 3 clusters Score -1497147 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 24873 members Entering Unmasked Estep Score: -1497185.625000 Penalty: 922.565796 Iteration 18Q: 3 clusters Score -1497186 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 24849 members Entering Unmasked Estep Score: -1497225.000000 Penalty: 922.565796 Iteration 19Q: 3 clusters Score -1497225 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 24818 members Entering Unmasked Estep Score: -1497276.375000 Penalty: 922.565796 Iteration 20F: 3 clusters Score -1497276 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 24779 members Entering Unmasked Estep Score: -1497307.125000 Penalty: 922.565796 Iteration 21Q: 3 clusters Score -1497307 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 24746 members Entering Unmasked Estep Score: -1497334.375000 Penalty: 922.565796 Iteration 22Q: 3 clusters Score -1497334 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 24721 members Entering Unmasked Estep Score: 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Unmasked Estep Score: -1497524.000000 Penalty: 922.565796 Iteration 31Q: 3 clusters Score -1497524 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 24423 members Entering Unmasked Estep Score: -1497531.125000 Penalty: 922.565796 Iteration 32Q: 3 clusters Score -1497531 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 24399 members Entering Unmasked Estep Score: -1497531.750000 Penalty: 922.565796 Iteration 33Q: 3 clusters Score -1497532 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 24387 members Entering Unmasked Estep Score: -1497534.875000 Penalty: 922.565796 Iteration 34Q: 3 clusters Score -1497535 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 24378 members Entering Unmasked Estep Score: -1497535.000000 Penalty: 922.565796 Iteration 35Q: 3 clusters Score -1497535 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 24368 members Entering Unmasked Estep Score: -1497540.375000 Penalty: 922.565796 Iteration 36Q: 3 clusters Score -1497540 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 24360 members Entering Unmasked Estep Score: -1497539.625000 Penalty: 922.565796 Iteration 37Q: 3 clusters Score -1497540 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 24353 members Entering Unmasked Estep Score: -1497539.875000 Penalty: 922.565796 Iteration 38Q: 3 clusters Score -1497540 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 24345 members Entering Unmasked Estep Score: -1497539.125000 Penalty: 922.565796 Iteration 39Q: 3 clusters Score -1497539 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 24338 members Entering Unmasked Estep Score: -1497567.625000 Penalty: 922.565796 Iteration 40F: 3 clusters Score -1497568 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 24296 members Entering Unmasked Estep Score: -1497586.375000 Penalty: 922.565796 Iteration 41Q: 3 clusters Score -1497586 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 24245 members Entering Unmasked Estep Score: -1497604.375000 Penalty: 922.565796 Iteration 42Q: 3 clusters Score -1497604 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 24200 members Entering Unmasked Estep Score: -1497618.625000 Penalty: 922.565796 Iteration 43Q: 3 clusters Score -1497619 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 24158 members Entering Unmasked Estep Score: -1497631.625000 Penalty: 922.565796 Iteration 44Q: 3 clusters Score -1497632 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 24122 members Entering Unmasked Estep Score: -1497645.250000 Penalty: 922.565796 Iteration 45Q: 3 clusters Score -1497645 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 24083 members Entering Unmasked Estep Score: -1497657.750000 Penalty: 922.565796 Iteration 46Q: 3 clusters Score -1497658 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 24039 members Entering Unmasked Estep Score: -1497670.625000 Penalty: 922.565796 Iteration 47Q: 3 clusters Score -1497671 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 23994 members Entering Unmasked Estep Score: -1497684.125000 Penalty: 922.565796 Iteration 48Q: 3 clusters Score -1497684 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 23956 members Entering Unmasked Estep Score: -1497694.125000 Penalty: 922.565796 Iteration 49Q: 3 clusters Score -1497694 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 23927 members Entering Unmasked Estep Score: -1497699.500000 Penalty: 922.565796 Iteration 50Q: 3 clusters Score -1497700 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 23897 members Entering Unmasked Estep Score: -1497707.625000 Penalty: 922.565796 Iteration 51Q: 3 clusters Score -1497708 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 23867 members Entering Unmasked Estep Score: -1497712.250000 Penalty: 922.565796 Iteration 52Q: 3 clusters Score -1497712 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 23843 members Entering Unmasked Estep Score: -1497712.125000 Penalty: 922.565796 Iteration 53Q: 3 clusters Score -1497712 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 23827 members Entering Unmasked Estep Score: -1497715.750000 Penalty: 922.565796 Iteration 54Q: 3 clusters Score -1497716 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 23815 members Entering Unmasked Estep Score: -1497717.375000 Penalty: 922.565796 Iteration 55Q: 3 clusters Score -1497717 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 23800 members Entering Unmasked Estep Score: -1497717.500000 Penalty: 922.565796 Iteration 56Q: 3 clusters Score -1497718 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 23787 members Entering Unmasked Estep Score: -1497720.250000 Penalty: 922.565796 Iteration 57Q: 3 clusters Score -1497720 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 23780 members Entering Unmasked Estep Score: -1497721.625000 Penalty: 922.565796 Iteration 58Q: 3 clusters Score -1497722 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 23774 members Entering Unmasked Estep Score: -1497722.250000 Penalty: 922.565796 Iteration 59Q: 3 clusters Score -1497722 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 23768 members Entering Unmasked Estep Score: -1497723.000000 Penalty: 922.565796 Iteration 60F: 3 clusters Score -1497723 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 23763 members Entering Unmasked Estep Score: -1497723.000000 Penalty: 922.565796 Iteration 61Q: 3 clusters Score -1497723 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 23753 members Entering Unmasked Estep Score: -1497721.375000 Penalty: 922.565796 Iteration 62Q: 3 clusters Score -1497721 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 23748 members Entering Unmasked Estep Score: -1497723.000000 Penalty: 922.565796 Iteration 63Q: 3 clusters Score -1497723 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 23742 members Entering Unmasked Estep Score: -1497724.500000 Penalty: 922.565796 Iteration 64Q: 3 clusters Score -1497724 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 23733 members Entering Unmasked Estep Score: -1497725.000000 Penalty: 922.565796 Iteration 65Q: 3 clusters Score -1497725 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 23726 members Entering Unmasked Estep Score: -1497726.625000 Penalty: 922.565796 Iteration 66Q: 3 clusters Score -1497727 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 23719 members Entering Unmasked Estep Score: -1497727.500000 Penalty: 922.565796 Iteration 67Q: 3 clusters Score -1497728 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 23711 members Entering Unmasked Estep Score: -1497727.625000 Penalty: 922.565796 Iteration 68Q: 3 clusters Score -1497728 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 23700 members Entering Unmasked Estep Score: -1497727.750000 Penalty: 922.565796 Iteration 69Q: 3 clusters Score -1497728 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 23693 members Entering Unmasked Estep Score: -1497729.625000 Penalty: 922.565796 Iteration 70Q: 3 clusters Score -1497730 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 23688 members Entering Unmasked Estep Score: -1497728.375000 Penalty: 922.565796 Iteration 71Q: 3 clusters Score -1497728 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 23683 members Entering Unmasked Estep Score: -1497727.750000 Penalty: 922.565796 Iteration 72Q: 3 clusters Score -1497728 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 23672 members Entering Unmasked Estep Score: -1497731.375000 Penalty: 922.565796 Iteration 73Q: 3 clusters Score -1497731 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 23661 members Entering Unmasked Estep Score: -1497733.500000 Penalty: 922.565796 Iteration 74Q: 3 clusters Score -1497734 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 23652 members Entering Unmasked Estep Score: -1497734.125000 Penalty: 922.565796 Iteration 75Q: 3 clusters Score -1497734 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 23645 members Entering Unmasked Estep Score: -1497734.250000 Penalty: 922.565796 Iteration 76Q: 3 clusters Score -1497734 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 23640 members Entering Unmasked Estep Score: -1497730.500000 Penalty: 922.565796 Iteration 77Q: 3 clusters Score -1497730 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 23633 members Entering Unmasked Estep Score: -1497730.125000 Penalty: 922.565796 Iteration 78Q: 3 clusters Score -1497730 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 23624 members Entering Unmasked Estep Score: -1497733.625000 Penalty: 922.565796 Iteration 79Q: 3 clusters Score -1497734 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 23617 members Entering Unmasked Estep Score: -1497735.500000 Penalty: 922.565796 Iteration 80F: 3 clusters Score -1497736 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1675 members Mstep: Class 2 contains 23613 members Entering Unmasked Estep Score: -1497735.250000 Penalty: 922.565796 Iteration 81Q: 3 clusters Score -1497735 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1675 members Mstep: Class 2 contains 23613 members Entering Unmasked Estep Score: -1497736.375000 Penalty: 922.565796 Iteration 82Q: 3 clusters Score -1497736 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1678 members Mstep: Class 2 contains 23610 members Entering Unmasked Estep Score: -1497737.500000 Penalty: 922.565796 Iteration 83Q: 3 clusters Score -1497738 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 23608 members Entering Unmasked Estep Score: -1497738.875000 Penalty: 922.565796 Iteration 84Q: 3 clusters Score -1497739 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 23607 members Entering Unmasked Estep Score: -1497738.625000 Penalty: 922.565796 Iteration 85Q: 3 clusters Score -1497739 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 23604 members Entering Unmasked Estep Score: -1497741.125000 Penalty: 922.565796 Iteration 86Q: 3 clusters Score -1497741 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 23598 members Entering Unmasked Estep Score: -1497739.125000 Penalty: 922.565796 Iteration 87Q: 3 clusters Score -1497739 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 23596 members Entering Unmasked Estep Score: -1497738.125000 Penalty: 922.565796 Iteration 88Q: 3 clusters Score -1497738 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 23595 members Entering Unmasked Estep Score: -1497739.250000 Penalty: 922.565796 Iteration 89Q: 3 clusters Score -1497739 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 23593 members Entering Unmasked Estep Score: -1497737.875000 Penalty: 922.565796 Iteration 90Q: 3 clusters Score -1497738 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 23592 members Entering Unmasked Estep Score: -1497737.250000 Penalty: 922.565796 Iteration 91Q: 3 clusters Score -1497737 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 23590 members Entering Unmasked Estep Score: -1497739.250000 Penalty: 922.565796 Iteration 92Q: 3 clusters Score -1497739 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 23586 members Entering Unmasked Estep Score: -1497737.125000 Penalty: 922.565796 Iteration 93Q: 3 clusters Score -1497737 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 23583 members Entering Unmasked Estep Score: -1497739.625000 Penalty: 922.565796 Iteration 94Q: 3 clusters Score -1497740 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 23581 members Entering Unmasked Estep Score: -1497740.375000 Penalty: 922.565796 Iteration 95Q: 3 clusters Score -1497740 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 23580 members Entering Unmasked Estep Score: -1497741.375000 Penalty: 922.565796 Iteration 96Q: 3 clusters Score -1497741 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 23579 members Entering Unmasked Estep Score: -1497740.750000 Penalty: 922.565796 Iteration 97Q: 3 clusters Score -1497741 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 23578 members Entering Unmasked Estep Score: -1497741.750000 Penalty: 922.565796 Iteration 98Q: 3 clusters Score -1497742 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 23577 members Entering Unmasked Estep Score: -1497742.250000 Penalty: 922.565796 Iteration 99Q: 3 clusters Score -1497742 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 23577 members Entering Unmasked Estep Score: -1497742.250000 Penalty: 922.565796 Iteration 100F: 3 clusters Score -1497742 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 249 members Mstep: Class 1 contains 9703 members Mstep: Class 2 contains 14316 members Mstep: Class 3 contains 5443 members Mstep: Class 4 contains 2916 members Mstep: Class 5 contains 11311 members Mstep: Class 6 contains 5013 members Mstep: Class 7 contains 17356 members Mstep: Class 8 contains 1153 members Mstep: Class 9 contains 221 members Mstep: Class 10 contains 51966 members Mstep: Class 11 contains 41816 members Mstep: Class 12 contains 1711 members Mstep: Class 13 contains 970 members Mstep: Class 14 contains 213 members Mstep: Class 15 contains 2788 members Mstep: Class 16 contains 1378 members Mstep: Class 17 contains 3812 members Mstep: Class 18 contains 2159 members Mstep: Class 19 contains 4094 members Mstep: Class 20 contains 11753 members Mstep: Class 21 contains 97904 members Mstep: Class 22 contains 23577 members Entering Unmasked Estep Score: -17721564.000000 Penalty: 12662.837891 Splitting cluster 12 changes total score from -17665788.000000 to -17721564.000000 So it's getting split into cluster 22. Entering ConstructFrom: Trying to split cluster 13 (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: -37120.824219 Penalty: 312.916962 Iteration 0F: 2 clusters Score -37120.82 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -36379.949219 Penalty: 625.833923 Iteration 0F: 3 clusters Score -36379.95 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -36712.558594 Penalty: 625.833923 Iteration 1F: 3 clusters Score -36712.56 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -36802.496094 Penalty: 625.833923 Iteration 2F: 3 clusters Score -36802.5 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -36876.242188 Penalty: 625.833923 Iteration 3F: 3 clusters Score -36876.24 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -36910.765625 Penalty: 625.833923 Iteration 4F: 3 clusters Score -36910.77 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -36943.617188 Penalty: 625.833923 Iteration 5Q: 3 clusters Score -36943.62 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -36966.136719 Penalty: 625.833923 Iteration 6Q: 3 clusters Score -36966.14 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -36988.617188 Penalty: 625.833923 Iteration 7Q: 3 clusters Score -36988.62 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -37018.199219 Penalty: 625.833923 Iteration 8Q: 3 clusters Score -37018.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -37035.761719 Penalty: 625.833923 Iteration 9Q: 3 clusters Score -37035.76 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -37045.539062 Penalty: 625.833923 Iteration 10Q: 3 clusters Score -37045.54 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -37058.050781 Penalty: 625.833923 Iteration 11Q: 3 clusters Score -37058.05 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -37071.242188 Penalty: 625.833923 Iteration 12Q: 3 clusters Score -37071.24 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -37082.144531 Penalty: 625.833923 Iteration 13Q: 3 clusters Score -37082.14 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -37085.261719 Penalty: 625.833923 Iteration 14Q: 3 clusters Score -37085.26 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -37089.253906 Penalty: 625.833923 Iteration 15Q: 3 clusters Score -37089.25 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -37090.300781 Penalty: 625.833923 Iteration 16Q: 3 clusters Score -37090.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -37093.347656 Penalty: 625.833923 Iteration 17Q: 3 clusters Score -37093.35 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -37093.941406 Penalty: 625.833923 Iteration 18Q: 3 clusters Score -37093.94 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -37094.203125 Penalty: 625.833923 Iteration 19Q: 3 clusters Score -37094.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -37094.300781 Penalty: 625.833923 Iteration 20F: 3 clusters Score -37094.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -37094.417969 Penalty: 625.833923 Iteration 21Q: 3 clusters Score -37094.42 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -37094.417969 Penalty: 625.833923 Iteration 22F: 3 clusters Score -37094.42 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (2788 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2788 members Entering Unmasked Estep Score: -155543.625000 Penalty: 360.955139 Iteration 0F: 2 clusters Score -155543.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -153592.718750 Penalty: 721.910278 Iteration 0F: 3 clusters Score -153592.7 nChanged 1236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -154432.546875 Penalty: 721.910278 Iteration 1F: 3 clusters Score -154432.5 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -154579.250000 Penalty: 721.910278 Iteration 2F: 3 clusters Score -154579.2 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -154684.234375 Penalty: 721.910278 Iteration 3F: 3 clusters Score -154684.2 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -154766.515625 Penalty: 721.910278 Iteration 4Q: 3 clusters Score -154766.5 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -154825.015625 Penalty: 721.910278 Iteration 5Q: 3 clusters Score -154825 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -154879.671875 Penalty: 721.910278 Iteration 6Q: 3 clusters Score -154879.7 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -154924.203125 Penalty: 721.910278 Iteration 7Q: 3 clusters Score -154924.2 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -154960.984375 Penalty: 721.910278 Iteration 8Q: 3 clusters Score -154961 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -154982.703125 Penalty: 721.910278 Iteration 9Q: 3 clusters Score -154982.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -155009.078125 Penalty: 721.910278 Iteration 10Q: 3 clusters Score -155009.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -155028.843750 Penalty: 721.910278 Iteration 11Q: 3 clusters Score -155028.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -155041.375000 Penalty: 721.910278 Iteration 12Q: 3 clusters Score -155041.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -155054.156250 Penalty: 721.910278 Iteration 13Q: 3 clusters Score -155054.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -155069.765625 Penalty: 721.910278 Iteration 14Q: 3 clusters Score -155069.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -155086.125000 Penalty: 721.910278 Iteration 15Q: 3 clusters Score -155086.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -155098.593750 Penalty: 721.910278 Iteration 16Q: 3 clusters Score -155098.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -155108.359375 Penalty: 721.910278 Iteration 17Q: 3 clusters Score -155108.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -155117.281250 Penalty: 721.910278 Iteration 18Q: 3 clusters Score -155117.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -155126.828125 Penalty: 721.910278 Iteration 19Q: 3 clusters Score -155126.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -155135.734375 Penalty: 721.910278 Iteration 20F: 3 clusters Score -155135.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -155143.656250 Penalty: 721.910278 Iteration 21Q: 3 clusters Score -155143.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -155150.234375 Penalty: 721.910278 Iteration 22Q: 3 clusters Score -155150.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -155155.171875 Penalty: 721.910278 Iteration 23Q: 3 clusters Score -155155.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -155159.765625 Penalty: 721.910278 Iteration 24Q: 3 clusters Score -155159.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -155171.734375 Penalty: 721.910278 Iteration 25Q: 3 clusters Score -155171.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -155183.703125 Penalty: 721.910278 Iteration 26Q: 3 clusters Score -155183.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -155201.687500 Penalty: 721.910278 Iteration 27Q: 3 clusters Score -155201.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -155213.875000 Penalty: 721.910278 Iteration 28Q: 3 clusters Score -155213.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -155225.343750 Penalty: 721.910278 Iteration 29Q: 3 clusters Score -155225.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -155234.343750 Penalty: 721.910278 Iteration 30Q: 3 clusters Score -155234.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -155240.156250 Penalty: 721.910278 Iteration 31Q: 3 clusters Score -155240.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -155243.296875 Penalty: 721.910278 Iteration 32Q: 3 clusters Score -155243.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -155245.343750 Penalty: 721.910278 Iteration 33Q: 3 clusters Score -155245.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -155247.687500 Penalty: 721.910278 Iteration 34Q: 3 clusters Score -155247.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -155250.078125 Penalty: 721.910278 Iteration 35Q: 3 clusters Score -155250.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -155251.109375 Penalty: 721.910278 Iteration 36Q: 3 clusters Score -155251.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -155252.640625 Penalty: 721.910278 Iteration 37Q: 3 clusters Score -155252.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -155255.890625 Penalty: 721.910278 Iteration 38Q: 3 clusters Score -155255.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -155266.531250 Penalty: 721.910278 Iteration 39Q: 3 clusters Score -155266.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -155272.609375 Penalty: 721.910278 Iteration 40F: 3 clusters Score -155272.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -155279.906250 Penalty: 721.910278 Iteration 41Q: 3 clusters Score -155279.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1795 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -155285.593750 Penalty: 721.910278 Iteration 42Q: 3 clusters Score -155285.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -155290.843750 Penalty: 721.910278 Iteration 43Q: 3 clusters Score -155290.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -155294.734375 Penalty: 721.910278 Iteration 44Q: 3 clusters Score -155294.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -155297.437500 Penalty: 721.910278 Iteration 45Q: 3 clusters Score -155297.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1819 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -155299.546875 Penalty: 721.910278 Iteration 46Q: 3 clusters Score -155299.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -155301.046875 Penalty: 721.910278 Iteration 47Q: 3 clusters Score -155301 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -155303.812500 Penalty: 721.910278 Iteration 48Q: 3 clusters Score -155303.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -155306.593750 Penalty: 721.910278 Iteration 49Q: 3 clusters Score -155306.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -155308.484375 Penalty: 721.910278 Iteration 50Q: 3 clusters Score -155308.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -155310.234375 Penalty: 721.910278 Iteration 51Q: 3 clusters Score -155310.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -155311.500000 Penalty: 721.910278 Iteration 52Q: 3 clusters Score -155311.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -155312.265625 Penalty: 721.910278 Iteration 53Q: 3 clusters Score -155312.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -155312.890625 Penalty: 721.910278 Iteration 54Q: 3 clusters Score -155312.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -155313.093750 Penalty: 721.910278 Iteration 55Q: 3 clusters Score -155313.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -155313.250000 Penalty: 721.910278 Iteration 56Q: 3 clusters Score -155313.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -155313.468750 Penalty: 721.910278 Iteration 57Q: 3 clusters Score -155313.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -155314.390625 Penalty: 721.910278 Iteration 58Q: 3 clusters Score -155314.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -155315.750000 Penalty: 721.910278 Iteration 59Q: 3 clusters Score -155315.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -155316.796875 Penalty: 721.910278 Iteration 60F: 3 clusters Score -155316.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -155317.890625 Penalty: 721.910278 Iteration 61Q: 3 clusters Score -155317.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -155319.046875 Penalty: 721.910278 Iteration 62Q: 3 clusters Score -155319 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -155319.671875 Penalty: 721.910278 Iteration 63Q: 3 clusters Score -155319.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -155320.125000 Penalty: 721.910278 Iteration 64Q: 3 clusters Score -155320.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -155320.421875 Penalty: 721.910278 Iteration 65Q: 3 clusters Score -155320.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -155321.093750 Penalty: 721.910278 Iteration 66Q: 3 clusters Score -155321.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -155321.843750 Penalty: 721.910278 Iteration 67Q: 3 clusters Score -155321.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -155321.734375 Penalty: 721.910278 Iteration 68Q: 3 clusters Score -155321.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -155321.953125 Penalty: 721.910278 Iteration 69Q: 3 clusters Score -155322 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -155321.953125 Penalty: 721.910278 Iteration 70F: 3 clusters Score -155322 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (1378 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Entering Unmasked Estep Score: -71449.937500 Penalty: 328.891663 Iteration 0F: 2 clusters Score -71449.94 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -70436.421875 Penalty: 657.783325 Iteration 0F: 3 clusters Score -70436.42 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -70733.687500 Penalty: 657.783325 Iteration 1F: 3 clusters Score -70733.69 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -70797.304688 Penalty: 657.783325 Iteration 2F: 3 clusters Score -70797.3 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -70845.390625 Penalty: 657.783325 Iteration 3F: 3 clusters Score -70845.39 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -70880.867188 Penalty: 657.783325 Iteration 4F: 3 clusters Score -70880.87 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -70903.375000 Penalty: 657.783325 Iteration 5Q: 3 clusters Score -70903.38 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -70920.351562 Penalty: 657.783325 Iteration 6Q: 3 clusters Score -70920.35 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -70940.343750 Penalty: 657.783325 Iteration 7Q: 3 clusters Score -70940.34 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -70961.843750 Penalty: 657.783325 Iteration 8Q: 3 clusters Score -70961.84 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -71003.500000 Penalty: 657.783325 Iteration 9Q: 3 clusters Score -71003.5 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -71049.546875 Penalty: 657.783325 Iteration 10Q: 3 clusters Score -71049.55 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -71087.820312 Penalty: 657.783325 Iteration 11Q: 3 clusters Score -71087.82 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -71123.367188 Penalty: 657.783325 Iteration 12Q: 3 clusters Score -71123.37 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -71153.710938 Penalty: 657.783325 Iteration 13Q: 3 clusters Score -71153.71 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -71168.109375 Penalty: 657.783325 Iteration 14Q: 3 clusters Score -71168.11 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -71177.039062 Penalty: 657.783325 Iteration 15Q: 3 clusters Score -71177.04 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -71180.906250 Penalty: 657.783325 Iteration 16Q: 3 clusters Score -71180.91 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -71184.859375 Penalty: 657.783325 Iteration 17Q: 3 clusters Score -71184.86 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -71189.367188 Penalty: 657.783325 Iteration 18Q: 3 clusters Score -71189.37 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -71194.906250 Penalty: 657.783325 Iteration 19Q: 3 clusters Score -71194.91 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -71198.945312 Penalty: 657.783325 Iteration 20F: 3 clusters Score -71198.95 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -71203.015625 Penalty: 657.783325 Iteration 21Q: 3 clusters Score -71203.02 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -71206.882812 Penalty: 657.783325 Iteration 22Q: 3 clusters Score -71206.88 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -71209.937500 Penalty: 657.783325 Iteration 23Q: 3 clusters Score -71209.94 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -71212.812500 Penalty: 657.783325 Iteration 24Q: 3 clusters Score -71212.81 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -71223.906250 Penalty: 657.783325 Iteration 25Q: 3 clusters Score -71223.91 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -71237.929688 Penalty: 657.783325 Iteration 26Q: 3 clusters Score -71237.93 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -71249.757812 Penalty: 657.783325 Iteration 27Q: 3 clusters Score -71249.76 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -71267.929688 Penalty: 657.783325 Iteration 28Q: 3 clusters Score -71267.93 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -71282.773438 Penalty: 657.783325 Iteration 29Q: 3 clusters Score -71282.77 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -71292.250000 Penalty: 657.783325 Iteration 30Q: 3 clusters Score -71292.25 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -71294.554688 Penalty: 657.783325 Iteration 31Q: 3 clusters Score -71294.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -71296.359375 Penalty: 657.783325 Iteration 32Q: 3 clusters Score -71296.36 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -71300.445312 Penalty: 657.783325 Iteration 33Q: 3 clusters Score -71300.45 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -71303.273438 Penalty: 657.783325 Iteration 34Q: 3 clusters Score -71303.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -71304.976562 Penalty: 657.783325 Iteration 35Q: 3 clusters Score -71304.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -71305.796875 Penalty: 657.783325 Iteration 36Q: 3 clusters Score -71305.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -71310.226562 Penalty: 657.783325 Iteration 37F: 3 clusters Score -71310.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -71311.562500 Penalty: 657.783325 Iteration 38Q: 3 clusters Score -71311.56 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -71311.562500 Penalty: 657.783325 Iteration 39F: 3 clusters Score -71311.56 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (3812 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3812 members Entering Unmasked Estep Score: -176068.734375 Penalty: 375.188904 Iteration 0F: 2 clusters Score -176068.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -173494.265625 Penalty: 750.377808 Iteration 0F: 3 clusters Score -173494.3 nChanged 1715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2116 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -174882.031250 Penalty: 750.377808 Iteration 1F: 3 clusters Score -174882 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2133 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -175157.453125 Penalty: 750.377808 Iteration 2F: 3 clusters Score -175157.5 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -175299.718750 Penalty: 750.377808 Iteration 3F: 3 clusters Score -175299.7 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -175404.625000 Penalty: 750.377808 Iteration 4F: 3 clusters Score -175404.6 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2210 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -175474.359375 Penalty: 750.377808 Iteration 5Q: 3 clusters Score -175474.4 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -175523.640625 Penalty: 750.377808 Iteration 6Q: 3 clusters Score -175523.6 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2314 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -175555.828125 Penalty: 750.377808 Iteration 7Q: 3 clusters Score -175555.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2367 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -175587.343750 Penalty: 750.377808 Iteration 8Q: 3 clusters Score -175587.3 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2426 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -175619.593750 Penalty: 750.377808 Iteration 9Q: 3 clusters Score -175619.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2482 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -175648.500000 Penalty: 750.377808 Iteration 10Q: 3 clusters Score -175648.5 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2523 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -175672.828125 Penalty: 750.377808 Iteration 11Q: 3 clusters Score -175672.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2572 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -175708.609375 Penalty: 750.377808 Iteration 12Q: 3 clusters Score -175708.6 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2619 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -175744.000000 Penalty: 750.377808 Iteration 13Q: 3 clusters Score -175744 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2662 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -175762.218750 Penalty: 750.377808 Iteration 14Q: 3 clusters Score -175762.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2694 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -175771.781250 Penalty: 750.377808 Iteration 15Q: 3 clusters Score -175771.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2723 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -175779.765625 Penalty: 750.377808 Iteration 16Q: 3 clusters Score -175779.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2747 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -175785.937500 Penalty: 750.377808 Iteration 17Q: 3 clusters Score -175785.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2763 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -175789.734375 Penalty: 750.377808 Iteration 18Q: 3 clusters Score -175789.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2776 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -175792.890625 Penalty: 750.377808 Iteration 19Q: 3 clusters Score -175792.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2796 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -175798.171875 Penalty: 750.377808 Iteration 20F: 3 clusters Score -175798.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2818 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -175802.828125 Penalty: 750.377808 Iteration 21Q: 3 clusters Score -175802.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2838 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -175807.859375 Penalty: 750.377808 Iteration 22Q: 3 clusters Score -175807.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2856 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -175812.500000 Penalty: 750.377808 Iteration 23Q: 3 clusters Score -175812.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2867 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -175814.546875 Penalty: 750.377808 Iteration 24Q: 3 clusters Score -175814.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2875 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -175815.718750 Penalty: 750.377808 Iteration 25Q: 3 clusters Score -175815.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2881 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -175816.437500 Penalty: 750.377808 Iteration 26Q: 3 clusters Score -175816.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2883 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -175816.484375 Penalty: 750.377808 Iteration 27Q: 3 clusters Score -175816.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2884 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -175816.375000 Penalty: 750.377808 Iteration 28Q: 3 clusters Score -175816.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2885 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -175816.843750 Penalty: 750.377808 Iteration 29Q: 3 clusters Score -175816.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2887 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -175816.656250 Penalty: 750.377808 Iteration 30Q: 3 clusters Score -175816.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2889 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -175817.250000 Penalty: 750.377808 Iteration 31Q: 3 clusters Score -175817.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2893 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -175817.984375 Penalty: 750.377808 Iteration 32Q: 3 clusters Score -175818 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2894 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -175818.000000 Penalty: 750.377808 Iteration 33Q: 3 clusters Score -175818 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2898 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -175819.390625 Penalty: 750.377808 Iteration 34Q: 3 clusters Score -175819.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2904 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -175820.500000 Penalty: 750.377808 Iteration 35Q: 3 clusters Score -175820.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2910 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -175821.640625 Penalty: 750.377808 Iteration 36Q: 3 clusters Score -175821.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2917 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -175823.890625 Penalty: 750.377808 Iteration 37Q: 3 clusters Score -175823.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2922 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -175826.609375 Penalty: 750.377808 Iteration 38Q: 3 clusters Score -175826.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2931 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -175829.125000 Penalty: 750.377808 Iteration 39Q: 3 clusters Score -175829.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2942 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -175833.187500 Penalty: 750.377808 Iteration 40F: 3 clusters Score -175833.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2952 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -175837.343750 Penalty: 750.377808 Iteration 41Q: 3 clusters Score -175837.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2961 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -175839.875000 Penalty: 750.377808 Iteration 42Q: 3 clusters Score -175839.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2967 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -175841.781250 Penalty: 750.377808 Iteration 43Q: 3 clusters Score -175841.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2972 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -175844.015625 Penalty: 750.377808 Iteration 44Q: 3 clusters Score -175844 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2982 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -175846.140625 Penalty: 750.377808 Iteration 45Q: 3 clusters Score -175846.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2994 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -175849.984375 Penalty: 750.377808 Iteration 46Q: 3 clusters Score -175850 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3004 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -175852.687500 Penalty: 750.377808 Iteration 47Q: 3 clusters Score -175852.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3012 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -175856.156250 Penalty: 750.377808 Iteration 48Q: 3 clusters Score -175856.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3023 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -175858.437500 Penalty: 750.377808 Iteration 49Q: 3 clusters Score -175858.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3034 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -175861.515625 Penalty: 750.377808 Iteration 50Q: 3 clusters Score -175861.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3050 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -175865.640625 Penalty: 750.377808 Iteration 51Q: 3 clusters Score -175865.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3070 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -175870.750000 Penalty: 750.377808 Iteration 52Q: 3 clusters Score -175870.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3090 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -175875.718750 Penalty: 750.377808 Iteration 53Q: 3 clusters Score -175875.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3101 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -175877.828125 Penalty: 750.377808 Iteration 54Q: 3 clusters Score -175877.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3105 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -175878.781250 Penalty: 750.377808 Iteration 55Q: 3 clusters Score -175878.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3109 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -175879.000000 Penalty: 750.377808 Iteration 56Q: 3 clusters Score -175879 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3110 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -175879.140625 Penalty: 750.377808 Iteration 57Q: 3 clusters Score -175879.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3111 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -175880.312500 Penalty: 750.377808 Iteration 58Q: 3 clusters Score -175880.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3113 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -175880.656250 Penalty: 750.377808 Iteration 59Q: 3 clusters Score -175880.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3117 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -175881.968750 Penalty: 750.377808 Iteration 60F: 3 clusters Score -175882 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3122 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -175884.500000 Penalty: 750.377808 Iteration 61Q: 3 clusters Score -175884.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3130 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -175890.125000 Penalty: 750.377808 Iteration 62Q: 3 clusters Score -175890.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3141 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -175895.937500 Penalty: 750.377808 Iteration 63Q: 3 clusters Score -175895.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3152 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -175902.125000 Penalty: 750.377808 Iteration 64Q: 3 clusters Score -175902.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3166 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -175912.453125 Penalty: 750.377808 Iteration 65Q: 3 clusters Score -175912.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3193 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -175925.906250 Penalty: 750.377808 Iteration 66Q: 3 clusters Score -175925.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3209 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -175931.468750 Penalty: 750.377808 Iteration 67Q: 3 clusters Score -175931.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3225 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -175937.703125 Penalty: 750.377808 Iteration 68Q: 3 clusters Score -175937.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3240 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -175944.093750 Penalty: 750.377808 Iteration 69Q: 3 clusters Score -175944.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3255 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -175948.828125 Penalty: 750.377808 Iteration 70Q: 3 clusters Score -175948.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3263 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -175950.531250 Penalty: 750.377808 Iteration 71Q: 3 clusters Score -175950.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3269 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -175951.750000 Penalty: 750.377808 Iteration 72Q: 3 clusters Score -175951.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3271 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -175951.765625 Penalty: 750.377808 Iteration 73Q: 3 clusters Score -175951.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3275 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -175952.812500 Penalty: 750.377808 Iteration 74Q: 3 clusters Score -175952.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3280 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -175954.640625 Penalty: 750.377808 Iteration 75Q: 3 clusters Score -175954.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3290 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -175959.265625 Penalty: 750.377808 Iteration 76Q: 3 clusters Score -175959.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3302 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -175962.093750 Penalty: 750.377808 Iteration 77Q: 3 clusters Score -175962.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3307 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -175962.500000 Penalty: 750.377808 Iteration 78Q: 3 clusters Score -175962.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3313 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -175964.140625 Penalty: 750.377808 Iteration 79Q: 3 clusters Score -175964.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3318 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -175964.984375 Penalty: 750.377808 Iteration 80F: 3 clusters Score -175965 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3322 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -175965.781250 Penalty: 750.377808 Iteration 81Q: 3 clusters Score -175965.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3326 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -175966.937500 Penalty: 750.377808 Iteration 82Q: 3 clusters Score -175966.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3327 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -175966.984375 Penalty: 750.377808 Iteration 83Q: 3 clusters Score -175967 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3326 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -175967.015625 Penalty: 750.377808 Iteration 84Q: 3 clusters Score -175967 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3326 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -175967.015625 Penalty: 750.377808 Iteration 85F: 3 clusters Score -175967 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (2159 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2159 members Entering Unmasked Estep Score: -101855.296875 Penalty: 349.321716 Iteration 0F: 2 clusters Score -101855.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -100306.171875 Penalty: 698.643433 Iteration 0F: 3 clusters Score -100306.2 nChanged 954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -101062.523438 Penalty: 698.643433 Iteration 1F: 3 clusters Score -101062.5 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -101386.156250 Penalty: 698.643433 Iteration 2F: 3 clusters Score -101386.2 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -101553.929688 Penalty: 698.643433 Iteration 3F: 3 clusters Score -101553.9 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -101684.460938 Penalty: 698.643433 Iteration 4F: 3 clusters Score -101684.5 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -101743.742188 Penalty: 698.643433 Iteration 5Q: 3 clusters Score -101743.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -101772.492188 Penalty: 698.643433 Iteration 6Q: 3 clusters Score -101772.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -101807.500000 Penalty: 698.643433 Iteration 7Q: 3 clusters Score -101807.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -101828.585938 Penalty: 698.643433 Iteration 8Q: 3 clusters Score -101828.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -101842.945312 Penalty: 698.643433 Iteration 9Q: 3 clusters Score -101842.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -101858.875000 Penalty: 698.643433 Iteration 10Q: 3 clusters Score -101858.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -101877.515625 Penalty: 698.643433 Iteration 11Q: 3 clusters Score -101877.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -101901.343750 Penalty: 698.643433 Iteration 12Q: 3 clusters Score -101901.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -101927.828125 Penalty: 698.643433 Iteration 13Q: 3 clusters Score -101927.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -101949.132812 Penalty: 698.643433 Iteration 14Q: 3 clusters Score -101949.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -101963.710938 Penalty: 698.643433 Iteration 15Q: 3 clusters Score -101963.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -101969.015625 Penalty: 698.643433 Iteration 16Q: 3 clusters Score -101969 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -101979.226562 Penalty: 698.643433 Iteration 17Q: 3 clusters Score -101979.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -101982.296875 Penalty: 698.643433 Iteration 18Q: 3 clusters Score -101982.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -101983.125000 Penalty: 698.643433 Iteration 19Q: 3 clusters Score -101983.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -101990.476562 Penalty: 698.643433 Iteration 20F: 3 clusters Score -101990.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -102006.265625 Penalty: 698.643433 Iteration 21Q: 3 clusters Score -102006.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -102024.265625 Penalty: 698.643433 Iteration 22Q: 3 clusters Score -102024.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -102040.445312 Penalty: 698.643433 Iteration 23Q: 3 clusters Score -102040.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -102045.765625 Penalty: 698.643433 Iteration 24Q: 3 clusters Score -102045.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -102050.851562 Penalty: 698.643433 Iteration 25Q: 3 clusters Score -102050.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -102053.242188 Penalty: 698.643433 Iteration 26Q: 3 clusters Score -102053.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -102057.304688 Penalty: 698.643433 Iteration 27Q: 3 clusters Score -102057.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -102060.453125 Penalty: 698.643433 Iteration 28Q: 3 clusters Score -102060.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -102063.617188 Penalty: 698.643433 Iteration 29Q: 3 clusters Score -102063.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 1585 members Entering Unmasked Estep Score: -102070.937500 Penalty: 698.643433 Iteration 30Q: 3 clusters Score -102070.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -102072.757812 Penalty: 698.643433 Iteration 31Q: 3 clusters Score -102072.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -102073.085938 Penalty: 698.643433 Iteration 32Q: 3 clusters Score -102073.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -102073.859375 Penalty: 698.643433 Iteration 33Q: 3 clusters Score -102073.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -102074.664062 Penalty: 698.643433 Iteration 34Q: 3 clusters Score -102074.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -102076.500000 Penalty: 698.643433 Iteration 35Q: 3 clusters Score -102076.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -102080.648438 Penalty: 698.643433 Iteration 36Q: 3 clusters Score -102080.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -102084.531250 Penalty: 698.643433 Iteration 37Q: 3 clusters Score -102084.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -102089.218750 Penalty: 698.643433 Iteration 38Q: 3 clusters Score -102089.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -102091.335938 Penalty: 698.643433 Iteration 39Q: 3 clusters Score -102091.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -102094.703125 Penalty: 698.643433 Iteration 40F: 3 clusters Score -102094.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -102097.226562 Penalty: 698.643433 Iteration 41Q: 3 clusters Score -102097.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -102102.867188 Penalty: 698.643433 Iteration 42Q: 3 clusters Score -102102.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -102108.031250 Penalty: 698.643433 Iteration 43Q: 3 clusters Score -102108 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -102112.640625 Penalty: 698.643433 Iteration 44Q: 3 clusters Score -102112.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -102116.031250 Penalty: 698.643433 Iteration 45Q: 3 clusters Score -102116 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -102119.632812 Penalty: 698.643433 Iteration 46Q: 3 clusters Score -102119.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -102121.132812 Penalty: 698.643433 Iteration 47Q: 3 clusters Score -102121.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -102121.226562 Penalty: 698.643433 Iteration 48Q: 3 clusters Score -102121.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -102121.382812 Penalty: 698.643433 Iteration 49Q: 3 clusters Score -102121.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -102121.382812 Penalty: 698.643433 Iteration 50F: 3 clusters Score -102121.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 249 members Mstep: Class 1 contains 9703 members Mstep: Class 2 contains 14316 members Mstep: Class 3 contains 5443 members Mstep: Class 4 contains 2916 members Mstep: Class 5 contains 11311 members Mstep: Class 6 contains 5013 members Mstep: Class 7 contains 17356 members Mstep: Class 8 contains 1153 members Mstep: Class 9 contains 221 members Mstep: Class 10 contains 51966 members Mstep: Class 11 contains 41816 members Mstep: Class 12 contains 1711 members Mstep: Class 13 contains 970 members Mstep: Class 14 contains 213 members Mstep: Class 15 contains 2788 members Mstep: Class 16 contains 1378 members Mstep: Class 17 contains 3812 members Mstep: Class 18 contains 509 members Mstep: Class 19 contains 4094 members Mstep: Class 20 contains 11753 members Mstep: Class 21 contains 97904 members Mstep: Class 22 contains 23577 members Mstep: Class 23 contains 1650 members Entering Unmasked Estep Score: -17721610.000000 Penalty: 13238.420898 Splitting cluster 18 changes total score from -17665788.000000 to -17721610.000000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 19 (4094 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4094 members Entering Unmasked Estep Score: -231574.156250 Penalty: 378.436157 Iteration 0F: 2 clusters Score -231574.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2086 members Mstep: Class 2 contains 2008 members Entering Unmasked Estep Score: -228804.765625 Penalty: 756.872314 Iteration 0F: 3 clusters Score -228804.8 nChanged 1831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2069 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -229888.796875 Penalty: 756.872314 Iteration 1F: 3 clusters Score -229888.8 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2020 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -230071.734375 Penalty: 756.872314 Iteration 2F: 3 clusters Score -230071.7 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1986 members Mstep: Class 2 contains 2108 members Entering Unmasked Estep Score: -230224.656250 Penalty: 756.872314 Iteration 3F: 3 clusters Score -230224.7 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1990 members Mstep: Class 2 contains 2104 members Entering Unmasked Estep Score: -230347.500000 Penalty: 756.872314 Iteration 4F: 3 clusters Score -230347.5 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2018 members Mstep: Class 2 contains 2076 members Entering Unmasked Estep Score: -230462.953125 Penalty: 756.872314 Iteration 5Q: 3 clusters Score -230463 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -230568.828125 Penalty: 756.872314 Iteration 6Q: 3 clusters Score -230568.8 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2133 members Mstep: Class 2 contains 1961 members Entering Unmasked Estep Score: -230653.625000 Penalty: 756.872314 Iteration 7Q: 3 clusters Score -230653.6 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2204 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -230725.171875 Penalty: 756.872314 Iteration 8Q: 3 clusters Score -230725.2 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2273 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -230799.765625 Penalty: 756.872314 Iteration 9Q: 3 clusters Score -230799.8 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2388 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -230898.781250 Penalty: 756.872314 Iteration 10Q: 3 clusters Score -230898.8 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2513 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -231042.453125 Penalty: 756.872314 Iteration 11Q: 3 clusters Score -231042.5 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2637 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -231305.781250 Penalty: 756.872314 Iteration 12Q: 3 clusters Score -231305.8 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2707 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -231575.234375 Penalty: 756.872314 Iteration 13Q: 3 clusters Score -231575.2 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2758 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -231786.156250 Penalty: 756.872314 Iteration 14Q: 3 clusters Score -231786.2 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2773 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -231919.140625 Penalty: 756.872314 Iteration 15Q: 3 clusters Score -231919.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2747 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -231959.140625 Penalty: 756.872314 Iteration 16Q: 3 clusters Score -231959.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2716 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -231978.375000 Penalty: 756.872314 Iteration 17Q: 3 clusters Score -231978.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2692 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -231990.843750 Penalty: 756.872314 Iteration 18Q: 3 clusters Score -231990.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2669 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -231996.734375 Penalty: 756.872314 Iteration 19Q: 3 clusters Score -231996.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2645 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -232009.984375 Penalty: 756.872314 Iteration 20F: 3 clusters Score -232010 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2621 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -232017.671875 Penalty: 756.872314 Iteration 21Q: 3 clusters Score -232017.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2592 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -232028.265625 Penalty: 756.872314 Iteration 22Q: 3 clusters Score -232028.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2559 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -232039.531250 Penalty: 756.872314 Iteration 23Q: 3 clusters Score -232039.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2532 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -232048.031250 Penalty: 756.872314 Iteration 24Q: 3 clusters Score -232048 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2514 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -232051.359375 Penalty: 756.872314 Iteration 25Q: 3 clusters Score -232051.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -232057.750000 Penalty: 756.872314 Iteration 26Q: 3 clusters Score -232057.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2471 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -232066.125000 Penalty: 756.872314 Iteration 27Q: 3 clusters Score -232066.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -232073.796875 Penalty: 756.872314 Iteration 28Q: 3 clusters Score -232073.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2415 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -232084.546875 Penalty: 756.872314 Iteration 29Q: 3 clusters Score -232084.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2385 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -232096.031250 Penalty: 756.872314 Iteration 30Q: 3 clusters Score -232096 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2356 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -232105.890625 Penalty: 756.872314 Iteration 31Q: 3 clusters Score -232105.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -232113.484375 Penalty: 756.872314 Iteration 32Q: 3 clusters Score -232113.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2314 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -232119.015625 Penalty: 756.872314 Iteration 33Q: 3 clusters Score -232119 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2300 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -232121.453125 Penalty: 756.872314 Iteration 34Q: 3 clusters Score -232121.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2289 members Mstep: Class 2 contains 1805 members Entering Unmasked Estep Score: -232123.296875 Penalty: 756.872314 Iteration 35Q: 3 clusters Score -232123.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2280 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -232123.781250 Penalty: 756.872314 Iteration 36Q: 3 clusters Score -232123.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2273 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -232125.265625 Penalty: 756.872314 Iteration 37Q: 3 clusters Score -232125.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2267 members Mstep: Class 2 contains 1827 members Entering Unmasked Estep Score: -232125.234375 Penalty: 756.872314 Iteration 38Q: 3 clusters Score -232125.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2266 members Mstep: Class 2 contains 1828 members Entering Unmasked Estep Score: -232125.640625 Penalty: 756.872314 Iteration 39Q: 3 clusters Score -232125.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 1829 members Entering Unmasked Estep Score: -232126.718750 Penalty: 756.872314 Iteration 40F: 3 clusters Score -232126.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 1833 members Entering Unmasked Estep Score: -232128.031250 Penalty: 756.872314 Iteration 41Q: 3 clusters Score -232128 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 1842 members Entering Unmasked Estep Score: -232130.531250 Penalty: 756.872314 Iteration 42Q: 3 clusters Score -232130.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2243 members Mstep: Class 2 contains 1851 members Entering Unmasked Estep Score: -232131.750000 Penalty: 756.872314 Iteration 43Q: 3 clusters Score -232131.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2232 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -232133.203125 Penalty: 756.872314 Iteration 44Q: 3 clusters Score -232133.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2227 members Mstep: Class 2 contains 1867 members Entering Unmasked Estep Score: -232134.640625 Penalty: 756.872314 Iteration 45Q: 3 clusters Score -232134.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -232137.687500 Penalty: 756.872314 Iteration 46Q: 3 clusters Score -232137.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2208 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -232139.546875 Penalty: 756.872314 Iteration 47Q: 3 clusters Score -232139.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2197 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -232141.437500 Penalty: 756.872314 Iteration 48Q: 3 clusters Score -232141.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2183 members Mstep: Class 2 contains 1911 members Entering Unmasked Estep Score: -232143.640625 Penalty: 756.872314 Iteration 49Q: 3 clusters Score -232143.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2170 members Mstep: Class 2 contains 1924 members Entering Unmasked Estep Score: -232145.562500 Penalty: 756.872314 Iteration 50Q: 3 clusters Score -232145.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2162 members Mstep: Class 2 contains 1932 members Entering Unmasked Estep Score: -232146.796875 Penalty: 756.872314 Iteration 51Q: 3 clusters Score -232146.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2158 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -232146.750000 Penalty: 756.872314 Iteration 52Q: 3 clusters Score -232146.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -232147.921875 Penalty: 756.872314 Iteration 53Q: 3 clusters Score -232147.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -232148.859375 Penalty: 756.872314 Iteration 54Q: 3 clusters Score -232148.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2142 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -232149.828125 Penalty: 756.872314 Iteration 55Q: 3 clusters Score -232149.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -232150.000000 Penalty: 756.872314 Iteration 56Q: 3 clusters Score -232150 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2132 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -232151.140625 Penalty: 756.872314 Iteration 57Q: 3 clusters Score -232151.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 1968 members Entering Unmasked Estep Score: -232152.718750 Penalty: 756.872314 Iteration 58Q: 3 clusters Score -232152.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2119 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -232154.078125 Penalty: 756.872314 Iteration 59Q: 3 clusters Score -232154.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2115 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -232154.671875 Penalty: 756.872314 Iteration 60F: 3 clusters Score -232154.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2109 members Mstep: Class 2 contains 1985 members Entering Unmasked Estep Score: -232155.734375 Penalty: 756.872314 Iteration 61Q: 3 clusters Score -232155.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2104 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -232156.578125 Penalty: 756.872314 Iteration 62Q: 3 clusters Score -232156.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -232156.828125 Penalty: 756.872314 Iteration 63Q: 3 clusters Score -232156.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2098 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -232156.937500 Penalty: 756.872314 Iteration 64Q: 3 clusters Score -232156.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2098 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -232156.937500 Penalty: 756.872314 Iteration 65F: 3 clusters Score -232156.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 249 members Mstep: Class 1 contains 9703 members Mstep: Class 2 contains 14316 members Mstep: Class 3 contains 5443 members Mstep: Class 4 contains 2916 members Mstep: Class 5 contains 11311 members Mstep: Class 6 contains 5013 members Mstep: Class 7 contains 17356 members Mstep: Class 8 contains 1153 members Mstep: Class 9 contains 221 members Mstep: Class 10 contains 51966 members Mstep: Class 11 contains 41816 members Mstep: Class 12 contains 1711 members Mstep: Class 13 contains 970 members Mstep: Class 14 contains 213 members Mstep: Class 15 contains 2788 members Mstep: Class 16 contains 1378 members Mstep: Class 17 contains 3812 members Mstep: Class 18 contains 509 members Mstep: Class 19 contains 2098 members Mstep: Class 20 contains 11753 members Mstep: Class 21 contains 97904 members Mstep: Class 22 contains 23577 members Mstep: Class 23 contains 1650 members Mstep: Class 24 contains 1996 members Entering Unmasked Estep Score: -17721974.000000 Penalty: 13814.004883 Splitting cluster 19 changes total score from -17665788.000000 to -17721974.000000 So it's getting split into cluster 24. Entering ConstructFrom: Trying to split cluster 20 (11753 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11753 members Entering Unmasked Estep Score: -629251.000000 Penalty: 426.419769 Iteration 0F: 2 clusters Score -629251 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5846 members Mstep: Class 2 contains 5907 members Entering Unmasked Estep Score: -621536.125000 Penalty: 852.839539 Iteration 0F: 3 clusters Score -621536.1 nChanged 5467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5627 members Mstep: Class 2 contains 6126 members Entering Unmasked Estep Score: -624782.687500 Penalty: 852.839539 Iteration 1F: 3 clusters Score -624782.7 nChanged 685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5644 members Mstep: Class 2 contains 6109 members Entering Unmasked Estep Score: -625055.500000 Penalty: 852.839539 Iteration 2F: 3 clusters Score -625055.5 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5701 members Mstep: Class 2 contains 6052 members Entering Unmasked Estep Score: -625297.875000 Penalty: 852.839539 Iteration 3F: 3 clusters Score -625297.9 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5744 members Mstep: Class 2 contains 6009 members Entering Unmasked Estep Score: -625539.625000 Penalty: 852.839539 Iteration 4Q: 3 clusters Score -625539.6 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5746 members Mstep: Class 2 contains 6007 members Entering Unmasked Estep Score: -625805.937500 Penalty: 852.839539 Iteration 5Q: 3 clusters Score -625805.9 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5669 members Mstep: Class 2 contains 6084 members Entering Unmasked Estep Score: -626127.562500 Penalty: 852.839539 Iteration 6Q: 3 clusters Score -626127.6 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5552 members Mstep: Class 2 contains 6201 members Entering Unmasked Estep Score: -626392.562500 Penalty: 852.839539 Iteration 7Q: 3 clusters Score -626392.6 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5361 members Mstep: Class 2 contains 6392 members Entering Unmasked Estep Score: -626657.562500 Penalty: 852.839539 Iteration 8Q: 3 clusters Score -626657.6 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5101 members Mstep: Class 2 contains 6652 members Entering Unmasked Estep Score: -626922.125000 Penalty: 852.839539 Iteration 9Q: 3 clusters Score -626922.1 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4850 members Mstep: Class 2 contains 6903 members Entering Unmasked Estep Score: -627210.437500 Penalty: 852.839539 Iteration 10Q: 3 clusters Score -627210.4 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4598 members Mstep: Class 2 contains 7155 members Entering Unmasked Estep Score: -627467.125000 Penalty: 852.839539 Iteration 11Q: 3 clusters Score -627467.1 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4364 members Mstep: Class 2 contains 7389 members Entering Unmasked Estep Score: -627649.125000 Penalty: 852.839539 Iteration 12Q: 3 clusters Score -627649.1 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4154 members Mstep: Class 2 contains 7599 members Entering Unmasked Estep Score: -627781.625000 Penalty: 852.839539 Iteration 13Q: 3 clusters Score -627781.6 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3955 members Mstep: Class 2 contains 7798 members Entering Unmasked Estep Score: -627881.375000 Penalty: 852.839539 Iteration 14Q: 3 clusters Score -627881.4 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3768 members Mstep: Class 2 contains 7985 members Entering Unmasked Estep Score: -627961.750000 Penalty: 852.839539 Iteration 15Q: 3 clusters Score -627961.8 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3592 members Mstep: Class 2 contains 8161 members Entering Unmasked Estep Score: -628035.812500 Penalty: 852.839539 Iteration 16Q: 3 clusters Score -628035.8 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3393 members Mstep: Class 2 contains 8360 members Entering Unmasked Estep Score: -628116.000000 Penalty: 852.839539 Iteration 17Q: 3 clusters Score -628116 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3186 members Mstep: Class 2 contains 8567 members Entering Unmasked Estep Score: -628208.250000 Penalty: 852.839539 Iteration 18Q: 3 clusters Score -628208.2 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2988 members Mstep: Class 2 contains 8765 members Entering Unmasked Estep Score: -628299.875000 Penalty: 852.839539 Iteration 19Q: 3 clusters Score -628299.9 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2785 members Mstep: Class 2 contains 8968 members Entering Unmasked Estep Score: -628396.500000 Penalty: 852.839539 Iteration 20F: 3 clusters Score -628396.5 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2587 members Mstep: Class 2 contains 9166 members Entering Unmasked Estep Score: -628480.750000 Penalty: 852.839539 Iteration 21Q: 3 clusters Score -628480.8 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2392 members Mstep: Class 2 contains 9361 members Entering Unmasked Estep Score: -628562.437500 Penalty: 852.839539 Iteration 22Q: 3 clusters Score -628562.4 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2203 members Mstep: Class 2 contains 9550 members Entering Unmasked Estep Score: -628643.875000 Penalty: 852.839539 Iteration 23Q: 3 clusters Score -628643.9 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2040 members Mstep: Class 2 contains 9713 members Entering Unmasked Estep Score: -628709.625000 Penalty: 852.839539 Iteration 24Q: 3 clusters Score -628709.6 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 9840 members Entering Unmasked Estep Score: -628754.750000 Penalty: 852.839539 Iteration 25Q: 3 clusters Score -628754.8 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 9956 members Entering Unmasked Estep Score: -628795.125000 Penalty: 852.839539 Iteration 26Q: 3 clusters Score -628795.1 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 10064 members Entering Unmasked Estep Score: -628829.437500 Penalty: 852.839539 Iteration 27Q: 3 clusters Score -628829.4 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 10160 members Entering Unmasked Estep Score: -628857.125000 Penalty: 852.839539 Iteration 28Q: 3 clusters Score -628857.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 10228 members Entering Unmasked Estep Score: -628875.750000 Penalty: 852.839539 Iteration 29Q: 3 clusters Score -628875.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 10290 members Entering Unmasked Estep Score: -628886.687500 Penalty: 852.839539 Iteration 30Q: 3 clusters Score -628886.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 10344 members Entering Unmasked Estep Score: -628900.062500 Penalty: 852.839539 Iteration 31Q: 3 clusters Score -628900.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 10396 members Entering Unmasked Estep Score: -628912.500000 Penalty: 852.839539 Iteration 32Q: 3 clusters Score -628912.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 10450 members Entering Unmasked Estep Score: -628930.812500 Penalty: 852.839539 Iteration 33Q: 3 clusters Score -628930.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 10498 members Entering Unmasked Estep Score: -628940.937500 Penalty: 852.839539 Iteration 34Q: 3 clusters Score -628940.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 10539 members Entering Unmasked Estep Score: -628950.062500 Penalty: 852.839539 Iteration 35Q: 3 clusters Score -628950.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 10574 members Entering Unmasked Estep Score: -628960.187500 Penalty: 852.839539 Iteration 36Q: 3 clusters Score -628960.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 10613 members Entering Unmasked Estep Score: -628967.312500 Penalty: 852.839539 Iteration 37Q: 3 clusters Score -628967.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 10651 members Entering Unmasked Estep Score: -628976.250000 Penalty: 852.839539 Iteration 38Q: 3 clusters Score -628976.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 10682 members Entering Unmasked Estep Score: -628982.312500 Penalty: 852.839539 Iteration 39Q: 3 clusters Score -628982.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 10706 members Entering Unmasked Estep Score: -628988.062500 Penalty: 852.839539 Iteration 40F: 3 clusters Score -628988.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 10724 members Entering Unmasked Estep Score: -628992.062500 Penalty: 852.839539 Iteration 41Q: 3 clusters Score -628992.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 10743 members Entering Unmasked Estep Score: -628994.687500 Penalty: 852.839539 Iteration 42Q: 3 clusters Score -628994.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 10762 members Entering Unmasked Estep Score: -628997.437500 Penalty: 852.839539 Iteration 43Q: 3 clusters Score -628997.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 10776 members Entering Unmasked Estep Score: -629000.250000 Penalty: 852.839539 Iteration 44Q: 3 clusters Score -629000.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 10793 members Entering Unmasked Estep Score: -629006.562500 Penalty: 852.839539 Iteration 45Q: 3 clusters Score -629006.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 10810 members Entering Unmasked Estep Score: -629010.562500 Penalty: 852.839539 Iteration 46Q: 3 clusters Score -629010.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 10824 members Entering Unmasked Estep Score: -629012.437500 Penalty: 852.839539 Iteration 47Q: 3 clusters Score -629012.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 10840 members Entering Unmasked Estep Score: -629014.062500 Penalty: 852.839539 Iteration 48Q: 3 clusters Score -629014.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 10851 members Entering Unmasked Estep Score: -629016.500000 Penalty: 852.839539 Iteration 49Q: 3 clusters Score -629016.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 10862 members Entering Unmasked Estep Score: -629015.562500 Penalty: 852.839539 Iteration 50Q: 3 clusters Score -629015.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 10873 members Entering Unmasked Estep Score: -629017.875000 Penalty: 852.839539 Iteration 51Q: 3 clusters Score -629017.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 10883 members Entering Unmasked Estep Score: -629020.625000 Penalty: 852.839539 Iteration 52Q: 3 clusters Score -629020.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 10888 members Entering Unmasked Estep Score: -629021.437500 Penalty: 852.839539 Iteration 53Q: 3 clusters Score -629021.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 10897 members Entering Unmasked Estep Score: -629021.875000 Penalty: 852.839539 Iteration 54Q: 3 clusters Score -629021.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 10903 members Entering Unmasked Estep Score: -629025.125000 Penalty: 852.839539 Iteration 55Q: 3 clusters Score -629025.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 10911 members Entering Unmasked Estep Score: -629024.125000 Penalty: 852.839539 Iteration 56Q: 3 clusters Score -629024.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 10921 members Entering Unmasked Estep Score: -629027.625000 Penalty: 852.839539 Iteration 57Q: 3 clusters Score -629027.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 10928 members Entering Unmasked Estep Score: -629029.437500 Penalty: 852.839539 Iteration 58Q: 3 clusters Score -629029.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 10937 members Entering Unmasked Estep Score: -629031.312500 Penalty: 852.839539 Iteration 59Q: 3 clusters Score -629031.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 10942 members Entering Unmasked Estep Score: -629033.812500 Penalty: 852.839539 Iteration 60F: 3 clusters Score -629033.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 10945 members Entering Unmasked Estep Score: -629034.562500 Penalty: 852.839539 Iteration 61Q: 3 clusters Score -629034.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 10949 members Entering Unmasked Estep Score: -629035.562500 Penalty: 852.839539 Iteration 62Q: 3 clusters Score -629035.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 10956 members Entering Unmasked Estep Score: -629036.125000 Penalty: 852.839539 Iteration 63Q: 3 clusters Score -629036.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 10962 members Entering Unmasked Estep Score: -629036.750000 Penalty: 852.839539 Iteration 64Q: 3 clusters Score -629036.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 10969 members Entering Unmasked Estep Score: -629038.625000 Penalty: 852.839539 Iteration 65Q: 3 clusters Score -629038.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 10977 members Entering Unmasked Estep Score: -629038.812500 Penalty: 852.839539 Iteration 66Q: 3 clusters Score -629038.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 10986 members Entering Unmasked Estep Score: -629040.187500 Penalty: 852.839539 Iteration 67Q: 3 clusters Score -629040.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 10994 members Entering Unmasked Estep Score: -629040.812500 Penalty: 852.839539 Iteration 68Q: 3 clusters Score -629040.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 10998 members Entering Unmasked Estep Score: -629041.375000 Penalty: 852.839539 Iteration 69Q: 3 clusters Score -629041.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 10998 members Entering Unmasked Estep Score: -629041.375000 Penalty: 852.839539 Iteration 70F: 3 clusters Score -629041.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 249 members Mstep: Class 1 contains 9703 members Mstep: Class 2 contains 14316 members Mstep: Class 3 contains 5443 members Mstep: Class 4 contains 2916 members Mstep: Class 5 contains 11311 members Mstep: Class 6 contains 5013 members Mstep: Class 7 contains 17356 members Mstep: Class 8 contains 1153 members Mstep: Class 9 contains 221 members Mstep: Class 10 contains 51966 members Mstep: Class 11 contains 41816 members Mstep: Class 12 contains 1711 members Mstep: Class 13 contains 970 members Mstep: Class 15 contains 2788 members Mstep: Class 16 contains 1378 members Mstep: Class 17 contains 3812 members Mstep: Class 18 contains 509 members Mstep: Class 19 contains 2098 members Mstep: Class 20 contains 11753 members Entering Unmasked Estep ConsiderDeletion Score: -17733170.000000 Penalty: 13814.004883 Iteration 39Q: 25 clusters Score -1.773317e+07 nChanged 8909 Entering Unmasked Mstep Mstep: Class 0 contains 249 members Mstep: Class 1 contains 9729 members Mstep: Class 2 contains 14254 members Mstep: Class 3 contains 5491 members Mstep: Class 4 contains 2785 members Mstep: Class 5 contains 12500 members Mstep: Class 6 contains 5066 members Mstep: Class 7 contains 17524 members Mstep: Class 8 contains 1194 members Mstep: Class 9 contains 280 members Mstep: Class 10 contains 54247 members Mstep: Class 11 contains 41862 members Mstep: Class 12 contains 1906 members Mstep: Class 13 contains 951 members Mstep: Class 14 contains 201 members Mstep: Class 15 contains 2780 members Mstep: Class 16 contains 1347 members Mstep: Class 17 contains 3804 members Mstep: Class 18 contains 625 members Mstep: Class 19 contains 2057 members Mstep: Class 20 contains 12813 members Mstep: Class 21 contains 96198 members Mstep: Class 22 contains 20422 members Mstep: Class 23 contains 1558 members Mstep: Class 24 contains 1979 members Entering Unmasked Estep ConsiderDeletion Score: -17744966.000000 Penalty: 13814.004883 Iteration 40F: 25 clusters Score -1.774497e+07 nChanged 12173 Entering Unmasked Mstep Mstep: Class 0 contains 169 members Mstep: Class 1 contains 9164 members Mstep: Class 2 contains 13671 members Mstep: Class 3 contains 5532 members Mstep: Class 4 contains 2457 members Mstep: Class 5 contains 13462 members Mstep: Class 6 contains 5022 members Mstep: Class 7 contains 17467 members Mstep: Class 8 contains 1173 members Mstep: Class 9 contains 307 members Mstep: Class 10 contains 55572 members Mstep: Class 11 contains 38254 members Mstep: Class 12 contains 2014 members Mstep: Class 13 contains 933 members Mstep: Class 14 contains 280 members Mstep: Class 15 contains 2760 members Mstep: Class 16 contains 1332 members Mstep: Class 17 contains 3815 members Mstep: Class 18 contains 668 members Mstep: Class 19 contains 2021 members Mstep: Class 20 contains 13316 members Mstep: Class 21 contains 99758 members Mstep: Class 22 contains 18937 members Mstep: Class 23 contains 1684 members Mstep: Class 24 contains 2054 members Entering Unmasked Estep ConsiderDeletion Score: -17752048.000000 Penalty: 13814.004883 Iteration 41Q: 25 clusters Score -1.775205e+07 nChanged 9023 Entering Unmasked Mstep Mstep: Class 0 contains 153 members Mstep: Class 1 contains 8948 members Mstep: Class 2 contains 13021 members Mstep: Class 3 contains 5593 members Mstep: Class 4 contains 2237 members Mstep: Class 5 contains 14438 members Mstep: Class 6 contains 5030 members Mstep: Class 7 contains 17182 members Mstep: Class 8 contains 1167 members Mstep: Class 9 contains 319 members Mstep: Class 10 contains 56411 members Mstep: Class 11 contains 35707 members Mstep: Class 12 contains 2110 members Mstep: Class 13 contains 937 members Mstep: Class 14 contains 282 members Mstep: Class 15 contains 2752 members Mstep: Class 16 contains 1317 members Mstep: Class 17 contains 3828 members Mstep: Class 18 contains 692 members Mstep: Class 19 contains 2006 members Mstep: Class 20 contains 13436 members Mstep: Class 21 contains 102209 members Mstep: Class 22 contains 18133 members Mstep: Class 23 contains 1826 members Mstep: Class 24 contains 2088 members Entering Unmasked Estep ConsiderDeletion Score: -17755408.000000 Penalty: 13814.004883 Iteration 42Q: 25 clusters Score -1.775541e+07 nChanged 7494 Entering Unmasked Mstep Mstep: Class 0 contains 153 members Mstep: Class 1 contains 9036 members Mstep: Class 2 contains 12320 members Mstep: Class 3 contains 5665 members Mstep: Class 4 contains 2065 members Mstep: Class 5 contains 15287 members Mstep: Class 6 contains 5034 members Mstep: Class 7 contains 16849 members Mstep: Class 8 contains 1165 members Mstep: Class 9 contains 326 members Mstep: Class 10 contains 56974 members Mstep: Class 11 contains 33909 members Mstep: Class 12 contains 2236 members Mstep: Class 13 contains 940 members Mstep: Class 14 contains 273 members Mstep: Class 15 contains 2756 members Mstep: Class 16 contains 1308 members Mstep: Class 17 contains 3826 members Mstep: Class 18 contains 713 members Mstep: Class 19 contains 1998 members Mstep: Class 20 contains 13296 members Mstep: Class 21 contains 103921 members Mstep: Class 22 contains 17694 members Mstep: Class 23 contains 1963 members Mstep: Class 24 contains 2115 members Entering Unmasked Estep ConsiderDeletion Score: -17758258.000000 Penalty: 13814.004883 Iteration 43Q: 25 clusters Score -1.775826e+07 nChanged 6497 Entering Unmasked Mstep Mstep: Class 0 contains 153 members Mstep: Class 1 contains 9365 members Mstep: Class 2 contains 11576 members Mstep: Class 3 contains 5774 members Mstep: Class 4 contains 1922 members Mstep: Class 5 contains 15991 members Mstep: Class 6 contains 5042 members Mstep: Class 7 contains 16472 members Mstep: Class 8 contains 1156 members Mstep: Class 9 contains 329 members Mstep: Class 10 contains 57413 members Mstep: Class 11 contains 32632 members Mstep: Class 12 contains 2374 members Mstep: Class 13 contains 942 members Mstep: Class 14 contains 264 members Mstep: Class 15 contains 2767 members Mstep: Class 16 contains 1304 members Mstep: Class 17 contains 3816 members Mstep: Class 18 contains 729 members Mstep: Class 19 contains 1991 members Mstep: Class 20 contains 12959 members Mstep: Class 21 contains 105105 members Mstep: Class 22 contains 17526 members Mstep: Class 23 contains 2081 members Mstep: Class 24 contains 2139 members Entering Unmasked Estep ConsiderDeletion Score: -17760682.000000 Penalty: 13814.004883 Iteration 44Q: 25 clusters Score -1.776068e+07 nChanged 5873 Entering Unmasked Mstep Mstep: Class 0 contains 153 members Mstep: Class 1 contains 9891 members Mstep: Class 2 contains 10820 members Mstep: Class 3 contains 5856 members Mstep: Class 4 contains 1817 members Mstep: Class 5 contains 16605 members Mstep: Class 6 contains 5084 members Mstep: Class 7 contains 16087 members Mstep: Class 8 contains 1152 members Mstep: Class 9 contains 334 members Mstep: Class 10 contains 57757 members Mstep: Class 11 contains 31640 members Mstep: Class 12 contains 2498 members Mstep: Class 13 contains 943 members Mstep: Class 14 contains 255 members Mstep: Class 15 contains 2802 members Mstep: Class 16 contains 1294 members Mstep: Class 17 contains 3800 members Mstep: Class 18 contains 747 members Mstep: Class 19 contains 1987 members Mstep: Class 20 contains 12540 members Mstep: Class 21 contains 105828 members Mstep: Class 22 contains 17610 members Mstep: Class 23 contains 2165 members Mstep: Class 24 contains 2157 members Entering Unmasked Estep ConsiderDeletion Score: -17763166.000000 Penalty: 13814.004883 Iteration 45Q: 25 clusters Score -1.776317e+07 nChanged 5186 Entering Unmasked Mstep Mstep: Class 0 contains 153 members Mstep: Class 1 contains 10561 members Mstep: Class 2 contains 10326 members Mstep: Class 3 contains 5905 members Mstep: Class 4 contains 1733 members Mstep: Class 5 contains 17065 members Mstep: Class 6 contains 5164 members Mstep: Class 7 contains 15708 members Mstep: Class 8 contains 1155 members Mstep: Class 9 contains 334 members Mstep: Class 10 contains 57999 members Mstep: Class 11 contains 30736 members Mstep: Class 12 contains 2623 members Mstep: Class 13 contains 938 members Mstep: Class 14 contains 249 members Mstep: Class 15 contains 2853 members Mstep: Class 16 contains 1299 members Mstep: Class 17 contains 3791 members Mstep: Class 18 contains 759 members Mstep: Class 19 contains 1988 members Mstep: Class 20 contains 12078 members Mstep: Class 21 contains 106287 members Mstep: Class 22 contains 17731 members Mstep: Class 23 contains 2219 members Mstep: Class 24 contains 2168 members Entering Unmasked Estep ConsiderDeletion Score: -17766080.000000 Penalty: 13814.004883 Iteration 46Q: 25 clusters Score -1.776608e+07 nChanged 4634 Entering Unmasked Mstep Mstep: Class 0 contains 153 members Mstep: Class 1 contains 11300 members Mstep: Class 2 contains 10469 members Mstep: Class 3 contains 5939 members Mstep: Class 4 contains 1647 members Mstep: Class 5 contains 17349 members Mstep: Class 6 contains 5246 members Mstep: Class 7 contains 15313 members Mstep: Class 8 contains 1150 members Mstep: Class 9 contains 334 members Mstep: Class 10 contains 58261 members Mstep: Class 11 contains 29758 members Mstep: Class 12 contains 2768 members Mstep: Class 13 contains 932 members Mstep: Class 14 contains 247 members Mstep: Class 15 contains 2893 members Mstep: Class 16 contains 1335 members Mstep: Class 17 contains 3790 members Mstep: Class 18 contains 762 members Mstep: Class 19 contains 1991 members Mstep: Class 20 contains 11689 members Mstep: Class 21 contains 106554 members Mstep: Class 22 contains 17519 members Mstep: Class 23 contains 2249 members Mstep: Class 24 contains 2174 members Entering Unmasked Estep ConsiderDeletion Score: -17768086.000000 Penalty: 13814.004883 Iteration 47Q: 25 clusters Score -1.776809e+07 nChanged 4212 Entering Unmasked Mstep Mstep: Class 0 contains 153 members Mstep: Class 1 contains 12029 members Mstep: Class 2 contains 11008 members Mstep: Class 3 contains 5956 members Mstep: Class 4 contains 1584 members Mstep: Class 5 contains 17487 members Mstep: Class 6 contains 5326 members Mstep: Class 7 contains 14913 members Mstep: Class 8 contains 1148 members Mstep: Class 9 contains 336 members Mstep: Class 10 contains 58507 members Mstep: Class 11 contains 28753 members Mstep: Class 12 contains 2939 members Mstep: Class 13 contains 926 members Mstep: Class 14 contains 245 members Mstep: Class 15 contains 2964 members Mstep: Class 16 contains 1400 members Mstep: Class 17 contains 3785 members Mstep: Class 18 contains 759 members Mstep: Class 19 contains 1994 members Mstep: Class 20 contains 11401 members Mstep: Class 21 contains 106666 members Mstep: Class 22 contains 17102 members Mstep: Class 23 contains 2261 members Mstep: Class 24 contains 2180 members Entering Unmasked Estep ConsiderDeletion Score: -17769392.000000 Penalty: 13814.004883 Iteration 48Q: 25 clusters Score -1.776939e+07 nChanged 3900 Entering Unmasked Mstep Mstep: Class 0 contains 153 members Mstep: Class 1 contains 12745 members Mstep: Class 2 contains 11550 members Mstep: Class 3 contains 5962 members Mstep: Class 4 contains 1529 members Mstep: Class 5 contains 17544 members Mstep: Class 6 contains 5385 members Mstep: Class 7 contains 14585 members Mstep: Class 8 contains 1144 members Mstep: Class 9 contains 339 members Mstep: Class 10 contains 58735 members Mstep: Class 11 contains 27765 members Mstep: Class 12 contains 3147 members Mstep: Class 13 contains 922 members Mstep: Class 14 contains 243 members Mstep: Class 15 contains 3059 members Mstep: Class 16 contains 1448 members Mstep: Class 17 contains 3782 members Mstep: Class 18 contains 753 members Mstep: Class 19 contains 1987 members Mstep: Class 20 contains 11186 members Mstep: Class 21 contains 106727 members Mstep: Class 22 contains 16677 members Mstep: Class 23 contains 2271 members Mstep: Class 24 contains 2184 members Entering Unmasked Estep ConsiderDeletion Score: -17770520.000000 Penalty: 13814.004883 Iteration 49Q: 25 clusters Score -1.777052e+07 nChanged 3675 Entering Unmasked Mstep Mstep: Class 0 contains 153 members Mstep: Class 1 contains 13386 members Mstep: Class 2 contains 12110 members Mstep: Class 3 contains 5966 members Mstep: Class 4 contains 1480 members Mstep: Class 5 contains 17587 members Mstep: Class 6 contains 5431 members Mstep: Class 7 contains 14280 members Mstep: Class 8 contains 1145 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 58961 members Mstep: Class 11 contains 26808 members Mstep: Class 12 contains 3366 members Mstep: Class 13 contains 915 members Mstep: Class 14 contains 241 members Mstep: Class 15 contains 3187 members Mstep: Class 16 contains 1496 members Mstep: Class 17 contains 3770 members Mstep: Class 18 contains 749 members Mstep: Class 19 contains 1978 members Mstep: Class 20 contains 11014 members Mstep: Class 21 contains 106760 members Mstep: Class 22 contains 16230 members Mstep: Class 23 contains 2274 members Mstep: Class 24 contains 2191 members Entering Unmasked Estep ConsiderDeletion Score: -17771448.000000 Penalty: 13814.004883 Iteration 50Q: 25 clusters Score -1.777145e+07 nChanged 3482 Entering Unmasked Mstep Mstep: Class 0 contains 153 members Mstep: Class 1 contains 13949 members Mstep: Class 2 contains 12702 members Mstep: Class 3 contains 5990 members Mstep: Class 4 contains 1457 members Mstep: Class 5 contains 17634 members Mstep: Class 6 contains 5455 members Mstep: Class 7 contains 13981 members Mstep: Class 8 contains 1137 members Mstep: Class 9 contains 351 members Mstep: Class 10 contains 59168 members Mstep: Class 11 contains 25886 members Mstep: Class 12 contains 3567 members Mstep: Class 13 contains 908 members Mstep: Class 14 contains 240 members Mstep: Class 15 contains 3312 members Mstep: Class 16 contains 1544 members Mstep: Class 17 contains 3766 members Mstep: Class 18 contains 744 members Mstep: Class 19 contains 1975 members Mstep: Class 20 contains 10859 members Mstep: Class 21 contains 106768 members Mstep: Class 22 contains 15809 members Mstep: Class 23 contains 2272 members Mstep: Class 24 contains 2195 members Entering Unmasked Estep ConsiderDeletion Score: -17772444.000000 Penalty: 13814.004883 Iteration 51Q: 25 clusters Score -1.777244e+07 nChanged 3294 Entering Unmasked Mstep Mstep: Class 0 contains 153 members Mstep: Class 1 contains 14477 members Mstep: Class 2 contains 13313 members Mstep: Class 3 contains 5986 members Mstep: Class 4 contains 1434 members Mstep: Class 5 contains 17628 members Mstep: Class 6 contains 5476 members Mstep: Class 7 contains 13718 members Mstep: Class 8 contains 1131 members Mstep: Class 9 contains 359 members Mstep: Class 10 contains 59366 members Mstep: Class 11 contains 24989 members Mstep: Class 12 contains 3767 members Mstep: Class 13 contains 901 members Mstep: Class 14 contains 240 members Mstep: Class 15 contains 3420 members Mstep: Class 16 contains 1596 members Mstep: Class 17 contains 3769 members Mstep: Class 18 contains 741 members Mstep: Class 19 contains 1974 members Mstep: Class 20 contains 10754 members Mstep: Class 21 contains 106734 members Mstep: Class 22 contains 15419 members Mstep: Class 23 contains 2272 members Mstep: Class 24 contains 2205 members Entering Unmasked Estep ConsiderDeletion Score: -17773366.000000 Penalty: 13814.004883 Iteration 52Q: 25 clusters Score -1.777337e+07 nChanged 3142 Entering Unmasked Mstep Mstep: Class 0 contains 153 members Mstep: Class 1 contains 14956 members Mstep: Class 2 contains 13933 members Mstep: Class 3 contains 5986 members Mstep: Class 4 contains 1413 members Mstep: Class 5 contains 17648 members Mstep: Class 6 contains 5474 members Mstep: Class 7 contains 13481 members Mstep: Class 8 contains 1127 members Mstep: Class 9 contains 367 members Mstep: Class 10 contains 59549 members Mstep: Class 11 contains 24113 members Mstep: Class 12 contains 3921 members Mstep: Class 13 contains 897 members Mstep: Class 14 contains 240 members Mstep: Class 15 contains 3519 members Mstep: Class 16 contains 1638 members Mstep: Class 17 contains 3776 members Mstep: Class 18 contains 743 members Mstep: Class 19 contains 1968 members Mstep: Class 20 contains 10678 members Mstep: Class 21 contains 106690 members Mstep: Class 22 contains 15071 members Mstep: Class 23 contains 2268 members Mstep: Class 24 contains 2213 members Entering Unmasked Estep ConsiderDeletion Score: -17774312.000000 Penalty: 13814.004883 Iteration 53Q: 25 clusters Score -1.777431e+07 nChanged 2898 Entering Unmasked Mstep Mstep: Class 0 contains 153 members Mstep: Class 1 contains 15382 members Mstep: Class 2 contains 14534 members Mstep: Class 3 contains 5977 members Mstep: Class 4 contains 1419 members Mstep: Class 5 contains 17679 members Mstep: Class 6 contains 5481 members Mstep: Class 7 contains 13272 members Mstep: Class 8 contains 1119 members Mstep: Class 9 contains 381 members Mstep: Class 10 contains 59721 members Mstep: Class 11 contains 23293 members Mstep: Class 12 contains 4058 members Mstep: Class 13 contains 893 members Mstep: Class 14 contains 240 members Mstep: Class 15 contains 3602 members Mstep: Class 16 contains 1685 members Mstep: Class 17 contains 3788 members Mstep: Class 18 contains 750 members Mstep: Class 19 contains 1968 members Mstep: Class 20 contains 10551 members Mstep: Class 21 contains 106642 members Mstep: Class 22 contains 14749 members Mstep: Class 23 contains 2269 members Mstep: Class 24 contains 2216 members Entering Unmasked Estep ConsiderDeletion Score: -17775244.000000 Penalty: 13814.004883 Iteration 54Q: 25 clusters Score -1.777524e+07 nChanged 2683 Entering Unmasked Mstep Mstep: Class 0 contains 153 members Mstep: Class 1 contains 15731 members Mstep: Class 2 contains 15085 members Mstep: Class 3 contains 5964 members Mstep: Class 4 contains 1413 members Mstep: Class 5 contains 17697 members Mstep: Class 6 contains 5504 members Mstep: Class 7 contains 13021 members Mstep: Class 8 contains 1110 members Mstep: Class 9 contains 396 members Mstep: Class 10 contains 59898 members Mstep: Class 11 contains 22553 members Mstep: Class 12 contains 4199 members Mstep: Class 13 contains 888 members Mstep: Class 14 contains 240 members Mstep: Class 15 contains 3687 members Mstep: Class 16 contains 1749 members Mstep: Class 17 contains 3806 members Mstep: Class 18 contains 756 members Mstep: Class 19 contains 1955 members Mstep: Class 20 contains 10444 members Mstep: Class 21 contains 106625 members Mstep: Class 22 contains 14457 members Mstep: Class 23 contains 2270 members Mstep: Class 24 contains 2221 members Entering Unmasked Estep ConsiderDeletion Score: -17775928.000000 Penalty: 13814.004883 Iteration 55Q: 25 clusters Score -1.777593e+07 nChanged 2491 Entering Unmasked Mstep Mstep: Class 0 contains 153 members Mstep: Class 1 contains 16014 members Mstep: Class 2 contains 15604 members Mstep: Class 3 contains 5955 members Mstep: Class 4 contains 1401 members Mstep: Class 5 contains 17696 members Mstep: Class 6 contains 5497 members Mstep: Class 7 contains 12800 members Mstep: Class 8 contains 1112 members Mstep: Class 9 contains 410 members Mstep: Class 10 contains 60045 members Mstep: Class 11 contains 21907 members Mstep: Class 12 contains 4359 members Mstep: Class 13 contains 884 members Mstep: Class 14 contains 240 members Mstep: Class 15 contains 3750 members Mstep: Class 16 contains 1822 members Mstep: Class 17 contains 3810 members Mstep: Class 18 contains 765 members Mstep: Class 19 contains 1954 members Mstep: Class 20 contains 10344 members Mstep: Class 21 contains 106611 members Mstep: Class 22 contains 14185 members Mstep: Class 23 contains 2273 members Mstep: Class 24 contains 2231 members Entering Unmasked Estep ConsiderDeletion Score: -17776538.000000 Penalty: 13814.004883 Iteration 56Q: 25 clusters Score -1.777654e+07 nChanged 2203 Entering Unmasked Mstep Mstep: Class 0 contains 153 members Mstep: Class 1 contains 16241 members Mstep: Class 2 contains 16006 members Mstep: Class 3 contains 5944 members Mstep: Class 4 contains 1400 members Mstep: Class 5 contains 17665 members Mstep: Class 6 contains 5475 members Mstep: Class 7 contains 12611 members Mstep: Class 8 contains 1113 members Mstep: Class 9 contains 426 members Mstep: Class 10 contains 60171 members Mstep: Class 11 contains 21310 members Mstep: Class 12 contains 4497 members Mstep: Class 13 contains 883 members Mstep: Class 14 contains 240 members Mstep: Class 15 contains 3811 members Mstep: Class 16 contains 1913 members Mstep: Class 17 contains 3834 members Mstep: Class 18 contains 770 members Mstep: Class 19 contains 1954 members Mstep: Class 20 contains 10281 members Mstep: Class 21 contains 106645 members Mstep: Class 22 contains 13966 members Mstep: Class 23 contains 2277 members Mstep: Class 24 contains 2236 members Entering Unmasked Estep ConsiderDeletion Score: -17777190.000000 Penalty: 13814.004883 Iteration 57Q: 25 clusters Score -1.777719e+07 nChanged 1975 Entering Unmasked Mstep Mstep: Class 0 contains 153 members Mstep: Class 1 contains 16465 members Mstep: Class 2 contains 16362 members Mstep: Class 3 contains 5943 members Mstep: Class 4 contains 1405 members Mstep: Class 5 contains 17630 members Mstep: Class 6 contains 5467 members Mstep: Class 7 contains 12440 members Mstep: Class 8 contains 1113 members Mstep: Class 9 contains 445 members Mstep: Class 10 contains 60262 members Mstep: Class 11 contains 20785 members Mstep: Class 12 contains 4613 members Mstep: Class 13 contains 878 members Mstep: Class 14 contains 241 members Mstep: Class 15 contains 3845 members Mstep: Class 16 contains 2006 members Mstep: Class 17 contains 3852 members Mstep: Class 18 contains 772 members Mstep: Class 19 contains 1956 members Mstep: Class 20 contains 10226 members Mstep: Class 21 contains 106640 members Mstep: Class 22 contains 13805 members Mstep: Class 23 contains 2278 members Mstep: Class 24 contains 2240 members Entering Unmasked Estep ConsiderDeletion Score: -17777650.000000 Penalty: 13814.004883 Iteration 58Q: 25 clusters Score -1.777765e+07 nChanged 1811 Entering Unmasked Mstep Mstep: Class 0 contains 153 members Mstep: Class 1 contains 16648 members Mstep: Class 2 contains 16711 members Mstep: Class 3 contains 5944 members Mstep: Class 4 contains 1418 members Mstep: Class 5 contains 17595 members Mstep: Class 6 contains 5452 members Mstep: Class 7 contains 12315 members Mstep: Class 8 contains 1112 members Mstep: Class 9 contains 465 members Mstep: Class 10 contains 60314 members Mstep: Class 11 contains 20333 members Mstep: Class 12 contains 4701 members Mstep: Class 13 contains 879 members Mstep: Class 14 contains 241 members Mstep: Class 15 contains 3873 members Mstep: Class 16 contains 2083 members Mstep: Class 17 contains 3862 members Mstep: Class 18 contains 766 members Mstep: Class 19 contains 1952 members Mstep: Class 20 contains 10183 members Mstep: Class 21 contains 106604 members Mstep: Class 22 contains 13692 members Mstep: Class 23 contains 2274 members Mstep: Class 24 contains 2252 members Entering Unmasked Estep ConsiderDeletion Score: -17778122.000000 Penalty: 13814.004883 Iteration 59Q: 25 clusters Score -1.777812e+07 nChanged 1587 Entering Unmasked Mstep Mstep: Class 0 contains 153 members Mstep: Class 1 contains 16791 members Mstep: Class 2 contains 16991 members Mstep: Class 3 contains 5948 members Mstep: Class 4 contains 1423 members Mstep: Class 5 contains 17568 members Mstep: Class 6 contains 5415 members Mstep: Class 7 contains 12185 members Mstep: Class 8 contains 1113 members Mstep: Class 9 contains 481 members Mstep: Class 10 contains 60363 members Mstep: Class 11 contains 19987 members Mstep: Class 12 contains 4764 members Mstep: Class 13 contains 878 members Mstep: Class 14 contains 241 members Mstep: Class 15 contains 3888 members Mstep: Class 16 contains 2170 members Mstep: Class 17 contains 3884 members Mstep: Class 18 contains 764 members Mstep: Class 19 contains 1942 members Mstep: Class 20 contains 10152 members Mstep: Class 21 contains 106573 members Mstep: Class 22 contains 13613 members Mstep: Class 23 contains 2273 members Mstep: Class 24 contains 2262 members Entering Unmasked Estep ConsiderDeletion Score: -17781096.000000 Penalty: 13814.004883 Iteration 60F: 25 clusters Score -1.77811e+07 nChanged 2832 Entering Unmasked Mstep Mstep: Class 0 contains 65 members Mstep: Class 1 contains 17954 members Mstep: Class 2 contains 17313 members Mstep: Class 3 contains 5938 members Mstep: Class 4 contains 1445 members Mstep: Class 5 contains 16756 members Mstep: Class 6 contains 5366 members Mstep: Class 7 contains 11984 members Mstep: Class 8 contains 1110 members Mstep: Class 9 contains 492 members Mstep: Class 10 contains 60370 members Mstep: Class 11 contains 19613 members Mstep: Class 12 contains 4984 members Mstep: Class 13 contains 876 members Mstep: Class 14 contains 328 members Mstep: Class 15 contains 3942 members Mstep: Class 16 contains 2242 members Mstep: Class 17 contains 3897 members Mstep: Class 18 contains 765 members Mstep: Class 19 contains 1932 members Mstep: Class 20 contains 10035 members Mstep: Class 21 contains 106370 members Mstep: Class 22 contains 13508 members Mstep: Class 23 contains 2269 members Mstep: Class 24 contains 2268 members Entering Unmasked Estep ConsiderDeletion Score: -17782850.000000 Penalty: 13814.004883 Iteration 61Q: 25 clusters Score -1.778285e+07 nChanged 2697 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 18935 members Mstep: Class 2 contains 17594 members Mstep: Class 3 contains 5913 members Mstep: Class 4 contains 1491 members Mstep: Class 5 contains 15991 members Mstep: Class 6 contains 5316 members Mstep: Class 7 contains 11843 members Mstep: Class 8 contains 1112 members Mstep: Class 9 contains 500 members Mstep: Class 10 contains 60441 members Mstep: Class 11 contains 19299 members Mstep: Class 12 contains 5106 members Mstep: Class 13 contains 886 members Mstep: Class 14 contains 325 members Mstep: Class 15 contains 3969 members Mstep: Class 16 contains 2303 members Mstep: Class 17 contains 3903 members Mstep: Class 18 contains 753 members Mstep: Class 19 contains 1924 members Mstep: Class 20 contains 9986 members Mstep: Class 21 contains 106208 members Mstep: Class 22 contains 13425 members Mstep: Class 23 contains 2265 members Mstep: Class 24 contains 2277 members Entering Unmasked Estep ConsiderDeletion Score: -17783508.000000 Penalty: 13814.004883 Iteration 62Q: 25 clusters Score -1.778351e+07 nChanged 2527 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 19813 members Mstep: Class 2 contains 17840 members Mstep: Class 3 contains 5908 members Mstep: Class 4 contains 1532 members Mstep: Class 5 contains 15262 members Mstep: Class 6 contains 5271 members Mstep: Class 7 contains 11705 members Mstep: Class 8 contains 1112 members Mstep: Class 9 contains 508 members Mstep: Class 10 contains 60536 members Mstep: Class 11 contains 19039 members Mstep: Class 12 contains 5191 members Mstep: Class 13 contains 888 members Mstep: Class 14 contains 323 members Mstep: Class 15 contains 4016 members Mstep: Class 16 contains 2353 members Mstep: Class 17 contains 3908 members Mstep: Class 18 contains 735 members Mstep: Class 19 contains 1919 members Mstep: Class 20 contains 9931 members Mstep: Class 21 contains 106049 members Mstep: Class 22 contains 13382 members Mstep: Class 23 contains 2256 members Mstep: Class 24 contains 2288 members Entering Unmasked Estep ConsiderDeletion Score: -17784066.000000 Penalty: 13814.004883 Iteration 63Q: 25 clusters Score -1.778407e+07 nChanged 2377 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 20639 members Mstep: Class 2 contains 18071 members Mstep: Class 3 contains 5905 members Mstep: Class 4 contains 1544 members Mstep: Class 5 contains 14596 members Mstep: Class 6 contains 5219 members Mstep: Class 7 contains 11589 members Mstep: Class 8 contains 1110 members Mstep: Class 9 contains 521 members Mstep: Class 10 contains 60650 members Mstep: Class 11 contains 18775 members Mstep: Class 12 contains 5255 members Mstep: Class 13 contains 891 members Mstep: Class 14 contains 321 members Mstep: Class 15 contains 4065 members Mstep: Class 16 contains 2383 members Mstep: Class 17 contains 3916 members Mstep: Class 18 contains 717 members Mstep: Class 19 contains 1914 members Mstep: Class 20 contains 9905 members Mstep: Class 21 contains 105888 members Mstep: Class 22 contains 13347 members Mstep: Class 23 contains 2246 members Mstep: Class 24 contains 2298 members Entering Unmasked Estep ConsiderDeletion Score: -17784618.000000 Penalty: 13814.004883 Iteration 64Q: 25 clusters Score -1.778462e+07 nChanged 2167 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 21381 members Mstep: Class 2 contains 18266 members Mstep: Class 3 contains 5899 members Mstep: Class 4 contains 1575 members Mstep: Class 5 contains 14010 members Mstep: Class 6 contains 5162 members Mstep: Class 7 contains 11476 members Mstep: Class 8 contains 1105 members Mstep: Class 9 contains 529 members Mstep: Class 10 contains 60768 members Mstep: Class 11 contains 18569 members Mstep: Class 12 contains 5285 members Mstep: Class 13 contains 887 members Mstep: Class 14 contains 320 members Mstep: Class 15 contains 4113 members Mstep: Class 16 contains 2409 members Mstep: Class 17 contains 3931 members Mstep: Class 18 contains 698 members Mstep: Class 19 contains 1906 members Mstep: Class 20 contains 9907 members Mstep: Class 21 contains 105701 members Mstep: Class 22 contains 13324 members Mstep: Class 23 contains 2236 members Mstep: Class 24 contains 2309 members Entering Unmasked Estep ConsiderDeletion Score: -17785100.000000 Penalty: 13814.004883 Iteration 65Q: 25 clusters Score -1.77851e+07 nChanged 1943 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 22010 members Mstep: Class 2 contains 18442 members Mstep: Class 3 contains 5888 members Mstep: Class 4 contains 1607 members Mstep: Class 5 contains 13526 members Mstep: Class 6 contains 5071 members Mstep: Class 7 contains 11394 members Mstep: Class 8 contains 1106 members Mstep: Class 9 contains 534 members Mstep: Class 10 contains 60892 members Mstep: Class 11 contains 18400 members Mstep: Class 12 contains 5316 members Mstep: Class 13 contains 885 members Mstep: Class 14 contains 320 members Mstep: Class 15 contains 4165 members Mstep: Class 16 contains 2424 members Mstep: Class 17 contains 3943 members Mstep: Class 18 contains 685 members Mstep: Class 19 contains 1902 members Mstep: Class 20 contains 9899 members Mstep: Class 21 contains 105528 members Mstep: Class 22 contains 13295 members Mstep: Class 23 contains 2217 members Mstep: Class 24 contains 2317 members Entering Unmasked Estep ConsiderDeletion Score: -17785416.000000 Penalty: 13814.004883 Iteration 66Q: 25 clusters Score -1.778542e+07 nChanged 1822 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 22585 members Mstep: Class 2 contains 18612 members Mstep: Class 3 contains 5905 members Mstep: Class 4 contains 1636 members Mstep: Class 5 contains 13107 members Mstep: Class 6 contains 4969 members Mstep: Class 7 contains 11300 members Mstep: Class 8 contains 1109 members Mstep: Class 9 contains 538 members Mstep: Class 10 contains 61009 members Mstep: Class 11 contains 18258 members Mstep: Class 12 contains 5332 members Mstep: Class 13 contains 880 members Mstep: Class 14 contains 320 members Mstep: Class 15 contains 4209 members Mstep: Class 16 contains 2436 members Mstep: Class 17 contains 3957 members Mstep: Class 18 contains 679 members Mstep: Class 19 contains 1902 members Mstep: Class 20 contains 9895 members Mstep: Class 21 contains 105335 members Mstep: Class 22 contains 13277 members Mstep: Class 23 contains 2193 members Mstep: Class 24 contains 2323 members Entering Unmasked Estep ConsiderDeletion Score: -17785664.000000 Penalty: 13814.004883 Iteration 67Q: 25 clusters Score -1.778566e+07 nChanged 1693 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 23101 members Mstep: Class 2 contains 18761 members Mstep: Class 3 contains 5924 members Mstep: Class 4 contains 1667 members Mstep: Class 5 contains 12781 members Mstep: Class 6 contains 4878 members Mstep: Class 7 contains 11204 members Mstep: Class 8 contains 1117 members Mstep: Class 9 contains 544 members Mstep: Class 10 contains 61104 members Mstep: Class 11 contains 18170 members Mstep: Class 12 contains 5342 members Mstep: Class 13 contains 875 members Mstep: Class 14 contains 320 members Mstep: Class 15 contains 4268 members Mstep: Class 16 contains 2436 members Mstep: Class 17 contains 3962 members Mstep: Class 18 contains 667 members Mstep: Class 19 contains 1898 members Mstep: Class 20 contains 9853 members Mstep: Class 21 contains 105125 members Mstep: Class 22 contains 13267 members Mstep: Class 23 contains 2175 members Mstep: Class 24 contains 2327 members Entering Unmasked Estep ConsiderDeletion Score: -17785962.000000 Penalty: 13814.004883 Iteration 68Q: 25 clusters Score -1.778596e+07 nChanged 1538 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 23568 members Mstep: Class 2 contains 18885 members Mstep: Class 3 contains 5939 members Mstep: Class 4 contains 1696 members Mstep: Class 5 contains 12490 members Mstep: Class 6 contains 4765 members Mstep: Class 7 contains 11136 members Mstep: Class 8 contains 1118 members Mstep: Class 9 contains 548 members Mstep: Class 10 contains 61186 members Mstep: Class 11 contains 18143 members Mstep: Class 12 contains 5352 members Mstep: Class 13 contains 869 members Mstep: Class 14 contains 321 members Mstep: Class 15 contains 4315 members Mstep: Class 16 contains 2431 members Mstep: Class 17 contains 3969 members Mstep: Class 18 contains 660 members Mstep: Class 19 contains 1893 members Mstep: Class 20 contains 9838 members Mstep: Class 21 contains 104896 members Mstep: Class 22 contains 13248 members Mstep: Class 23 contains 2163 members Mstep: Class 24 contains 2337 members Entering Unmasked Estep ConsiderDeletion Score: -17786140.000000 Penalty: 13814.004883 Iteration 69Q: 25 clusters Score -1.778614e+07 nChanged 1383 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 23991 members Mstep: Class 2 contains 18996 members Mstep: Class 3 contains 5951 members Mstep: Class 4 contains 1726 members Mstep: Class 5 contains 12245 members Mstep: Class 6 contains 4641 members Mstep: Class 7 contains 11070 members Mstep: Class 8 contains 1122 members Mstep: Class 9 contains 552 members Mstep: Class 10 contains 61260 members Mstep: Class 11 contains 18153 members Mstep: Class 12 contains 5361 members Mstep: Class 13 contains 862 members Mstep: Class 14 contains 323 members Mstep: Class 15 contains 4351 members Mstep: Class 16 contains 2423 members Mstep: Class 17 contains 3978 members Mstep: Class 18 contains 651 members Mstep: Class 19 contains 1891 members Mstep: Class 20 contains 9826 members Mstep: Class 21 contains 104661 members Mstep: Class 22 contains 13236 members Mstep: Class 23 contains 2151 members Mstep: Class 24 contains 2345 members Entering Unmasked Estep ConsiderDeletion Score: -17786222.000000 Penalty: 13814.004883 Iteration 70Q: 25 clusters Score -1.778622e+07 nChanged 1299 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 24377 members Mstep: Class 2 contains 19069 members Mstep: Class 3 contains 5971 members Mstep: Class 4 contains 1740 members Mstep: Class 5 contains 12038 members Mstep: Class 6 contains 4525 members Mstep: Class 7 contains 11003 members Mstep: Class 8 contains 1126 members Mstep: Class 9 contains 559 members Mstep: Class 10 contains 61321 members Mstep: Class 11 contains 18187 members Mstep: Class 12 contains 5375 members Mstep: Class 13 contains 862 members Mstep: Class 14 contains 322 members Mstep: Class 15 contains 4397 members Mstep: Class 16 contains 2430 members Mstep: Class 17 contains 3970 members Mstep: Class 18 contains 645 members Mstep: Class 19 contains 1887 members Mstep: Class 20 contains 9817 members Mstep: Class 21 contains 104427 members Mstep: Class 22 contains 13230 members Mstep: Class 23 contains 2137 members Mstep: Class 24 contains 2351 members Entering Unmasked Estep ConsiderDeletion Score: -17786498.000000 Penalty: 13814.004883 Iteration 71Q: 25 clusters Score -1.77865e+07 nChanged 1180 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 24734 members Mstep: Class 2 contains 19127 members Mstep: Class 3 contains 5982 members Mstep: Class 4 contains 1753 members Mstep: Class 5 contains 11858 members Mstep: Class 6 contains 4396 members Mstep: Class 7 contains 10936 members Mstep: Class 8 contains 1137 members Mstep: Class 9 contains 568 members Mstep: Class 10 contains 61377 members Mstep: Class 11 contains 18230 members Mstep: Class 12 contains 5382 members Mstep: Class 13 contains 859 members Mstep: Class 14 contains 321 members Mstep: Class 15 contains 4437 members Mstep: Class 16 contains 2437 members Mstep: Class 17 contains 3975 members Mstep: Class 18 contains 644 members Mstep: Class 19 contains 1885 members Mstep: Class 20 contains 9809 members Mstep: Class 21 contains 104217 members Mstep: Class 22 contains 13225 members Mstep: Class 23 contains 2119 members Mstep: Class 24 contains 2358 members Entering Unmasked Estep ConsiderDeletion Score: -17786576.000000 Penalty: 13814.004883 Iteration 72Q: 25 clusters Score -1.778658e+07 nChanged 1060 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 25042 members Mstep: Class 2 contains 19187 members Mstep: Class 3 contains 6001 members Mstep: Class 4 contains 1774 members Mstep: Class 5 contains 11666 members Mstep: Class 6 contains 4286 members Mstep: Class 7 contains 10870 members Mstep: Class 8 contains 1144 members Mstep: Class 9 contains 573 members Mstep: Class 10 contains 61433 members Mstep: Class 11 contains 18276 members Mstep: Class 12 contains 5388 members Mstep: Class 13 contains 858 members Mstep: Class 14 contains 317 members Mstep: Class 15 contains 4483 members Mstep: Class 16 contains 2445 members Mstep: Class 17 contains 3983 members Mstep: Class 18 contains 640 members Mstep: Class 19 contains 1877 members Mstep: Class 20 contains 9810 members Mstep: Class 21 contains 104016 members Mstep: Class 22 contains 13220 members Mstep: Class 23 contains 2114 members Mstep: Class 24 contains 2363 members Entering Unmasked Estep ConsiderDeletion Score: -17786732.000000 Penalty: 13814.004883 Iteration 73Q: 25 clusters Score -1.778673e+07 nChanged 981 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 25340 members Mstep: Class 2 contains 19243 members Mstep: Class 3 contains 6030 members Mstep: Class 4 contains 1795 members Mstep: Class 5 contains 11513 members Mstep: Class 6 contains 4191 members Mstep: Class 7 contains 10779 members Mstep: Class 8 contains 1155 members Mstep: Class 9 contains 577 members Mstep: Class 10 contains 61475 members Mstep: Class 11 contains 18304 members Mstep: Class 12 contains 5388 members Mstep: Class 13 contains 855 members Mstep: Class 14 contains 316 members Mstep: Class 15 contains 4537 members Mstep: Class 16 contains 2450 members Mstep: Class 17 contains 3990 members Mstep: Class 18 contains 637 members Mstep: Class 19 contains 1869 members Mstep: Class 20 contains 9808 members Mstep: Class 21 contains 103826 members Mstep: Class 22 contains 13219 members Mstep: Class 23 contains 2102 members Mstep: Class 24 contains 2367 members Entering Unmasked Estep ConsiderDeletion Score: -17786842.000000 Penalty: 13814.004883 Iteration 74Q: 25 clusters Score -1.778684e+07 nChanged 930 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 25601 members Mstep: Class 2 contains 19276 members Mstep: Class 3 contains 6056 members Mstep: Class 4 contains 1825 members Mstep: Class 5 contains 11377 members Mstep: Class 6 contains 4101 members Mstep: Class 7 contains 10664 members Mstep: Class 8 contains 1166 members Mstep: Class 9 contains 580 members Mstep: Class 10 contains 61518 members Mstep: Class 11 contains 18321 members Mstep: Class 12 contains 5389 members Mstep: Class 13 contains 853 members Mstep: Class 14 contains 315 members Mstep: Class 15 contains 4600 members Mstep: Class 16 contains 2463 members Mstep: Class 17 contains 4006 members Mstep: Class 18 contains 638 members Mstep: Class 19 contains 1857 members Mstep: Class 20 contains 9813 members Mstep: Class 21 contains 103662 members Mstep: Class 22 contains 13219 members Mstep: Class 23 contains 2092 members Mstep: Class 24 contains 2374 members Entering Unmasked Estep ConsiderDeletion Score: -17786880.000000 Penalty: 13814.004883 Iteration 75Q: 25 clusters Score -1.778688e+07 nChanged 853 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 25837 members Mstep: Class 2 contains 19305 members Mstep: Class 3 contains 6081 members Mstep: Class 4 contains 1851 members Mstep: Class 5 contains 11265 members Mstep: Class 6 contains 4014 members Mstep: Class 7 contains 10571 members Mstep: Class 8 contains 1179 members Mstep: Class 9 contains 584 members Mstep: Class 10 contains 61555 members Mstep: Class 11 contains 18335 members Mstep: Class 12 contains 5391 members Mstep: Class 13 contains 855 members Mstep: Class 14 contains 315 members Mstep: Class 15 contains 4658 members Mstep: Class 16 contains 2464 members Mstep: Class 17 contains 4007 members Mstep: Class 18 contains 637 members Mstep: Class 19 contains 1848 members Mstep: Class 20 contains 9811 members Mstep: Class 21 contains 103520 members Mstep: Class 22 contains 13223 members Mstep: Class 23 contains 2079 members Mstep: Class 24 contains 2381 members Entering Unmasked Estep ConsiderDeletion Score: -17786974.000000 Penalty: 13814.004883 Iteration 76Q: 25 clusters Score -1.778697e+07 nChanged 810 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 26067 members Mstep: Class 2 contains 19331 members Mstep: Class 3 contains 6092 members Mstep: Class 4 contains 1884 members Mstep: Class 5 contains 11138 members Mstep: Class 6 contains 3952 members Mstep: Class 7 contains 10510 members Mstep: Class 8 contains 1190 members Mstep: Class 9 contains 586 members Mstep: Class 10 contains 61580 members Mstep: Class 11 contains 18338 members Mstep: Class 12 contains 5394 members Mstep: Class 13 contains 855 members Mstep: Class 14 contains 315 members Mstep: Class 15 contains 4717 members Mstep: Class 16 contains 2457 members Mstep: Class 17 contains 4011 members Mstep: Class 18 contains 635 members Mstep: Class 19 contains 1840 members Mstep: Class 20 contains 9805 members Mstep: Class 21 contains 103383 members Mstep: Class 22 contains 13232 members Mstep: Class 23 contains 2068 members Mstep: Class 24 contains 2386 members Entering Unmasked Estep ConsiderDeletion Score: -17787080.000000 Penalty: 13814.004883 Iteration 77Q: 25 clusters Score -1.778708e+07 nChanged 734 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 26269 members Mstep: Class 2 contains 19356 members Mstep: Class 3 contains 6104 members Mstep: Class 4 contains 1911 members Mstep: Class 5 contains 11033 members Mstep: Class 6 contains 3893 members Mstep: Class 7 contains 10463 members Mstep: Class 8 contains 1203 members Mstep: Class 9 contains 589 members Mstep: Class 10 contains 61595 members Mstep: Class 11 contains 18316 members Mstep: Class 12 contains 5400 members Mstep: Class 13 contains 856 members Mstep: Class 14 contains 315 members Mstep: Class 15 contains 4786 members Mstep: Class 16 contains 2456 members Mstep: Class 17 contains 4011 members Mstep: Class 18 contains 635 members Mstep: Class 19 contains 1824 members Mstep: Class 20 contains 9792 members Mstep: Class 21 contains 103264 members Mstep: Class 22 contains 13236 members Mstep: Class 23 contains 2067 members Mstep: Class 24 contains 2392 members Entering Unmasked Estep ConsiderDeletion Score: -17787174.000000 Penalty: 13814.004883 Iteration 78Q: 25 clusters Score -1.778717e+07 nChanged 703 Entering ConstructFrom: Score: -17787174.000000 Penalty: 13814.004883 Entering ConstructFrom: Trying to split cluster 1 (26454 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26454 members Entering Unmasked Estep Score: -1575153.875000 Penalty: 463.333893 Iteration 0F: 2 clusters Score -1575154 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13337 members Mstep: Class 2 contains 13117 members Entering Unmasked Estep Score: -1557443.250000 Penalty: 926.667786 Iteration 0F: 3 clusters Score -1557443 nChanged 12711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15792 members Mstep: Class 2 contains 10662 members Entering Unmasked Estep Score: -1565427.250000 Penalty: 926.667786 Iteration 1F: 3 clusters Score -1565427 nChanged 1906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17266 members Mstep: Class 2 contains 9188 members Entering Unmasked Estep Score: -1566646.000000 Penalty: 926.667786 Iteration 2F: 3 clusters Score -1566646 nChanged 2116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19020 members Mstep: Class 2 contains 7434 members Entering Unmasked Estep Score: -1568589.125000 Penalty: 926.667786 Iteration 3F: 3 clusters Score -1568589 nChanged 2037 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20579 members Mstep: Class 2 contains 5875 members Entering Unmasked Estep Score: -1570819.000000 Penalty: 926.667786 Iteration 4F: 3 clusters Score -1570819 nChanged 1437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21544 members Mstep: Class 2 contains 4910 members Entering Unmasked Estep Score: -1572221.875000 Penalty: 926.667786 Iteration 5F: 3 clusters Score -1572222 nChanged 937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22039 members Mstep: Class 2 contains 4415 members Entering Unmasked Estep Score: -1572856.125000 Penalty: 926.667786 Iteration 6Q: 3 clusters Score -1572856 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22440 members Mstep: Class 2 contains 4014 members Entering Unmasked Estep Score: -1573201.375000 Penalty: 926.667786 Iteration 7Q: 3 clusters Score -1573201 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22825 members Mstep: Class 2 contains 3629 members Entering Unmasked Estep Score: -1573530.250000 Penalty: 926.667786 Iteration 8Q: 3 clusters Score -1573530 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23169 members Mstep: Class 2 contains 3285 members Entering Unmasked Estep Score: -1573856.500000 Penalty: 926.667786 Iteration 9Q: 3 clusters Score -1573856 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23452 members Mstep: Class 2 contains 3002 members Entering Unmasked Estep Score: -1574127.875000 Penalty: 926.667786 Iteration 10Q: 3 clusters Score -1574128 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23669 members Mstep: Class 2 contains 2785 members Entering Unmasked Estep Score: -1574343.375000 Penalty: 926.667786 Iteration 11Q: 3 clusters Score -1574343 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23829 members Mstep: Class 2 contains 2625 members Entering Unmasked Estep Score: -1574487.250000 Penalty: 926.667786 Iteration 12Q: 3 clusters Score -1574487 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23971 members Mstep: Class 2 contains 2483 members Entering Unmasked Estep Score: -1574601.125000 Penalty: 926.667786 Iteration 13Q: 3 clusters Score -1574601 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24095 members Mstep: Class 2 contains 2359 members Entering Unmasked Estep Score: -1574681.875000 Penalty: 926.667786 Iteration 14Q: 3 clusters Score -1574682 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24190 members Mstep: Class 2 contains 2264 members Entering Unmasked Estep Score: -1574742.750000 Penalty: 926.667786 Iteration 15Q: 3 clusters Score -1574743 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24261 members Mstep: Class 2 contains 2193 members Entering Unmasked Estep Score: -1574776.375000 Penalty: 926.667786 Iteration 16Q: 3 clusters Score -1574776 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24326 members Mstep: Class 2 contains 2128 members Entering Unmasked Estep Score: -1574798.875000 Penalty: 926.667786 Iteration 17Q: 3 clusters Score -1574799 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24400 members Mstep: Class 2 contains 2054 members Entering Unmasked Estep Score: -1574824.500000 Penalty: 926.667786 Iteration 18Q: 3 clusters Score -1574824 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24455 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -1574844.500000 Penalty: 926.667786 Iteration 19Q: 3 clusters Score -1574844 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24500 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -1574851.375000 Penalty: 926.667786 Iteration 20F: 3 clusters Score -1574851 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24542 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -1574868.000000 Penalty: 926.667786 Iteration 21Q: 3 clusters Score -1574868 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24586 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -1574876.500000 Penalty: 926.667786 Iteration 22Q: 3 clusters Score -1574876 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24631 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -1574891.500000 Penalty: 926.667786 Iteration 23Q: 3 clusters Score -1574892 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24684 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -1574906.625000 Penalty: 926.667786 Iteration 24Q: 3 clusters Score -1574907 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24732 members Mstep: Class 2 contains 1722 members Entering Unmasked Estep Score: -1574921.250000 Penalty: 926.667786 Iteration 25Q: 3 clusters Score -1574921 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24777 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -1574930.125000 Penalty: 926.667786 Iteration 26Q: 3 clusters Score -1574930 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24812 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -1574933.625000 Penalty: 926.667786 Iteration 27Q: 3 clusters Score -1574934 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24846 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -1574942.500000 Penalty: 926.667786 Iteration 28Q: 3 clusters Score -1574942 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24876 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -1574949.125000 Penalty: 926.667786 Iteration 29Q: 3 clusters Score -1574949 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24900 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -1574952.375000 Penalty: 926.667786 Iteration 30Q: 3 clusters Score -1574952 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24932 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -1574960.250000 Penalty: 926.667786 Iteration 31Q: 3 clusters Score -1574960 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24956 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -1574964.750000 Penalty: 926.667786 Iteration 32Q: 3 clusters Score -1574965 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24970 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -1574970.750000 Penalty: 926.667786 Iteration 33Q: 3 clusters Score -1574971 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24981 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -1574971.250000 Penalty: 926.667786 Iteration 34Q: 3 clusters Score -1574971 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24991 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -1574971.750000 Penalty: 926.667786 Iteration 35Q: 3 clusters Score -1574972 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24999 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -1574971.500000 Penalty: 926.667786 Iteration 36Q: 3 clusters Score -1574972 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25008 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -1574971.375000 Penalty: 926.667786 Iteration 37Q: 3 clusters Score -1574971 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25010 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -1574970.125000 Penalty: 926.667786 Iteration 38Q: 3 clusters Score -1574970 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25014 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -1574972.125000 Penalty: 926.667786 Iteration 39Q: 3 clusters Score -1574972 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25021 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -1574971.625000 Penalty: 926.667786 Iteration 40F: 3 clusters Score -1574972 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25027 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -1574973.250000 Penalty: 926.667786 Iteration 41Q: 3 clusters Score -1574973 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25028 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -1574971.875000 Penalty: 926.667786 Iteration 42Q: 3 clusters Score -1574972 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25028 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -1574971.875000 Penalty: 926.667786 Iteration 43F: 3 clusters Score -1574972 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (19374 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19374 members Entering Unmasked Estep Score: -1164326.875000 Penalty: 449.161743 Iteration 0F: 2 clusters Score -1164327 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9721 members Mstep: Class 2 contains 9653 members Entering Unmasked Estep Score: -1151248.625000 Penalty: 898.323486 Iteration 0F: 3 clusters Score -1151249 nChanged 9192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9051 members Mstep: Class 2 contains 10323 members Entering Unmasked Estep Score: -1158032.500000 Penalty: 898.323486 Iteration 1F: 3 clusters Score -1158032 nChanged 1664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8679 members Mstep: Class 2 contains 10695 members Entering Unmasked Estep Score: -1159398.875000 Penalty: 898.323486 Iteration 2F: 3 clusters Score -1159399 nChanged 1547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8408 members Mstep: Class 2 contains 10966 members Entering Unmasked Estep Score: -1160583.875000 Penalty: 898.323486 Iteration 3F: 3 clusters Score -1160584 nChanged 1268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8192 members Mstep: Class 2 contains 11182 members Entering Unmasked Estep Score: -1161314.500000 Penalty: 898.323486 Iteration 4F: 3 clusters Score -1161314 nChanged 881 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8045 members Mstep: Class 2 contains 11329 members Entering Unmasked Estep Score: -1161707.750000 Penalty: 898.323486 Iteration 5Q: 3 clusters Score -1161708 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7897 members Mstep: Class 2 contains 11477 members Entering Unmasked Estep Score: -1161948.875000 Penalty: 898.323486 Iteration 6Q: 3 clusters Score -1161949 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7745 members Mstep: Class 2 contains 11629 members Entering Unmasked Estep Score: -1162113.000000 Penalty: 898.323486 Iteration 7Q: 3 clusters Score -1162113 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7544 members Mstep: Class 2 contains 11830 members Entering Unmasked Estep Score: -1162270.875000 Penalty: 898.323486 Iteration 8Q: 3 clusters Score -1162271 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7327 members Mstep: Class 2 contains 12047 members Entering Unmasked Estep Score: -1162448.250000 Penalty: 898.323486 Iteration 9Q: 3 clusters Score -1162448 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7073 members Mstep: Class 2 contains 12301 members Entering Unmasked Estep Score: -1162626.250000 Penalty: 898.323486 Iteration 10Q: 3 clusters Score -1162626 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6802 members Mstep: Class 2 contains 12572 members Entering Unmasked Estep Score: -1162794.375000 Penalty: 898.323486 Iteration 11Q: 3 clusters Score -1162794 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6520 members Mstep: Class 2 contains 12854 members Entering Unmasked Estep Score: -1162934.375000 Penalty: 898.323486 Iteration 12Q: 3 clusters Score -1162934 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6249 members Mstep: Class 2 contains 13125 members Entering Unmasked Estep Score: -1163041.500000 Penalty: 898.323486 Iteration 13Q: 3 clusters Score -1163042 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5989 members Mstep: Class 2 contains 13385 members Entering Unmasked Estep Score: -1163137.250000 Penalty: 898.323486 Iteration 14Q: 3 clusters Score -1163137 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5723 members Mstep: Class 2 contains 13651 members Entering Unmasked Estep Score: -1163219.250000 Penalty: 898.323486 Iteration 15Q: 3 clusters Score -1163219 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5468 members Mstep: Class 2 contains 13906 members Entering Unmasked Estep Score: -1163289.875000 Penalty: 898.323486 Iteration 16Q: 3 clusters Score -1163290 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5239 members Mstep: Class 2 contains 14135 members Entering Unmasked Estep Score: -1163353.500000 Penalty: 898.323486 Iteration 17Q: 3 clusters Score -1163354 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5054 members Mstep: Class 2 contains 14320 members Entering Unmasked Estep Score: -1163395.625000 Penalty: 898.323486 Iteration 18Q: 3 clusters Score -1163396 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4870 members Mstep: Class 2 contains 14504 members Entering Unmasked Estep Score: -1163437.750000 Penalty: 898.323486 Iteration 19Q: 3 clusters Score -1163438 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4689 members Mstep: Class 2 contains 14685 members Entering Unmasked Estep Score: -1163472.625000 Penalty: 898.323486 Iteration 20F: 3 clusters Score -1163473 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4535 members Mstep: Class 2 contains 14839 members Entering Unmasked Estep Score: -1163509.000000 Penalty: 898.323486 Iteration 21Q: 3 clusters Score -1163509 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4395 members Mstep: Class 2 contains 14979 members Entering Unmasked Estep Score: -1163537.250000 Penalty: 898.323486 Iteration 22Q: 3 clusters Score -1163537 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4261 members Mstep: Class 2 contains 15113 members Entering Unmasked Estep Score: -1163557.000000 Penalty: 898.323486 Iteration 23Q: 3 clusters Score -1163557 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4129 members Mstep: Class 2 contains 15245 members Entering Unmasked Estep Score: -1163588.250000 Penalty: 898.323486 Iteration 24Q: 3 clusters Score -1163588 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3990 members Mstep: Class 2 contains 15384 members Entering Unmasked Estep Score: -1163612.500000 Penalty: 898.323486 Iteration 25Q: 3 clusters Score -1163612 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3858 members Mstep: Class 2 contains 15516 members Entering Unmasked Estep Score: -1163640.375000 Penalty: 898.323486 Iteration 26Q: 3 clusters Score -1163640 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3742 members Mstep: Class 2 contains 15632 members Entering Unmasked Estep Score: -1163665.750000 Penalty: 898.323486 Iteration 27Q: 3 clusters Score -1163666 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3624 members Mstep: Class 2 contains 15750 members Entering Unmasked Estep Score: -1163689.625000 Penalty: 898.323486 Iteration 28Q: 3 clusters Score -1163690 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3498 members Mstep: Class 2 contains 15876 members Entering Unmasked Estep Score: -1163729.000000 Penalty: 898.323486 Iteration 29Q: 3 clusters Score -1163729 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3366 members Mstep: Class 2 contains 16008 members Entering Unmasked Estep Score: -1163766.250000 Penalty: 898.323486 Iteration 30Q: 3 clusters Score -1163766 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3240 members Mstep: Class 2 contains 16134 members Entering Unmasked Estep Score: -1163806.750000 Penalty: 898.323486 Iteration 31Q: 3 clusters Score -1163807 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3115 members Mstep: Class 2 contains 16259 members Entering Unmasked Estep Score: -1163842.125000 Penalty: 898.323486 Iteration 32Q: 3 clusters Score -1163842 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2998 members Mstep: Class 2 contains 16376 members Entering Unmasked Estep Score: -1163874.250000 Penalty: 898.323486 Iteration 33Q: 3 clusters Score -1163874 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2903 members Mstep: Class 2 contains 16471 members Entering Unmasked Estep Score: -1163894.000000 Penalty: 898.323486 Iteration 34Q: 3 clusters Score -1163894 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2830 members Mstep: Class 2 contains 16544 members Entering Unmasked Estep Score: -1163908.250000 Penalty: 898.323486 Iteration 35Q: 3 clusters Score -1163908 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2772 members Mstep: Class 2 contains 16602 members Entering Unmasked Estep Score: -1163914.125000 Penalty: 898.323486 Iteration 36Q: 3 clusters Score -1163914 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2719 members Mstep: Class 2 contains 16655 members Entering Unmasked Estep Score: -1163923.125000 Penalty: 898.323486 Iteration 37Q: 3 clusters Score -1163923 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2670 members Mstep: Class 2 contains 16704 members Entering Unmasked Estep Score: -1163934.000000 Penalty: 898.323486 Iteration 38Q: 3 clusters Score -1163934 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2618 members Mstep: Class 2 contains 16756 members Entering Unmasked Estep Score: -1163945.125000 Penalty: 898.323486 Iteration 39Q: 3 clusters Score -1163945 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2570 members Mstep: Class 2 contains 16804 members Entering Unmasked Estep Score: -1163950.750000 Penalty: 898.323486 Iteration 40F: 3 clusters Score -1163951 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2517 members Mstep: Class 2 contains 16857 members Entering Unmasked Estep Score: -1163963.250000 Penalty: 898.323486 Iteration 41Q: 3 clusters Score -1163963 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2466 members Mstep: Class 2 contains 16908 members Entering Unmasked Estep Score: -1163976.500000 Penalty: 898.323486 Iteration 42Q: 3 clusters Score -1163976 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2409 members Mstep: Class 2 contains 16965 members Entering Unmasked Estep Score: -1163990.250000 Penalty: 898.323486 Iteration 43Q: 3 clusters Score -1163990 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2360 members Mstep: Class 2 contains 17014 members Entering Unmasked Estep Score: -1164002.125000 Penalty: 898.323486 Iteration 44Q: 3 clusters Score -1164002 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2312 members Mstep: Class 2 contains 17062 members Entering Unmasked Estep Score: -1164014.375000 Penalty: 898.323486 Iteration 45Q: 3 clusters Score -1164014 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 17105 members Entering Unmasked Estep Score: -1164018.500000 Penalty: 898.323486 Iteration 46Q: 3 clusters Score -1164018 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2223 members Mstep: Class 2 contains 17151 members Entering Unmasked Estep Score: -1164025.375000 Penalty: 898.323486 Iteration 47Q: 3 clusters Score -1164025 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 17200 members Entering Unmasked Estep Score: -1164033.250000 Penalty: 898.323486 Iteration 48Q: 3 clusters Score -1164033 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2134 members Mstep: Class 2 contains 17240 members Entering Unmasked Estep Score: -1164042.375000 Penalty: 898.323486 Iteration 49Q: 3 clusters Score -1164042 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Mstep: Class 2 contains 17287 members Entering Unmasked Estep Score: -1164048.875000 Penalty: 898.323486 Iteration 50Q: 3 clusters Score -1164049 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2048 members Mstep: Class 2 contains 17326 members Entering Unmasked Estep Score: -1164054.875000 Penalty: 898.323486 Iteration 51Q: 3 clusters Score -1164055 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2015 members Mstep: Class 2 contains 17359 members Entering Unmasked Estep Score: -1164059.125000 Penalty: 898.323486 Iteration 52Q: 3 clusters Score -1164059 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1983 members Mstep: Class 2 contains 17391 members Entering Unmasked Estep Score: -1164065.750000 Penalty: 898.323486 Iteration 53Q: 3 clusters Score -1164066 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 17429 members Entering Unmasked Estep Score: -1164073.000000 Penalty: 898.323486 Iteration 54Q: 3 clusters Score -1164073 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 17467 members Entering Unmasked Estep Score: -1164079.000000 Penalty: 898.323486 Iteration 55Q: 3 clusters Score -1164079 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 17501 members Entering Unmasked Estep Score: -1164082.000000 Penalty: 898.323486 Iteration 56Q: 3 clusters Score -1164082 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Mstep: Class 2 contains 17540 members Entering Unmasked Estep Score: -1164093.500000 Penalty: 898.323486 Iteration 57Q: 3 clusters Score -1164094 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 17573 members Entering Unmasked Estep Score: -1164096.125000 Penalty: 898.323486 Iteration 58Q: 3 clusters Score -1164096 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 17606 members Entering Unmasked Estep Score: -1164104.000000 Penalty: 898.323486 Iteration 59Q: 3 clusters Score -1164104 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 17627 members Entering Unmasked Estep Score: -1164107.000000 Penalty: 898.323486 Iteration 60F: 3 clusters Score -1164107 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 17646 members Entering Unmasked Estep Score: -1164108.500000 Penalty: 898.323486 Iteration 61Q: 3 clusters Score -1164108 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 17666 members Entering Unmasked Estep Score: -1164111.375000 Penalty: 898.323486 Iteration 62Q: 3 clusters Score -1164111 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 17685 members Entering Unmasked Estep Score: -1164114.000000 Penalty: 898.323486 Iteration 63Q: 3 clusters Score -1164114 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 17701 members Entering Unmasked Estep Score: -1164112.000000 Penalty: 898.323486 Iteration 64Q: 3 clusters Score -1164112 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 17717 members Entering Unmasked Estep Score: -1164116.125000 Penalty: 898.323486 Iteration 65Q: 3 clusters Score -1164116 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 17729 members Entering Unmasked Estep Score: -1164116.000000 Penalty: 898.323486 Iteration 66Q: 3 clusters Score -1164116 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 17737 members Entering Unmasked Estep Score: -1164117.750000 Penalty: 898.323486 Iteration 67Q: 3 clusters Score -1164118 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 17743 members Entering Unmasked Estep Score: -1164117.125000 Penalty: 898.323486 Iteration 68Q: 3 clusters Score -1164117 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 17751 members Entering Unmasked Estep Score: -1164119.250000 Penalty: 898.323486 Iteration 69Q: 3 clusters Score -1164119 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 17757 members Entering Unmasked Estep Score: -1164120.250000 Penalty: 898.323486 Iteration 70Q: 3 clusters Score -1164120 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 17762 members Entering Unmasked Estep Score: -1164120.750000 Penalty: 898.323486 Iteration 71Q: 3 clusters Score -1164121 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 17767 members Entering Unmasked Estep Score: -1164121.125000 Penalty: 898.323486 Iteration 72Q: 3 clusters Score -1164121 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 17775 members Entering Unmasked Estep Score: -1164121.500000 Penalty: 898.323486 Iteration 73Q: 3 clusters Score -1164122 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 17780 members Entering Unmasked Estep Score: -1164121.625000 Penalty: 898.323486 Iteration 74Q: 3 clusters Score -1164122 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 17788 members Entering Unmasked Estep Score: -1164122.875000 Penalty: 898.323486 Iteration 75Q: 3 clusters Score -1164123 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 17795 members Entering Unmasked Estep Score: -1164122.750000 Penalty: 898.323486 Iteration 76Q: 3 clusters Score -1164123 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 17800 members Entering Unmasked Estep Score: -1164123.500000 Penalty: 898.323486 Iteration 77Q: 3 clusters Score -1164124 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 17803 members Entering Unmasked Estep Score: -1164126.125000 Penalty: 898.323486 Iteration 78Q: 3 clusters Score -1164126 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 17805 members Entering Unmasked Estep Score: -1164125.375000 Penalty: 898.323486 Iteration 79Q: 3 clusters Score -1164125 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 17808 members Entering Unmasked Estep Score: -1164125.000000 Penalty: 898.323486 Iteration 80F: 3 clusters Score -1164125 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 17809 members Entering Unmasked Estep Score: -1164126.000000 Penalty: 898.323486 Iteration 81Q: 3 clusters Score -1164126 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 17811 members Entering Unmasked Estep Score: -1164126.125000 Penalty: 898.323486 Iteration 82Q: 3 clusters Score -1164126 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 17814 members Entering Unmasked Estep Score: -1164124.500000 Penalty: 898.323486 Iteration 83Q: 3 clusters Score -1164124 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 17814 members Entering Unmasked Estep Score: -1164124.500000 Penalty: 898.323486 Iteration 84F: 3 clusters Score -1164124 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (6121 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6121 members Entering Unmasked Estep Score: -292973.875000 Penalty: 396.736359 Iteration 0F: 2 clusters Score -292973.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3156 members Mstep: Class 2 contains 2965 members Entering Unmasked Estep Score: -288922.843750 Penalty: 793.472717 Iteration 0F: 3 clusters Score -288922.8 nChanged 2772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3958 members Mstep: Class 2 contains 2163 members Entering Unmasked Estep Score: -290671.031250 Penalty: 793.472717 Iteration 1F: 3 clusters Score -290671 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4448 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -291223.500000 Penalty: 793.472717 Iteration 2F: 3 clusters Score -291223.5 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4921 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -291823.281250 Penalty: 793.472717 Iteration 3F: 3 clusters Score -291823.3 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5275 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -292250.125000 Penalty: 793.472717 Iteration 4F: 3 clusters Score -292250.1 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5501 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -292465.093750 Penalty: 793.472717 Iteration 5Q: 3 clusters Score -292465.1 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5651 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -292582.375000 Penalty: 793.472717 Iteration 6Q: 3 clusters Score -292582.4 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5761 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -292667.156250 Penalty: 793.472717 Iteration 7Q: 3 clusters Score -292667.2 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5836 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -292734.593750 Penalty: 793.472717 Iteration 8Q: 3 clusters Score -292734.6 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5891 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -292783.843750 Penalty: 793.472717 Iteration 9Q: 3 clusters Score -292783.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5919 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -292801.968750 Penalty: 793.472717 Iteration 10Q: 3 clusters Score -292802 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5933 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -292812.218750 Penalty: 793.472717 Iteration 11Q: 3 clusters Score -292812.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5947 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -292819.125000 Penalty: 793.472717 Iteration 12Q: 3 clusters Score -292819.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5956 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -292822.968750 Penalty: 793.472717 Iteration 13Q: 3 clusters Score -292823 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5963 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -292826.031250 Penalty: 793.472717 Iteration 14Q: 3 clusters Score -292826 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5965 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -292827.500000 Penalty: 793.472717 Iteration 15Q: 3 clusters Score -292827.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5968 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -292828.812500 Penalty: 793.472717 Iteration 16Q: 3 clusters Score -292828.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5971 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -292829.281250 Penalty: 793.472717 Iteration 17Q: 3 clusters Score -292829.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5975 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -292830.875000 Penalty: 793.472717 Iteration 18Q: 3 clusters Score -292830.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5975 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -292831.312500 Penalty: 793.472717 Iteration 19F: 3 clusters Score -292831.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5974 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -292832.375000 Penalty: 793.472717 Iteration 20F: 3 clusters Score -292832.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1940 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Entering Unmasked Estep Score: -111907.640625 Penalty: 344.455170 Iteration 0F: 2 clusters Score -111907.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -110537.898438 Penalty: 688.910339 Iteration 0F: 3 clusters Score -110537.9 nChanged 811 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -110990.015625 Penalty: 688.910339 Iteration 1F: 3 clusters Score -110990 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -111086.375000 Penalty: 688.910339 Iteration 2F: 3 clusters Score -111086.4 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -111159.414062 Penalty: 688.910339 Iteration 3F: 3 clusters Score -111159.4 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -111199.695312 Penalty: 688.910339 Iteration 4Q: 3 clusters Score -111199.7 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -111227.765625 Penalty: 688.910339 Iteration 5Q: 3 clusters Score -111227.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -111260.984375 Penalty: 688.910339 Iteration 6Q: 3 clusters Score -111261 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -111290.117188 Penalty: 688.910339 Iteration 7Q: 3 clusters Score -111290.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -111322.281250 Penalty: 688.910339 Iteration 8Q: 3 clusters Score -111322.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -111369.054688 Penalty: 688.910339 Iteration 9Q: 3 clusters Score -111369.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -111410.039062 Penalty: 688.910339 Iteration 10Q: 3 clusters Score -111410 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -111454.562500 Penalty: 688.910339 Iteration 11Q: 3 clusters Score -111454.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -111484.796875 Penalty: 688.910339 Iteration 12Q: 3 clusters Score -111484.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -111511.218750 Penalty: 688.910339 Iteration 13Q: 3 clusters Score -111511.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -111532.062500 Penalty: 688.910339 Iteration 14Q: 3 clusters Score -111532.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -111547.367188 Penalty: 688.910339 Iteration 15Q: 3 clusters Score -111547.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -111561.460938 Penalty: 688.910339 Iteration 16Q: 3 clusters Score -111561.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -111571.882812 Penalty: 688.910339 Iteration 17Q: 3 clusters Score -111571.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -111584.101562 Penalty: 688.910339 Iteration 18Q: 3 clusters Score -111584.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -111594.820312 Penalty: 688.910339 Iteration 19Q: 3 clusters Score -111594.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -111605.226562 Penalty: 688.910339 Iteration 20F: 3 clusters Score -111605.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -111620.023438 Penalty: 688.910339 Iteration 21Q: 3 clusters Score -111620 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -111628.382812 Penalty: 688.910339 Iteration 22Q: 3 clusters Score -111628.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -111635.093750 Penalty: 688.910339 Iteration 23Q: 3 clusters Score -111635.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -111640.984375 Penalty: 688.910339 Iteration 24Q: 3 clusters Score -111641 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -111644.242188 Penalty: 688.910339 Iteration 25Q: 3 clusters Score -111644.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -111647.000000 Penalty: 688.910339 Iteration 26Q: 3 clusters Score -111647 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -111648.820312 Penalty: 688.910339 Iteration 27Q: 3 clusters Score -111648.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -111651.718750 Penalty: 688.910339 Iteration 28Q: 3 clusters Score -111651.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -111654.210938 Penalty: 688.910339 Iteration 29Q: 3 clusters Score -111654.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -111654.671875 Penalty: 688.910339 Iteration 30Q: 3 clusters Score -111654.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -111655.062500 Penalty: 688.910339 Iteration 31Q: 3 clusters Score -111655.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -111655.171875 Penalty: 688.910339 Iteration 32Q: 3 clusters Score -111655.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -111655.171875 Penalty: 688.910339 Iteration 33F: 3 clusters Score -111655.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (10923 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10923 members Entering Unmasked Estep Score: -601305.937500 Penalty: 423.087494 Iteration 0F: 2 clusters Score -601305.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5435 members Mstep: Class 2 contains 5488 members Entering Unmasked Estep Score: -594120.062500 Penalty: 846.174988 Iteration 0F: 3 clusters Score -594120.1 nChanged 5043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5160 members Mstep: Class 2 contains 5763 members Entering Unmasked Estep Score: -597297.000000 Penalty: 846.174988 Iteration 1F: 3 clusters Score -597297 nChanged 767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5027 members Mstep: Class 2 contains 5896 members Entering Unmasked Estep Score: -597733.187500 Penalty: 846.174988 Iteration 2F: 3 clusters Score -597733.2 nChanged 764 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4847 members Mstep: Class 2 contains 6076 members Entering Unmasked Estep Score: -598209.750000 Penalty: 846.174988 Iteration 3F: 3 clusters Score -598209.8 nChanged 734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4567 members Mstep: Class 2 contains 6356 members Entering Unmasked Estep Score: -598699.500000 Penalty: 846.174988 Iteration 4F: 3 clusters Score -598699.5 nChanged 676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4351 members Mstep: Class 2 contains 6572 members Entering Unmasked Estep Score: -599220.875000 Penalty: 846.174988 Iteration 5F: 3 clusters Score -599220.9 nChanged 630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4179 members Mstep: Class 2 contains 6744 members Entering Unmasked Estep Score: -599824.750000 Penalty: 846.174988 Iteration 6F: 3 clusters Score -599824.8 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4084 members Mstep: Class 2 contains 6839 members Entering Unmasked Estep Score: -600407.812500 Penalty: 846.174988 Iteration 7Q: 3 clusters Score -600407.8 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4047 members Mstep: Class 2 contains 6876 members Entering Unmasked Estep Score: -600805.312500 Penalty: 846.174988 Iteration 8Q: 3 clusters Score -600805.3 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4043 members Mstep: Class 2 contains 6880 members Entering Unmasked Estep Score: -601103.562500 Penalty: 846.174988 Iteration 9Q: 3 clusters Score -601103.6 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4086 members Mstep: Class 2 contains 6837 members Entering Unmasked Estep Score: -601299.125000 Penalty: 846.174988 Iteration 10Q: 3 clusters Score -601299.1 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4171 members Mstep: Class 2 contains 6752 members Entering Unmasked Estep Score: -601465.750000 Penalty: 846.174988 Iteration 11Q: 3 clusters Score -601465.8 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4317 members Mstep: Class 2 contains 6606 members Entering Unmasked Estep Score: -601621.000000 Penalty: 846.174988 Iteration 12Q: 3 clusters Score -601621 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4489 members Mstep: Class 2 contains 6434 members Entering Unmasked Estep Score: -601806.375000 Penalty: 846.174988 Iteration 13Q: 3 clusters Score -601806.4 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4681 members Mstep: Class 2 contains 6242 members Entering Unmasked Estep Score: -602034.125000 Penalty: 846.174988 Iteration 14Q: 3 clusters Score -602034.1 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4937 members Mstep: Class 2 contains 5986 members Entering Unmasked Estep Score: -602454.812500 Penalty: 846.174988 Iteration 15Q: 3 clusters Score -602454.8 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5244 members Mstep: Class 2 contains 5679 members Entering Unmasked Estep Score: -603073.437500 Penalty: 846.174988 Iteration 16Q: 3 clusters Score -603073.4 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5451 members Mstep: Class 2 contains 5472 members Entering Unmasked Estep Score: -603504.750000 Penalty: 846.174988 Iteration 17Q: 3 clusters Score -603504.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5524 members Mstep: Class 2 contains 5399 members Entering Unmasked Estep Score: -603613.250000 Penalty: 846.174988 Iteration 18Q: 3 clusters Score -603613.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5544 members Mstep: Class 2 contains 5379 members Entering Unmasked Estep Score: -603657.000000 Penalty: 846.174988 Iteration 19Q: 3 clusters Score -603657 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5552 members Mstep: Class 2 contains 5371 members Entering Unmasked Estep Score: -603687.625000 Penalty: 846.174988 Iteration 20F: 3 clusters Score -603687.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5569 members Mstep: Class 2 contains 5354 members Entering Unmasked Estep Score: -603717.125000 Penalty: 846.174988 Iteration 21Q: 3 clusters Score -603717.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5578 members Mstep: Class 2 contains 5345 members Entering Unmasked Estep Score: -603718.000000 Penalty: 846.174988 Iteration 22Q: 3 clusters Score -603718 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5581 members Mstep: Class 2 contains 5342 members Entering Unmasked Estep Score: -603718.062500 Penalty: 846.174988 Iteration 23Q: 3 clusters Score -603718.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5583 members Mstep: Class 2 contains 5340 members Entering Unmasked Estep Score: -603719.000000 Penalty: 846.174988 Iteration 24Q: 3 clusters Score -603719 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5584 members Mstep: Class 2 contains 5339 members Entering Unmasked Estep Score: -603719.312500 Penalty: 846.174988 Iteration 25Q: 3 clusters Score -603719.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5585 members Mstep: Class 2 contains 5338 members Entering Unmasked Estep Score: -603718.687500 Penalty: 846.174988 Iteration 26Q: 3 clusters Score -603718.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5587 members Mstep: Class 2 contains 5336 members Entering Unmasked Estep Score: -603719.625000 Penalty: 846.174988 Iteration 27Q: 3 clusters Score -603719.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5591 members Mstep: Class 2 contains 5332 members Entering Unmasked Estep Score: -603718.437500 Penalty: 846.174988 Iteration 28Q: 3 clusters Score -603718.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5592 members Mstep: Class 2 contains 5331 members Entering Unmasked Estep Score: -603719.312500 Penalty: 846.174988 Iteration 29Q: 3 clusters Score -603719.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5592 members Mstep: Class 2 contains 5331 members Entering Unmasked Estep Score: -603719.312500 Penalty: 846.174988 Iteration 30F: 3 clusters Score -603719.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 26454 members Mstep: Class 2 contains 19374 members Mstep: Class 3 contains 6121 members Mstep: Class 4 contains 1940 members Mstep: Class 5 contains 5592 members Mstep: Class 6 contains 3832 members Mstep: Class 7 contains 10400 members Mstep: Class 8 contains 1212 members Mstep: Class 9 contains 591 members Mstep: Class 10 contains 61615 members Mstep: Class 11 contains 18343 members Mstep: Class 12 contains 5405 members Mstep: Class 13 contains 857 members Mstep: Class 14 contains 315 members Mstep: Class 15 contains 4847 members Mstep: Class 16 contains 2460 members Mstep: Class 17 contains 4005 members Mstep: Class 18 contains 635 members Mstep: Class 19 contains 1812 members Mstep: Class 20 contains 9771 members Mstep: Class 21 contains 103155 members Mstep: Class 22 contains 13238 members Mstep: Class 23 contains 2065 members Mstep: Class 24 contains 2396 members Mstep: Class 25 contains 5331 members Entering Unmasked Estep Score: -17789508.000000 Penalty: 14389.587891 Splitting cluster 5 changes total score from -17787174.000000 to -17789508.000000 So it's getting split into cluster 25. Entering ConstructFrom: Trying to split cluster 6 (3832 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3832 members Entering Unmasked Estep Score: -213602.468750 Penalty: 375.426971 Iteration 0F: 2 clusters Score -213602.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1986 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -211050.515625 Penalty: 750.853943 Iteration 0F: 3 clusters Score -211050.5 nChanged 1634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2358 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -212159.125000 Penalty: 750.853943 Iteration 1F: 3 clusters Score -212159.1 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2573 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -212384.468750 Penalty: 750.853943 Iteration 2F: 3 clusters Score -212384.5 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2769 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -212562.609375 Penalty: 750.853943 Iteration 3F: 3 clusters Score -212562.6 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2951 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -212726.796875 Penalty: 750.853943 Iteration 4F: 3 clusters Score -212726.8 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3090 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -212860.140625 Penalty: 750.853943 Iteration 5Q: 3 clusters Score -212860.1 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3206 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -212969.703125 Penalty: 750.853943 Iteration 6Q: 3 clusters Score -212969.7 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3305 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -213056.031250 Penalty: 750.853943 Iteration 7Q: 3 clusters Score -213056 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3375 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -213120.437500 Penalty: 750.853943 Iteration 8Q: 3 clusters Score -213120.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3429 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -213170.000000 Penalty: 750.853943 Iteration 9Q: 3 clusters Score -213170 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3469 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -213201.656250 Penalty: 750.853943 Iteration 10Q: 3 clusters Score -213201.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3502 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -213226.437500 Penalty: 750.853943 Iteration 11Q: 3 clusters Score -213226.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3527 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -213245.062500 Penalty: 750.853943 Iteration 12Q: 3 clusters Score -213245.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3553 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -213270.609375 Penalty: 750.853943 Iteration 13Q: 3 clusters Score -213270.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3575 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -213289.765625 Penalty: 750.853943 Iteration 14Q: 3 clusters Score -213289.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3587 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -213297.218750 Penalty: 750.853943 Iteration 15Q: 3 clusters Score -213297.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3597 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -213302.000000 Penalty: 750.853943 Iteration 16Q: 3 clusters Score -213302 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3604 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -213307.406250 Penalty: 750.853943 Iteration 17Q: 3 clusters Score -213307.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3612 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -213312.578125 Penalty: 750.853943 Iteration 18Q: 3 clusters Score -213312.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3619 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -213316.609375 Penalty: 750.853943 Iteration 19Q: 3 clusters Score -213316.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3625 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -213321.921875 Penalty: 750.853943 Iteration 20F: 3 clusters Score -213321.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3632 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -213327.734375 Penalty: 750.853943 Iteration 21Q: 3 clusters Score -213327.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3639 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -213333.031250 Penalty: 750.853943 Iteration 22Q: 3 clusters Score -213333 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3646 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -213337.265625 Penalty: 750.853943 Iteration 23Q: 3 clusters Score -213337.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3648 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -213337.968750 Penalty: 750.853943 Iteration 24Q: 3 clusters Score -213338 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3650 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -213338.562500 Penalty: 750.853943 Iteration 25Q: 3 clusters Score -213338.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3651 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -213339.156250 Penalty: 750.853943 Iteration 26Q: 3 clusters Score -213339.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3651 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -213339.156250 Penalty: 750.853943 Iteration 27F: 3 clusters Score -213339.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (10400 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10400 members Entering Unmasked Estep Score: -542469.187500 Penalty: 420.855042 Iteration 0F: 2 clusters Score -542469.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5167 members Mstep: Class 2 contains 5233 members Entering Unmasked Estep Score: -535656.437500 Penalty: 841.710083 Iteration 0F: 3 clusters Score -535656.4 nChanged 4781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4802 members Mstep: Class 2 contains 5598 members Entering Unmasked Estep Score: -538864.062500 Penalty: 841.710083 Iteration 1F: 3 clusters Score -538864.1 nChanged 759 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4515 members Mstep: Class 2 contains 5885 members Entering Unmasked Estep Score: -539324.375000 Penalty: 841.710083 Iteration 2F: 3 clusters Score -539324.4 nChanged 699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4150 members Mstep: Class 2 contains 6250 members Entering Unmasked Estep Score: -539720.375000 Penalty: 841.710083 Iteration 3F: 3 clusters Score -539720.4 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3751 members Mstep: Class 2 contains 6649 members Entering Unmasked Estep Score: -540043.500000 Penalty: 841.710083 Iteration 4F: 3 clusters Score -540043.5 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3340 members Mstep: Class 2 contains 7060 members Entering Unmasked Estep Score: -540323.312500 Penalty: 841.710083 Iteration 5Q: 3 clusters Score -540323.3 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2954 members Mstep: Class 2 contains 7446 members Entering Unmasked Estep Score: -540548.125000 Penalty: 841.710083 Iteration 6Q: 3 clusters Score -540548.1 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2600 members Mstep: Class 2 contains 7800 members Entering Unmasked Estep Score: -540786.937500 Penalty: 841.710083 Iteration 7Q: 3 clusters Score -540786.9 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2266 members Mstep: Class 2 contains 8134 members Entering Unmasked Estep Score: -541089.250000 Penalty: 841.710083 Iteration 8Q: 3 clusters Score -541089.2 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 8432 members Entering Unmasked Estep Score: -541430.875000 Penalty: 841.710083 Iteration 9Q: 3 clusters Score -541430.9 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 8647 members Entering Unmasked Estep Score: -541736.562500 Penalty: 841.710083 Iteration 10Q: 3 clusters Score -541736.6 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 8795 members Entering Unmasked Estep Score: -542090.312500 Penalty: 841.710083 Iteration 11Q: 3 clusters Score -542090.3 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 8810 members Entering Unmasked Estep Score: -542189.687500 Penalty: 841.710083 Iteration 12Q: 3 clusters Score -542189.7 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 8802 members Entering Unmasked Estep Score: -542234.750000 Penalty: 841.710083 Iteration 13Q: 3 clusters Score -542234.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 8787 members Entering Unmasked Estep Score: -542270.375000 Penalty: 841.710083 Iteration 14Q: 3 clusters Score -542270.4 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1649 members Mstep: Class 2 contains 8751 members Entering Unmasked Estep Score: -542301.875000 Penalty: 841.710083 Iteration 15Q: 3 clusters Score -542301.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 8703 members Entering Unmasked Estep Score: -542331.437500 Penalty: 841.710083 Iteration 16Q: 3 clusters Score -542331.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1756 members Mstep: Class 2 contains 8644 members Entering Unmasked Estep Score: -542367.062500 Penalty: 841.710083 Iteration 17Q: 3 clusters Score -542367.1 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 8572 members Entering Unmasked Estep Score: -542416.125000 Penalty: 841.710083 Iteration 18Q: 3 clusters Score -542416.1 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 8494 members Entering Unmasked Estep Score: -542462.125000 Penalty: 841.710083 Iteration 19Q: 3 clusters Score -542462.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1975 members Mstep: Class 2 contains 8425 members Entering Unmasked Estep Score: -542493.250000 Penalty: 841.710083 Iteration 20F: 3 clusters Score -542493.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2041 members Mstep: Class 2 contains 8359 members Entering Unmasked Estep Score: -542515.562500 Penalty: 841.710083 Iteration 21Q: 3 clusters Score -542515.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2097 members Mstep: Class 2 contains 8303 members Entering Unmasked Estep Score: -542535.812500 Penalty: 841.710083 Iteration 22Q: 3 clusters Score -542535.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2152 members Mstep: Class 2 contains 8248 members Entering Unmasked Estep Score: -542552.375000 Penalty: 841.710083 Iteration 23Q: 3 clusters Score -542552.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 8195 members Entering Unmasked Estep Score: -542564.312500 Penalty: 841.710083 Iteration 24Q: 3 clusters Score -542564.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2250 members Mstep: Class 2 contains 8150 members Entering Unmasked Estep Score: -542575.375000 Penalty: 841.710083 Iteration 25Q: 3 clusters Score -542575.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2288 members Mstep: Class 2 contains 8112 members Entering Unmasked Estep Score: -542584.062500 Penalty: 841.710083 Iteration 26Q: 3 clusters Score -542584.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2323 members Mstep: Class 2 contains 8077 members Entering Unmasked Estep Score: -542590.750000 Penalty: 841.710083 Iteration 27Q: 3 clusters Score -542590.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 8046 members Entering Unmasked Estep Score: -542595.000000 Penalty: 841.710083 Iteration 28Q: 3 clusters Score -542595 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 8022 members Entering Unmasked Estep Score: -542597.187500 Penalty: 841.710083 Iteration 29Q: 3 clusters Score -542597.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2393 members Mstep: Class 2 contains 8007 members Entering Unmasked Estep Score: -542599.687500 Penalty: 841.710083 Iteration 30Q: 3 clusters Score -542599.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2412 members Mstep: Class 2 contains 7988 members Entering Unmasked Estep Score: -542602.500000 Penalty: 841.710083 Iteration 31Q: 3 clusters Score -542602.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2428 members Mstep: Class 2 contains 7972 members Entering Unmasked Estep Score: -542604.250000 Penalty: 841.710083 Iteration 32Q: 3 clusters Score -542604.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2442 members Mstep: Class 2 contains 7958 members Entering Unmasked Estep Score: -542605.062500 Penalty: 841.710083 Iteration 33Q: 3 clusters Score -542605.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2457 members Mstep: Class 2 contains 7943 members Entering Unmasked Estep Score: -542606.250000 Penalty: 841.710083 Iteration 34Q: 3 clusters Score -542606.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2477 members Mstep: Class 2 contains 7923 members Entering Unmasked Estep Score: -542610.000000 Penalty: 841.710083 Iteration 35Q: 3 clusters Score -542610 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2488 members Mstep: Class 2 contains 7912 members Entering Unmasked Estep Score: -542611.437500 Penalty: 841.710083 Iteration 36Q: 3 clusters Score -542611.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2496 members Mstep: Class 2 contains 7904 members Entering Unmasked Estep Score: -542612.625000 Penalty: 841.710083 Iteration 37Q: 3 clusters Score -542612.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2506 members Mstep: Class 2 contains 7894 members Entering Unmasked Estep Score: -542613.750000 Penalty: 841.710083 Iteration 38Q: 3 clusters Score -542613.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2514 members Mstep: Class 2 contains 7886 members Entering Unmasked Estep Score: -542613.562500 Penalty: 841.710083 Iteration 39Q: 3 clusters Score -542613.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2526 members Mstep: Class 2 contains 7874 members Entering Unmasked Estep Score: -542614.312500 Penalty: 841.710083 Iteration 40F: 3 clusters Score -542614.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 7866 members Entering Unmasked Estep Score: -542614.875000 Penalty: 841.710083 Iteration 41Q: 3 clusters Score -542614.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2538 members Mstep: Class 2 contains 7862 members Entering Unmasked Estep Score: -542614.437500 Penalty: 841.710083 Iteration 42Q: 3 clusters Score -542614.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2542 members Mstep: Class 2 contains 7858 members Entering Unmasked Estep Score: -542615.937500 Penalty: 841.710083 Iteration 43Q: 3 clusters Score -542615.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2543 members Mstep: Class 2 contains 7857 members Entering Unmasked Estep Score: -542615.562500 Penalty: 841.710083 Iteration 44Q: 3 clusters Score -542615.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2545 members Mstep: Class 2 contains 7855 members Entering Unmasked Estep Score: -542614.875000 Penalty: 841.710083 Iteration 45Q: 3 clusters Score -542614.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2546 members Mstep: Class 2 contains 7854 members Entering Unmasked Estep Score: -542615.187500 Penalty: 841.710083 Iteration 46Q: 3 clusters Score -542615.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2546 members Mstep: Class 2 contains 7854 members Entering Unmasked Estep Score: -542615.187500 Penalty: 841.710083 Iteration 47F: 3 clusters Score -542615.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 26454 members Mstep: Class 2 contains 19374 members Mstep: Class 3 contains 6121 members Mstep: Class 4 contains 1940 members Mstep: Class 5 contains 5592 members Mstep: Class 6 contains 3832 members Mstep: Class 7 contains 2546 members Mstep: Class 8 contains 1212 members Mstep: Class 9 contains 591 members Mstep: Class 10 contains 61615 members Mstep: Class 11 contains 18343 members Mstep: Class 12 contains 5405 members Mstep: Class 13 contains 857 members Mstep: Class 14 contains 315 members Mstep: Class 15 contains 4847 members Mstep: Class 16 contains 2460 members Mstep: Class 17 contains 4005 members Mstep: Class 18 contains 635 members Mstep: Class 19 contains 1812 members Mstep: Class 20 contains 9771 members Mstep: Class 21 contains 103155 members Mstep: Class 22 contains 13238 members Mstep: Class 23 contains 2065 members Mstep: Class 24 contains 2396 members Mstep: Class 25 contains 5331 members Mstep: Class 26 contains 7854 members Entering Unmasked Estep Score: -17789492.000000 Penalty: 14965.171875 Splitting cluster 7 changes total score from -17787174.000000 to -17789492.000000 So it's getting split into cluster 26. Entering ConstructFrom: Trying to split cluster 8 (1212 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Entering Unmasked Estep Score: -60550.460938 Penalty: 323.051239 Iteration 0F: 2 clusters Score -60550.46 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -59658.480469 Penalty: 646.102478 Iteration 0F: 3 clusters Score -59658.48 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -60045.402344 Penalty: 646.102478 Iteration 1F: 3 clusters Score -60045.4 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -60149.089844 Penalty: 646.102478 Iteration 2F: 3 clusters Score -60149.09 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -60201.257812 Penalty: 646.102478 Iteration 3F: 3 clusters Score -60201.26 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -60240.855469 Penalty: 646.102478 Iteration 4Q: 3 clusters Score -60240.86 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -60270.859375 Penalty: 646.102478 Iteration 5Q: 3 clusters Score -60270.86 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -60294.359375 Penalty: 646.102478 Iteration 6Q: 3 clusters Score -60294.36 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -60305.601562 Penalty: 646.102478 Iteration 7Q: 3 clusters Score -60305.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -60311.308594 Penalty: 646.102478 Iteration 8Q: 3 clusters Score -60311.31 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -60314.789062 Penalty: 646.102478 Iteration 9Q: 3 clusters Score -60314.79 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -60319.355469 Penalty: 646.102478 Iteration 10Q: 3 clusters Score -60319.36 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -60325.507812 Penalty: 646.102478 Iteration 11Q: 3 clusters Score -60325.51 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -60335.187500 Penalty: 646.102478 Iteration 12Q: 3 clusters Score -60335.19 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -60346.691406 Penalty: 646.102478 Iteration 13Q: 3 clusters Score -60346.69 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -60356.601562 Penalty: 646.102478 Iteration 14Q: 3 clusters Score -60356.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -60364.675781 Penalty: 646.102478 Iteration 15Q: 3 clusters Score -60364.68 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -60370.941406 Penalty: 646.102478 Iteration 16Q: 3 clusters Score -60370.94 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -60374.066406 Penalty: 646.102478 Iteration 17Q: 3 clusters Score -60374.07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -60377.140625 Penalty: 646.102478 Iteration 18Q: 3 clusters Score -60377.14 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -60380.312500 Penalty: 646.102478 Iteration 19Q: 3 clusters Score -60380.31 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -60382.167969 Penalty: 646.102478 Iteration 20F: 3 clusters Score -60382.17 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -60382.875000 Penalty: 646.102478 Iteration 21Q: 3 clusters Score -60382.88 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -60385.769531 Penalty: 646.102478 Iteration 22Q: 3 clusters Score -60385.77 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -60389.578125 Penalty: 646.102478 Iteration 23Q: 3 clusters Score -60389.58 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -60392.320312 Penalty: 646.102478 Iteration 24Q: 3 clusters Score -60392.32 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -60394.621094 Penalty: 646.102478 Iteration 25Q: 3 clusters Score -60394.62 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -60398.488281 Penalty: 646.102478 Iteration 26Q: 3 clusters Score -60398.49 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -60406.796875 Penalty: 646.102478 Iteration 27Q: 3 clusters Score -60406.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -60409.222656 Penalty: 646.102478 Iteration 28Q: 3 clusters Score -60409.22 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -60409.558594 Penalty: 646.102478 Iteration 29Q: 3 clusters Score -60409.56 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -60410.019531 Penalty: 646.102478 Iteration 30Q: 3 clusters Score -60410.02 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -60410.019531 Penalty: 646.102478 Iteration 31F: 3 clusters Score -60410.02 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (591 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Entering Unmasked Estep Score: -25822.498047 Penalty: 290.372620 Iteration 0F: 2 clusters Score -25822.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -25301.095703 Penalty: 580.745239 Iteration 0F: 3 clusters Score -25301.1 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -25515.494141 Penalty: 580.745239 Iteration 1F: 3 clusters Score -25515.49 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -25568.273438 Penalty: 580.745239 Iteration 2F: 3 clusters Score -25568.27 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -25597.576172 Penalty: 580.745239 Iteration 3F: 3 clusters Score -25597.58 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -25621.503906 Penalty: 580.745239 Iteration 4Q: 3 clusters Score -25621.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -25637.541016 Penalty: 580.745239 Iteration 5Q: 3 clusters Score -25637.54 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -25653.599609 Penalty: 580.745239 Iteration 6Q: 3 clusters Score -25653.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -25675.398438 Penalty: 580.745239 Iteration 7Q: 3 clusters Score -25675.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -25691.736328 Penalty: 580.745239 Iteration 8Q: 3 clusters Score -25691.74 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -25699.583984 Penalty: 580.745239 Iteration 9Q: 3 clusters Score -25699.58 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -25708.789062 Penalty: 580.745239 Iteration 10Q: 3 clusters Score -25708.79 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -25715.341797 Penalty: 580.745239 Iteration 11Q: 3 clusters Score -25715.34 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -25720.089844 Penalty: 580.745239 Iteration 12Q: 3 clusters Score -25720.09 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -25724.339844 Penalty: 580.745239 Iteration 13Q: 3 clusters Score -25724.34 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -25729.187500 Penalty: 580.745239 Iteration 14Q: 3 clusters Score -25729.19 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -25729.398438 Penalty: 580.745239 Iteration 15Q: 3 clusters Score -25729.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -25733.277344 Penalty: 580.745239 Iteration 16F: 3 clusters Score -25733.28 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -25737.980469 Penalty: 580.745239 Iteration 17Q: 3 clusters Score -25737.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -25742.808594 Penalty: 580.745239 Iteration 18Q: 3 clusters Score -25742.81 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -25743.349609 Penalty: 580.745239 Iteration 19Q: 3 clusters Score -25743.35 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -25743.349609 Penalty: 580.745239 Iteration 20F: 3 clusters Score -25743.35 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (61615 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61615 members Entering Unmasked Estep Score: -3823069.750000 Penalty: 501.804077 Iteration 0F: 2 clusters Score -3823070 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30604 members Mstep: Class 2 contains 31011 members Entering Unmasked Estep Score: -3781976.250000 Penalty: 1003.608154 Iteration 0F: 3 clusters Score -3781976 nChanged 29805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27089 members Mstep: Class 2 contains 34526 members Entering Unmasked Estep Score: -3802229.000000 Penalty: 1003.608154 Iteration 1F: 3 clusters Score -3802229 nChanged 4634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23963 members Mstep: Class 2 contains 37652 members Entering Unmasked Estep Score: -3805788.500000 Penalty: 1003.608154 Iteration 2F: 3 clusters Score -3805788 nChanged 5657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19746 members Mstep: Class 2 contains 41869 members Entering Unmasked Estep Score: -3811201.500000 Penalty: 1003.608154 Iteration 3F: 3 clusters Score -3811202 nChanged 5383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15861 members Mstep: Class 2 contains 45754 members Entering Unmasked Estep Score: -3816574.250000 Penalty: 1003.608154 Iteration 4F: 3 clusters Score -3816574 nChanged 3671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13404 members Mstep: Class 2 contains 48211 members Entering Unmasked Estep Score: -3819450.250000 Penalty: 1003.608154 Iteration 5F: 3 clusters Score -3819450 nChanged 2214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11690 members Mstep: Class 2 contains 49925 members Entering Unmasked Estep Score: -3820822.500000 Penalty: 1003.608154 Iteration 6Q: 3 clusters Score -3820822 nChanged 1491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10355 members Mstep: Class 2 contains 51260 members Entering Unmasked Estep Score: -3821674.250000 Penalty: 1003.608154 Iteration 7Q: 3 clusters Score -3821674 nChanged 1139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9280 members Mstep: Class 2 contains 52335 members Entering Unmasked Estep Score: -3822309.250000 Penalty: 1003.608154 Iteration 8Q: 3 clusters Score -3822309 nChanged 932 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8398 members Mstep: Class 2 contains 53217 members Entering Unmasked Estep Score: -3822780.000000 Penalty: 1003.608154 Iteration 9Q: 3 clusters Score -3822780 nChanged 767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7665 members Mstep: Class 2 contains 53950 members Entering Unmasked Estep Score: -3823142.750000 Penalty: 1003.608154 Iteration 10Q: 3 clusters Score -3823143 nChanged 592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7099 members Mstep: Class 2 contains 54516 members Entering Unmasked Estep Score: -3823354.500000 Penalty: 1003.608154 Iteration 11Q: 3 clusters Score -3823354 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6656 members Mstep: Class 2 contains 54959 members Entering Unmasked Estep Score: -3823526.250000 Penalty: 1003.608154 Iteration 12Q: 3 clusters Score -3823526 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6288 members Mstep: Class 2 contains 55327 members Entering Unmasked Estep Score: -3823647.500000 Penalty: 1003.608154 Iteration 13Q: 3 clusters Score -3823648 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5984 members Mstep: Class 2 contains 55631 members Entering Unmasked Estep Score: -3823761.000000 Penalty: 1003.608154 Iteration 14Q: 3 clusters Score -3823761 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5719 members Mstep: Class 2 contains 55896 members Entering Unmasked Estep Score: -3823827.250000 Penalty: 1003.608154 Iteration 15Q: 3 clusters Score -3823827 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5489 members Mstep: Class 2 contains 56126 members Entering Unmasked Estep Score: -3823873.250000 Penalty: 1003.608154 Iteration 16Q: 3 clusters Score -3823873 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5286 members Mstep: Class 2 contains 56329 members Entering Unmasked Estep Score: -3823930.250000 Penalty: 1003.608154 Iteration 17Q: 3 clusters Score -3823930 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5121 members Mstep: Class 2 contains 56494 members Entering Unmasked Estep Score: -3823966.000000 Penalty: 1003.608154 Iteration 18Q: 3 clusters Score -3823966 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4976 members Mstep: Class 2 contains 56639 members Entering Unmasked Estep Score: -3823994.750000 Penalty: 1003.608154 Iteration 19Q: 3 clusters Score -3823995 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4839 members Mstep: Class 2 contains 56776 members Entering Unmasked Estep Score: -3824027.750000 Penalty: 1003.608154 Iteration 20F: 3 clusters Score -3824028 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4713 members Mstep: Class 2 contains 56902 members Entering Unmasked Estep Score: -3824053.500000 Penalty: 1003.608154 Iteration 21Q: 3 clusters Score -3824054 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4609 members Mstep: Class 2 contains 57006 members Entering Unmasked Estep Score: -3824066.750000 Penalty: 1003.608154 Iteration 22Q: 3 clusters Score -3824067 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4523 members Mstep: Class 2 contains 57092 members Entering Unmasked Estep Score: -3824079.750000 Penalty: 1003.608154 Iteration 23Q: 3 clusters Score -3824080 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4451 members Mstep: Class 2 contains 57164 members Entering Unmasked Estep Score: -3824084.250000 Penalty: 1003.608154 Iteration 24Q: 3 clusters Score -3824084 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4387 members Mstep: Class 2 contains 57228 members Entering Unmasked Estep Score: -3824093.250000 Penalty: 1003.608154 Iteration 25Q: 3 clusters Score -3824093 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4325 members Mstep: Class 2 contains 57290 members Entering Unmasked Estep Score: -3824090.750000 Penalty: 1003.608154 Iteration 26Q: 3 clusters Score -3824091 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 57350 members Entering Unmasked Estep Score: -3824096.250000 Penalty: 1003.608154 Iteration 27Q: 3 clusters Score -3824096 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4215 members Mstep: Class 2 contains 57400 members Entering Unmasked Estep Score: -3824093.250000 Penalty: 1003.608154 Iteration 28Q: 3 clusters Score -3824093 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4171 members Mstep: Class 2 contains 57444 members Entering Unmasked Estep Score: -3824105.250000 Penalty: 1003.608154 Iteration 29Q: 3 clusters Score -3824105 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4132 members Mstep: Class 2 contains 57483 members Entering Unmasked Estep Score: -3824097.000000 Penalty: 1003.608154 Iteration 30Q: 3 clusters Score -3824097 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4082 members Mstep: Class 2 contains 57533 members Entering Unmasked Estep Score: -3824111.000000 Penalty: 1003.608154 Iteration 31Q: 3 clusters Score -3824111 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4040 members Mstep: Class 2 contains 57575 members Entering Unmasked Estep Score: -3824115.500000 Penalty: 1003.608154 Iteration 32Q: 3 clusters Score -3824116 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4009 members Mstep: Class 2 contains 57606 members Entering Unmasked Estep Score: -3824112.500000 Penalty: 1003.608154 Iteration 33Q: 3 clusters Score -3824112 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3986 members Mstep: Class 2 contains 57629 members Entering Unmasked Estep Score: -3824112.250000 Penalty: 1003.608154 Iteration 34Q: 3 clusters Score -3824112 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3969 members Mstep: Class 2 contains 57646 members Entering Unmasked Estep Score: -3824111.750000 Penalty: 1003.608154 Iteration 35Q: 3 clusters Score -3824112 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3959 members Mstep: Class 2 contains 57656 members Entering Unmasked Estep Score: -3824113.750000 Penalty: 1003.608154 Iteration 36Q: 3 clusters Score -3824114 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3950 members Mstep: Class 2 contains 57665 members Entering Unmasked Estep Score: -3824111.250000 Penalty: 1003.608154 Iteration 37Q: 3 clusters Score -3824111 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3940 members Mstep: Class 2 contains 57675 members Entering Unmasked Estep Score: -3824115.500000 Penalty: 1003.608154 Iteration 38Q: 3 clusters Score -3824116 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3927 members Mstep: Class 2 contains 57688 members Entering Unmasked Estep Score: -3824110.750000 Penalty: 1003.608154 Iteration 39Q: 3 clusters Score -3824111 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3912 members Mstep: Class 2 contains 57703 members Entering Unmasked Estep Score: -3824114.750000 Penalty: 1003.608154 Iteration 40F: 3 clusters Score -3824115 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3899 members Mstep: Class 2 contains 57716 members Entering Unmasked Estep Score: -3824115.250000 Penalty: 1003.608154 Iteration 41Q: 3 clusters Score -3824115 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3888 members Mstep: Class 2 contains 57727 members Entering Unmasked Estep Score: -3824112.750000 Penalty: 1003.608154 Iteration 42Q: 3 clusters Score -3824113 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3876 members Mstep: Class 2 contains 57739 members Entering Unmasked Estep Score: -3824114.000000 Penalty: 1003.608154 Iteration 43Q: 3 clusters Score -3824114 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3864 members Mstep: Class 2 contains 57751 members Entering Unmasked Estep Score: -3824113.500000 Penalty: 1003.608154 Iteration 44Q: 3 clusters Score -3824114 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3857 members Mstep: Class 2 contains 57758 members Entering Unmasked Estep Score: -3824111.500000 Penalty: 1003.608154 Iteration 45Q: 3 clusters Score -3824112 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3847 members Mstep: Class 2 contains 57768 members Entering Unmasked Estep Score: -3824114.250000 Penalty: 1003.608154 Iteration 46Q: 3 clusters Score -3824114 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3835 members Mstep: Class 2 contains 57780 members Entering Unmasked Estep Score: -3824113.250000 Penalty: 1003.608154 Iteration 47Q: 3 clusters Score -3824113 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3823 members Mstep: Class 2 contains 57792 members Entering Unmasked Estep Score: -3824115.500000 Penalty: 1003.608154 Iteration 48Q: 3 clusters Score -3824116 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3818 members Mstep: Class 2 contains 57797 members Entering Unmasked Estep Score: -3824118.250000 Penalty: 1003.608154 Iteration 49Q: 3 clusters Score -3824118 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3816 members Mstep: Class 2 contains 57799 members Entering Unmasked Estep Score: -3824118.750000 Penalty: 1003.608154 Iteration 50Q: 3 clusters Score -3824119 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3814 members Mstep: Class 2 contains 57801 members Entering Unmasked Estep Score: -3824119.750000 Penalty: 1003.608154 Iteration 51Q: 3 clusters Score -3824120 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3811 members Mstep: Class 2 contains 57804 members Entering Unmasked Estep Score: -3824116.250000 Penalty: 1003.608154 Iteration 52Q: 3 clusters Score -3824116 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3810 members Mstep: Class 2 contains 57805 members Entering Unmasked Estep Score: -3824118.000000 Penalty: 1003.608154 Iteration 53Q: 3 clusters Score -3824118 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3810 members Mstep: Class 2 contains 57805 members Entering Unmasked Estep Score: -3824118.000000 Penalty: 1003.608154 Iteration 54F: 3 clusters Score -3824118 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 26454 members Mstep: Class 2 contains 19374 members Mstep: Class 3 contains 6121 members Mstep: Class 4 contains 1940 members Mstep: Class 5 contains 5592 members Mstep: Class 6 contains 3832 members Mstep: Class 7 contains 2546 members Mstep: Class 8 contains 1212 members Mstep: Class 9 contains 591 members Mstep: Class 10 contains 3810 members Mstep: Class 11 contains 18343 members Mstep: Class 12 contains 5405 members Mstep: Class 13 contains 857 members Mstep: Class 14 contains 315 members Mstep: Class 15 contains 4847 members Mstep: Class 16 contains 2460 members Mstep: Class 17 contains 4005 members Mstep: Class 18 contains 635 members Mstep: Class 19 contains 1812 members Mstep: Class 20 contains 9771 members Mstep: Class 21 contains 103155 members Mstep: Class 22 contains 13238 members Mstep: Class 23 contains 2065 members Mstep: Class 24 contains 2396 members Mstep: Class 25 contains 5331 members Mstep: Class 26 contains 7854 members Mstep: Class 27 contains 57805 members Entering Unmasked Estep Score: -17790456.000000 Penalty: 15540.754883 Splitting cluster 10 changes total score from -17787174.000000 to -17790456.000000 So it's getting split into cluster 27. Entering ConstructFrom: Trying to split cluster 11 (18343 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18343 members Entering Unmasked Estep Score: -1038759.625000 Penalty: 446.673645 Iteration 0F: 2 clusters Score -1038760 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9225 members Mstep: Class 2 contains 9118 members Entering Unmasked Estep Score: -1026512.437500 Penalty: 893.347290 Iteration 0F: 3 clusters Score -1026512 nChanged 8737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9648 members Mstep: Class 2 contains 8695 members Entering Unmasked Estep Score: -1032049.562500 Penalty: 893.347290 Iteration 1F: 3 clusters Score -1032050 nChanged 1180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9854 members Mstep: Class 2 contains 8489 members Entering Unmasked Estep Score: -1032752.687500 Penalty: 893.347290 Iteration 2F: 3 clusters Score -1032753 nChanged 1176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10062 members Mstep: Class 2 contains 8281 members Entering Unmasked Estep Score: -1033601.187500 Penalty: 893.347290 Iteration 3F: 3 clusters Score -1033601 nChanged 1199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10259 members Mstep: Class 2 contains 8084 members Entering Unmasked Estep Score: -1034507.875000 Penalty: 893.347290 Iteration 4F: 3 clusters Score -1034508 nChanged 1060 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10435 members Mstep: Class 2 contains 7908 members Entering Unmasked Estep Score: -1035237.000000 Penalty: 893.347290 Iteration 5F: 3 clusters Score -1035237 nChanged 849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10620 members Mstep: Class 2 contains 7723 members Entering Unmasked Estep Score: -1035721.937500 Penalty: 893.347290 Iteration 6Q: 3 clusters Score -1035722 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10779 members Mstep: Class 2 contains 7564 members Entering Unmasked Estep Score: -1036017.187500 Penalty: 893.347290 Iteration 7Q: 3 clusters Score -1036017 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10882 members Mstep: Class 2 contains 7461 members Entering Unmasked Estep Score: -1036204.250000 Penalty: 893.347290 Iteration 8Q: 3 clusters Score -1036204 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10962 members Mstep: Class 2 contains 7381 members Entering Unmasked Estep Score: -1036346.312500 Penalty: 893.347290 Iteration 9Q: 3 clusters Score -1036346 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11026 members Mstep: Class 2 contains 7317 members Entering Unmasked Estep Score: -1036449.500000 Penalty: 893.347290 Iteration 10Q: 3 clusters Score -1036450 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11063 members Mstep: Class 2 contains 7280 members Entering Unmasked Estep Score: -1036532.937500 Penalty: 893.347290 Iteration 11Q: 3 clusters Score -1036533 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11100 members Mstep: Class 2 contains 7243 members Entering Unmasked Estep Score: -1036628.000000 Penalty: 893.347290 Iteration 12Q: 3 clusters Score -1036628 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11118 members Mstep: Class 2 contains 7225 members Entering Unmasked Estep Score: -1036712.687500 Penalty: 893.347290 Iteration 13Q: 3 clusters Score -1036713 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11111 members Mstep: Class 2 contains 7232 members Entering Unmasked Estep Score: -1036804.375000 Penalty: 893.347290 Iteration 14Q: 3 clusters Score -1036804 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11104 members Mstep: Class 2 contains 7239 members Entering Unmasked Estep Score: -1036894.000000 Penalty: 893.347290 Iteration 15Q: 3 clusters Score -1036894 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11087 members Mstep: Class 2 contains 7256 members Entering Unmasked Estep Score: -1036980.812500 Penalty: 893.347290 Iteration 16Q: 3 clusters Score -1036981 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11074 members Mstep: Class 2 contains 7269 members Entering Unmasked Estep Score: -1037053.687500 Penalty: 893.347290 Iteration 17Q: 3 clusters Score -1037054 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11046 members Mstep: Class 2 contains 7297 members Entering Unmasked Estep Score: -1037121.187500 Penalty: 893.347290 Iteration 18Q: 3 clusters Score -1037121 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11039 members Mstep: Class 2 contains 7304 members Entering Unmasked Estep Score: -1037190.812500 Penalty: 893.347290 Iteration 19Q: 3 clusters Score -1037191 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11034 members Mstep: Class 2 contains 7309 members Entering Unmasked Estep Score: -1037256.937500 Penalty: 893.347290 Iteration 20F: 3 clusters Score -1037257 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11021 members Mstep: Class 2 contains 7322 members Entering Unmasked Estep Score: -1037331.562500 Penalty: 893.347290 Iteration 21Q: 3 clusters Score -1037332 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11001 members Mstep: Class 2 contains 7342 members Entering Unmasked Estep Score: -1037397.312500 Penalty: 893.347290 Iteration 22Q: 3 clusters Score -1037397 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10984 members Mstep: Class 2 contains 7359 members Entering Unmasked Estep Score: -1037458.125000 Penalty: 893.347290 Iteration 23Q: 3 clusters Score -1037458 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10973 members Mstep: Class 2 contains 7370 members Entering Unmasked Estep Score: -1037499.062500 Penalty: 893.347290 Iteration 24Q: 3 clusters Score -1037499 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10993 members Mstep: Class 2 contains 7350 members Entering Unmasked Estep Score: -1037525.375000 Penalty: 893.347290 Iteration 25Q: 3 clusters Score -1037525 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11013 members Mstep: Class 2 contains 7330 members Entering Unmasked Estep Score: -1037538.750000 Penalty: 893.347290 Iteration 26Q: 3 clusters Score -1037539 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11033 members Mstep: Class 2 contains 7310 members Entering Unmasked Estep Score: -1037552.937500 Penalty: 893.347290 Iteration 27Q: 3 clusters Score -1037553 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11057 members Mstep: Class 2 contains 7286 members Entering Unmasked Estep Score: -1037563.062500 Penalty: 893.347290 Iteration 28Q: 3 clusters Score -1037563 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11089 members Mstep: Class 2 contains 7254 members Entering Unmasked Estep Score: -1037564.875000 Penalty: 893.347290 Iteration 29Q: 3 clusters Score -1037565 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11122 members Mstep: Class 2 contains 7221 members Entering Unmasked Estep Score: -1037572.625000 Penalty: 893.347290 Iteration 30Q: 3 clusters Score -1037573 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11163 members Mstep: Class 2 contains 7180 members Entering Unmasked Estep Score: -1037577.312500 Penalty: 893.347290 Iteration 31Q: 3 clusters Score -1037577 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11206 members Mstep: Class 2 contains 7137 members Entering Unmasked Estep Score: -1037584.625000 Penalty: 893.347290 Iteration 32Q: 3 clusters Score -1037585 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11250 members Mstep: Class 2 contains 7093 members Entering Unmasked Estep Score: -1037591.062500 Penalty: 893.347290 Iteration 33Q: 3 clusters Score -1037591 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11312 members Mstep: Class 2 contains 7031 members Entering Unmasked Estep Score: -1037594.812500 Penalty: 893.347290 Iteration 34Q: 3 clusters Score -1037595 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11364 members Mstep: Class 2 contains 6979 members Entering Unmasked Estep Score: -1037599.562500 Penalty: 893.347290 Iteration 35Q: 3 clusters Score -1037600 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11427 members Mstep: Class 2 contains 6916 members Entering Unmasked Estep Score: -1037607.000000 Penalty: 893.347290 Iteration 36Q: 3 clusters Score -1037607 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11492 members Mstep: Class 2 contains 6851 members Entering Unmasked Estep Score: -1037612.937500 Penalty: 893.347290 Iteration 37Q: 3 clusters Score -1037613 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11560 members Mstep: Class 2 contains 6783 members Entering Unmasked Estep Score: -1037623.250000 Penalty: 893.347290 Iteration 38Q: 3 clusters Score -1037623 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11659 members Mstep: Class 2 contains 6684 members Entering Unmasked Estep Score: -1037637.750000 Penalty: 893.347290 Iteration 39Q: 3 clusters Score -1037638 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11772 members Mstep: Class 2 contains 6571 members Entering Unmasked Estep Score: -1037663.500000 Penalty: 893.347290 Iteration 40F: 3 clusters Score -1037664 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11899 members Mstep: Class 2 contains 6444 members Entering Unmasked Estep Score: -1037686.250000 Penalty: 893.347290 Iteration 41Q: 3 clusters Score -1037686 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12044 members Mstep: Class 2 contains 6299 members Entering Unmasked Estep Score: -1037715.937500 Penalty: 893.347290 Iteration 42Q: 3 clusters Score -1037716 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12177 members Mstep: Class 2 contains 6166 members Entering Unmasked Estep Score: -1037739.812500 Penalty: 893.347290 Iteration 43Q: 3 clusters Score -1037740 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12316 members Mstep: Class 2 contains 6027 members Entering Unmasked Estep Score: -1037764.937500 Penalty: 893.347290 Iteration 44Q: 3 clusters Score -1037765 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12462 members Mstep: Class 2 contains 5881 members Entering Unmasked Estep Score: -1037792.312500 Penalty: 893.347290 Iteration 45Q: 3 clusters Score -1037792 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12597 members Mstep: Class 2 contains 5746 members Entering Unmasked Estep Score: -1037820.187500 Penalty: 893.347290 Iteration 46Q: 3 clusters Score -1037820 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12730 members Mstep: Class 2 contains 5613 members Entering Unmasked Estep Score: -1037839.375000 Penalty: 893.347290 Iteration 47Q: 3 clusters Score -1037839 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12857 members Mstep: Class 2 contains 5486 members Entering Unmasked Estep Score: -1037862.062500 Penalty: 893.347290 Iteration 48Q: 3 clusters Score -1037862 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12991 members Mstep: Class 2 contains 5352 members Entering Unmasked Estep Score: -1037889.687500 Penalty: 893.347290 Iteration 49Q: 3 clusters Score -1037890 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13137 members Mstep: Class 2 contains 5206 members Entering Unmasked Estep Score: -1037916.500000 Penalty: 893.347290 Iteration 50Q: 3 clusters Score -1037916 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13288 members Mstep: Class 2 contains 5055 members Entering Unmasked Estep Score: -1037953.000000 Penalty: 893.347290 Iteration 51Q: 3 clusters Score -1037953 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13480 members Mstep: Class 2 contains 4863 members Entering Unmasked Estep Score: -1037998.375000 Penalty: 893.347290 Iteration 52Q: 3 clusters Score -1037998 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13675 members Mstep: Class 2 contains 4668 members Entering Unmasked Estep Score: -1038047.687500 Penalty: 893.347290 Iteration 53Q: 3 clusters Score -1038048 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13888 members Mstep: Class 2 contains 4455 members Entering Unmasked Estep Score: -1038102.250000 Penalty: 893.347290 Iteration 54Q: 3 clusters Score -1038102 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14095 members Mstep: Class 2 contains 4248 members Entering Unmasked Estep Score: -1038152.625000 Penalty: 893.347290 Iteration 55Q: 3 clusters Score -1038153 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14292 members Mstep: Class 2 contains 4051 members Entering Unmasked Estep Score: -1038204.937500 Penalty: 893.347290 Iteration 56Q: 3 clusters Score -1038205 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14489 members Mstep: Class 2 contains 3854 members Entering Unmasked Estep Score: -1038262.437500 Penalty: 893.347290 Iteration 57Q: 3 clusters Score -1038262 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14684 members Mstep: Class 2 contains 3659 members Entering Unmasked Estep Score: -1038325.562500 Penalty: 893.347290 Iteration 58Q: 3 clusters Score -1038326 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14873 members Mstep: Class 2 contains 3470 members Entering Unmasked Estep Score: -1038384.562500 Penalty: 893.347290 Iteration 59Q: 3 clusters Score -1038385 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15072 members Mstep: Class 2 contains 3271 members Entering Unmasked Estep Score: -1038445.937500 Penalty: 893.347290 Iteration 60F: 3 clusters Score -1038446 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15251 members Mstep: Class 2 contains 3092 members Entering Unmasked Estep Score: -1038501.187500 Penalty: 893.347290 Iteration 61Q: 3 clusters Score -1038501 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15432 members Mstep: Class 2 contains 2911 members Entering Unmasked Estep Score: -1038550.812500 Penalty: 893.347290 Iteration 62Q: 3 clusters Score -1038551 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15586 members Mstep: Class 2 contains 2757 members Entering Unmasked Estep Score: -1038586.500000 Penalty: 893.347290 Iteration 63Q: 3 clusters Score -1038586 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15722 members Mstep: Class 2 contains 2621 members Entering Unmasked Estep Score: -1038625.312500 Penalty: 893.347290 Iteration 64Q: 3 clusters Score -1038625 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15850 members Mstep: Class 2 contains 2493 members Entering Unmasked Estep Score: -1038656.250000 Penalty: 893.347290 Iteration 65Q: 3 clusters Score -1038656 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15953 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -1038682.250000 Penalty: 893.347290 Iteration 66Q: 3 clusters Score -1038682 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16035 members Mstep: Class 2 contains 2308 members Entering Unmasked Estep Score: -1038704.812500 Penalty: 893.347290 Iteration 67Q: 3 clusters Score -1038705 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16115 members Mstep: Class 2 contains 2228 members Entering Unmasked Estep Score: -1038725.062500 Penalty: 893.347290 Iteration 68Q: 3 clusters Score -1038725 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16179 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -1038738.062500 Penalty: 893.347290 Iteration 69Q: 3 clusters Score -1038738 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16239 members Mstep: Class 2 contains 2104 members Entering Unmasked Estep Score: -1038749.500000 Penalty: 893.347290 Iteration 70Q: 3 clusters Score -1038750 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16297 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -1038763.937500 Penalty: 893.347290 Iteration 71Q: 3 clusters Score -1038764 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16351 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -1038774.812500 Penalty: 893.347290 Iteration 72Q: 3 clusters Score -1038775 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16401 members Mstep: Class 2 contains 1942 members Entering Unmasked Estep Score: -1038783.937500 Penalty: 893.347290 Iteration 73Q: 3 clusters Score -1038784 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16435 members Mstep: Class 2 contains 1908 members Entering Unmasked Estep Score: -1038791.562500 Penalty: 893.347290 Iteration 74Q: 3 clusters Score -1038792 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16463 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -1038797.375000 Penalty: 893.347290 Iteration 75Q: 3 clusters Score -1038797 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16500 members Mstep: Class 2 contains 1843 members Entering Unmasked Estep Score: -1038802.000000 Penalty: 893.347290 Iteration 76Q: 3 clusters Score -1038802 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16526 members Mstep: Class 2 contains 1817 members Entering Unmasked Estep Score: -1038802.125000 Penalty: 893.347290 Iteration 77Q: 3 clusters Score -1038802 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16545 members Mstep: Class 2 contains 1798 members Entering Unmasked Estep Score: -1038805.875000 Penalty: 893.347290 Iteration 78Q: 3 clusters Score -1038806 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16562 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -1038806.437500 Penalty: 893.347290 Iteration 79Q: 3 clusters Score -1038806 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16582 members Mstep: Class 2 contains 1761 members Entering Unmasked Estep Score: -1038806.250000 Penalty: 893.347290 Iteration 80F: 3 clusters Score -1038806 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16606 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -1038809.000000 Penalty: 893.347290 Iteration 81Q: 3 clusters Score -1038809 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16629 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -1038811.437500 Penalty: 893.347290 Iteration 82Q: 3 clusters Score -1038811 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16644 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -1038812.625000 Penalty: 893.347290 Iteration 83Q: 3 clusters Score -1038813 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16656 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -1038815.125000 Penalty: 893.347290 Iteration 84Q: 3 clusters Score -1038815 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16667 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -1038816.000000 Penalty: 893.347290 Iteration 85Q: 3 clusters Score -1038816 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16675 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -1038817.812500 Penalty: 893.347290 Iteration 86Q: 3 clusters Score -1038818 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16686 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -1038820.312500 Penalty: 893.347290 Iteration 87Q: 3 clusters Score -1038820 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16692 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -1038820.562500 Penalty: 893.347290 Iteration 88Q: 3 clusters Score -1038821 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16698 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -1038821.500000 Penalty: 893.347290 Iteration 89Q: 3 clusters Score -1038822 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16699 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -1038820.687500 Penalty: 893.347290 Iteration 90Q: 3 clusters Score -1038821 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16699 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -1038820.687500 Penalty: 893.347290 Iteration 91F: 3 clusters Score -1038821 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 26454 members Mstep: Class 2 contains 19374 members Mstep: Class 3 contains 6121 members Mstep: Class 4 contains 1940 members Mstep: Class 5 contains 5592 members Mstep: Class 6 contains 3832 members Mstep: Class 7 contains 2546 members Mstep: Class 8 contains 1212 members Mstep: Class 9 contains 591 members Mstep: Class 10 contains 3810 members Mstep: Class 11 contains 16699 members Mstep: Class 12 contains 5405 members Mstep: Class 13 contains 857 members Mstep: Class 14 contains 315 members Mstep: Class 15 contains 4847 members Mstep: Class 16 contains 2460 members Mstep: Class 17 contains 4005 members Mstep: Class 18 contains 635 members Mstep: Class 19 contains 1812 members Mstep: Class 20 contains 9771 members Mstep: Class 21 contains 103155 members Mstep: Class 22 contains 13238 members Mstep: Class 23 contains 2065 members Mstep: Class 24 contains 2396 members Mstep: Class 25 contains 5331 members Mstep: Class 26 contains 7854 members Mstep: Class 27 contains 57805 members Mstep: Class 28 contains 1644 members Entering Unmasked Estep Score: -17790400.000000 Penalty: 16116.338867 Splitting cluster 11 changes total score from -17787174.000000 to -17790400.000000 So it's getting split into cluster 28. Entering ConstructFrom: Trying to split cluster 12 (5405 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5405 members Entering Unmasked Estep Score: -314612.875000 Penalty: 391.076111 Iteration 0F: 2 clusters Score -314612.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2709 members Mstep: Class 2 contains 2696 members Entering Unmasked Estep Score: -310963.875000 Penalty: 782.152222 Iteration 0F: 3 clusters Score -310963.9 nChanged 2465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2870 members Mstep: Class 2 contains 2535 members Entering Unmasked Estep Score: -312455.531250 Penalty: 782.152222 Iteration 1F: 3 clusters Score -312455.5 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2978 members Mstep: Class 2 contains 2427 members Entering Unmasked Estep Score: -312820.843750 Penalty: 782.152222 Iteration 2F: 3 clusters Score -312820.8 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3096 members Mstep: Class 2 contains 2309 members Entering Unmasked Estep Score: -313123.312500 Penalty: 782.152222 Iteration 3F: 3 clusters Score -313123.3 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3227 members Mstep: Class 2 contains 2178 members Entering Unmasked Estep Score: -313401.843750 Penalty: 782.152222 Iteration 4F: 3 clusters Score -313401.8 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3308 members Mstep: Class 2 contains 2097 members Entering Unmasked Estep Score: -313597.625000 Penalty: 782.152222 Iteration 5F: 3 clusters Score -313597.6 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3357 members Mstep: Class 2 contains 2048 members Entering Unmasked Estep Score: -313715.437500 Penalty: 782.152222 Iteration 6Q: 3 clusters Score -313715.4 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3377 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -313782.031250 Penalty: 782.152222 Iteration 7Q: 3 clusters Score -313782 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3389 members Mstep: Class 2 contains 2016 members Entering Unmasked Estep Score: -313811.875000 Penalty: 782.152222 Iteration 8Q: 3 clusters Score -313811.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3402 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -313832.343750 Penalty: 782.152222 Iteration 9Q: 3 clusters Score -313832.3 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3416 members Mstep: Class 2 contains 1989 members Entering Unmasked Estep Score: -313846.343750 Penalty: 782.152222 Iteration 10Q: 3 clusters Score -313846.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3421 members Mstep: Class 2 contains 1984 members Entering Unmasked Estep Score: -313860.000000 Penalty: 782.152222 Iteration 11Q: 3 clusters Score -313860 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3431 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -313875.500000 Penalty: 782.152222 Iteration 12Q: 3 clusters Score -313875.5 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3451 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -313893.687500 Penalty: 782.152222 Iteration 13Q: 3 clusters Score -313893.7 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3471 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -313914.062500 Penalty: 782.152222 Iteration 14Q: 3 clusters Score -313914.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3479 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -313930.468750 Penalty: 782.152222 Iteration 15Q: 3 clusters Score -313930.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3489 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -313945.718750 Penalty: 782.152222 Iteration 16Q: 3 clusters Score -313945.7 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3502 members Mstep: Class 2 contains 1903 members Entering Unmasked Estep Score: -313963.437500 Penalty: 782.152222 Iteration 17Q: 3 clusters Score -313963.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3507 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -313980.156250 Penalty: 782.152222 Iteration 18Q: 3 clusters Score -313980.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3527 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -313998.062500 Penalty: 782.152222 Iteration 19Q: 3 clusters Score -313998.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3545 members Mstep: Class 2 contains 1860 members Entering Unmasked Estep Score: -314012.750000 Penalty: 782.152222 Iteration 20F: 3 clusters Score -314012.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3558 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -314022.687500 Penalty: 782.152222 Iteration 21Q: 3 clusters Score -314022.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3563 members Mstep: Class 2 contains 1842 members Entering Unmasked Estep Score: -314025.968750 Penalty: 782.152222 Iteration 22Q: 3 clusters Score -314026 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3571 members Mstep: Class 2 contains 1834 members Entering Unmasked Estep Score: -314029.906250 Penalty: 782.152222 Iteration 23Q: 3 clusters Score -314029.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3591 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -314037.531250 Penalty: 782.152222 Iteration 24Q: 3 clusters Score -314037.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3616 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -314047.062500 Penalty: 782.152222 Iteration 25Q: 3 clusters Score -314047.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3638 members Mstep: Class 2 contains 1767 members Entering Unmasked Estep Score: -314057.687500 Penalty: 782.152222 Iteration 26Q: 3 clusters Score -314057.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3672 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -314073.125000 Penalty: 782.152222 Iteration 27Q: 3 clusters Score -314073.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3707 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -314085.406250 Penalty: 782.152222 Iteration 28Q: 3 clusters Score -314085.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3740 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -314094.750000 Penalty: 782.152222 Iteration 29Q: 3 clusters Score -314094.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3757 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -314098.875000 Penalty: 782.152222 Iteration 30Q: 3 clusters Score -314098.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3784 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -314106.593750 Penalty: 782.152222 Iteration 31Q: 3 clusters Score -314106.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3814 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -314113.187500 Penalty: 782.152222 Iteration 32Q: 3 clusters Score -314113.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3845 members Mstep: Class 2 contains 1560 members Entering Unmasked Estep Score: -314119.062500 Penalty: 782.152222 Iteration 33Q: 3 clusters Score -314119.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3883 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -314128.718750 Penalty: 782.152222 Iteration 34Q: 3 clusters Score -314128.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3931 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -314143.187500 Penalty: 782.152222 Iteration 35Q: 3 clusters Score -314143.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3978 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -314156.562500 Penalty: 782.152222 Iteration 36Q: 3 clusters Score -314156.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4036 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -314176.125000 Penalty: 782.152222 Iteration 37Q: 3 clusters Score -314176.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4101 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -314196.906250 Penalty: 782.152222 Iteration 38Q: 3 clusters Score -314196.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4157 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -314215.218750 Penalty: 782.152222 Iteration 39Q: 3 clusters Score -314215.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4198 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -314227.750000 Penalty: 782.152222 Iteration 40F: 3 clusters Score -314227.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4250 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -314247.062500 Penalty: 782.152222 Iteration 41Q: 3 clusters Score -314247.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4303 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -314262.437500 Penalty: 782.152222 Iteration 42Q: 3 clusters Score -314262.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4348 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -314274.093750 Penalty: 782.152222 Iteration 43Q: 3 clusters Score -314274.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4386 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -314282.875000 Penalty: 782.152222 Iteration 44Q: 3 clusters Score -314282.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4418 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -314290.906250 Penalty: 782.152222 Iteration 45Q: 3 clusters Score -314290.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4443 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -314295.437500 Penalty: 782.152222 Iteration 46Q: 3 clusters Score -314295.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4471 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -314301.062500 Penalty: 782.152222 Iteration 47Q: 3 clusters Score -314301.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4495 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -314305.812500 Penalty: 782.152222 Iteration 48Q: 3 clusters Score -314305.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4510 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -314308.656250 Penalty: 782.152222 Iteration 49Q: 3 clusters Score -314308.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4527 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -314312.031250 Penalty: 782.152222 Iteration 50Q: 3 clusters Score -314312 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4535 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -314312.406250 Penalty: 782.152222 Iteration 51Q: 3 clusters Score -314312.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4542 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -314313.968750 Penalty: 782.152222 Iteration 52Q: 3 clusters Score -314314 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4551 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -314315.531250 Penalty: 782.152222 Iteration 53Q: 3 clusters Score -314315.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4562 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -314317.093750 Penalty: 782.152222 Iteration 54Q: 3 clusters Score -314317.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4571 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -314319.062500 Penalty: 782.152222 Iteration 55Q: 3 clusters Score -314319.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4582 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -314321.187500 Penalty: 782.152222 Iteration 56Q: 3 clusters Score -314321.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4593 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -314323.593750 Penalty: 782.152222 Iteration 57Q: 3 clusters Score -314323.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4603 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -314325.468750 Penalty: 782.152222 Iteration 58Q: 3 clusters Score -314325.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4611 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -314326.656250 Penalty: 782.152222 Iteration 59Q: 3 clusters Score -314326.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4622 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -314327.906250 Penalty: 782.152222 Iteration 60F: 3 clusters Score -314327.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4633 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -314330.000000 Penalty: 782.152222 Iteration 61Q: 3 clusters Score -314330 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4645 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -314333.343750 Penalty: 782.152222 Iteration 62Q: 3 clusters Score -314333.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4664 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -314340.187500 Penalty: 782.152222 Iteration 63Q: 3 clusters Score -314340.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4690 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -314348.187500 Penalty: 782.152222 Iteration 64Q: 3 clusters Score -314348.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4711 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -314354.031250 Penalty: 782.152222 Iteration 65Q: 3 clusters Score -314354 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4733 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -314363.843750 Penalty: 782.152222 Iteration 66Q: 3 clusters Score -314363.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4759 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -314372.093750 Penalty: 782.152222 Iteration 67Q: 3 clusters Score -314372.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4774 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -314376.093750 Penalty: 782.152222 Iteration 68Q: 3 clusters Score -314376.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4786 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -314379.281250 Penalty: 782.152222 Iteration 69Q: 3 clusters Score -314379.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4797 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -314384.375000 Penalty: 782.152222 Iteration 70Q: 3 clusters Score -314384.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4810 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -314388.937500 Penalty: 782.152222 Iteration 71Q: 3 clusters Score -314388.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4825 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -314392.062500 Penalty: 782.152222 Iteration 72Q: 3 clusters Score -314392.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4840 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -314395.875000 Penalty: 782.152222 Iteration 73Q: 3 clusters Score -314395.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4852 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -314398.781250 Penalty: 782.152222 Iteration 74Q: 3 clusters Score -314398.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4859 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -314401.125000 Penalty: 782.152222 Iteration 75Q: 3 clusters Score -314401.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4863 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -314401.875000 Penalty: 782.152222 Iteration 76Q: 3 clusters Score -314401.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4864 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -314402.187500 Penalty: 782.152222 Iteration 77Q: 3 clusters Score -314402.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4866 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -314402.375000 Penalty: 782.152222 Iteration 78Q: 3 clusters Score -314402.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4868 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -314402.718750 Penalty: 782.152222 Iteration 79Q: 3 clusters Score -314402.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4868 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -314402.718750 Penalty: 782.152222 Iteration 80F: 3 clusters Score -314402.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (857 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Entering Unmasked Estep Score: -31485.123047 Penalty: 307.281433 Iteration 0F: 2 clusters Score -31485.12 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -30825.142578 Penalty: 614.562866 Iteration 0F: 3 clusters Score -30825.14 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -31196.529297 Penalty: 614.562866 Iteration 1F: 3 clusters Score -31196.53 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -31280.824219 Penalty: 614.562866 Iteration 2F: 3 clusters Score -31280.82 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -31327.072266 Penalty: 614.562866 Iteration 3F: 3 clusters Score -31327.07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -31353.144531 Penalty: 614.562866 Iteration 4Q: 3 clusters Score -31353.14 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -31372.060547 Penalty: 614.562866 Iteration 5Q: 3 clusters Score -31372.06 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -31381.988281 Penalty: 614.562866 Iteration 6Q: 3 clusters Score -31381.99 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -31392.013672 Penalty: 614.562866 Iteration 7Q: 3 clusters Score -31392.01 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -31399.130859 Penalty: 614.562866 Iteration 8Q: 3 clusters Score -31399.13 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -31405.119141 Penalty: 614.562866 Iteration 9Q: 3 clusters Score -31405.12 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -31407.685547 Penalty: 614.562866 Iteration 10Q: 3 clusters Score -31407.69 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -31410.730469 Penalty: 614.562866 Iteration 11Q: 3 clusters Score -31410.73 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -31414.531250 Penalty: 614.562866 Iteration 12Q: 3 clusters Score -31414.53 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -31417.658203 Penalty: 614.562866 Iteration 13Q: 3 clusters Score -31417.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -31418.402344 Penalty: 614.562866 Iteration 14Q: 3 clusters Score -31418.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -31419.964844 Penalty: 614.562866 Iteration 15Q: 3 clusters Score -31419.96 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -31421.132812 Penalty: 614.562866 Iteration 16Q: 3 clusters Score -31421.13 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -31421.298828 Penalty: 614.562866 Iteration 17Q: 3 clusters Score -31421.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -31421.298828 Penalty: 614.562866 Iteration 18F: 3 clusters Score -31421.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (315 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Entering Unmasked Estep Score: -8380.240234 Penalty: 261.742065 Iteration 0F: 2 clusters Score -8380.24 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 157 members Entering Unmasked Estep Score: -8100.823242 Penalty: 523.484131 Iteration 0F: 3 clusters Score -8100.823 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -8489.024414 Penalty: 523.484131 Iteration 1F: 3 clusters Score -8489.024 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -8637.211914 Penalty: 523.484131 Iteration 2F: 3 clusters Score -8637.212 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -8704.342773 Penalty: 523.484131 Iteration 3Q: 3 clusters Score -8704.343 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -8749.004883 Penalty: 523.484131 Iteration 4Q: 3 clusters Score -8749.005 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -8816.744141 Penalty: 523.484131 Iteration 5Q: 3 clusters Score -8816.744 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -8830.463867 Penalty: 523.484131 Iteration 6Q: 3 clusters Score -8830.464 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -8834.264648 Penalty: 523.484131 Iteration 7Q: 3 clusters Score -8834.265 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -8838.470703 Penalty: 523.484131 Iteration 8Q: 3 clusters Score -8838.471 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -8839.273438 Penalty: 523.484131 Iteration 9F: 3 clusters Score -8839.273 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -8844.113281 Penalty: 523.484131 Iteration 10Q: 3 clusters Score -8844.113 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -8851.339844 Penalty: 523.484131 Iteration 11Q: 3 clusters Score -8851.34 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -8852.678711 Penalty: 523.484131 Iteration 12Q: 3 clusters Score -8852.679 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -8852.678711 Penalty: 523.484131 Iteration 13F: 3 clusters Score -8852.679 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 26454 members Mstep: Class 2 contains 19374 members Mstep: Class 3 contains 6121 members Mstep: Class 4 contains 1940 members Mstep: Class 5 contains 5592 members Mstep: Class 6 contains 3832 members Mstep: Class 7 contains 2546 members Mstep: Class 8 contains 1212 members Mstep: Class 9 contains 591 members Mstep: Class 10 contains 3810 members Mstep: Class 11 contains 16699 members Mstep: Class 12 contains 5405 members Mstep: Class 13 contains 857 members Mstep: Class 14 contains 129 members Mstep: Class 15 contains 4847 members Mstep: Class 16 contains 2460 members Mstep: Class 17 contains 4005 members Mstep: Class 18 contains 635 members Mstep: Class 19 contains 1812 members Mstep: Class 20 contains 9771 members Mstep: Class 21 contains 103155 members Mstep: Class 22 contains 13238 members Mstep: Class 23 contains 2065 members Mstep: Class 24 contains 2396 members Mstep: Class 25 contains 5331 members Mstep: Class 26 contains 7854 members Mstep: Class 27 contains 57805 members Mstep: Class 28 contains 1644 members Mstep: Class 29 contains 186 members Entering Unmasked Estep Score: -17790570.000000 Penalty: 16691.921875 Splitting cluster 14 changes total score from -17787174.000000 to -17790570.000000 So it's getting split into cluster 29. Entering ConstructFrom: Trying to split cluster 15 (4847 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4847 members Entering Unmasked Estep Score: -269817.187500 Penalty: 386.118256 Iteration 0F: 2 clusters Score -269817.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2403 members Mstep: Class 2 contains 2444 members Entering Unmasked Estep Score: -266517.875000 Penalty: 772.236511 Iteration 0F: 3 clusters Score -266517.9 nChanged 2178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2069 members Mstep: Class 2 contains 2778 members Entering Unmasked Estep Score: -267929.937500 Penalty: 772.236511 Iteration 1F: 3 clusters Score -267929.9 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 3041 members Entering Unmasked Estep Score: -268299.593750 Penalty: 772.236511 Iteration 2F: 3 clusters Score -268299.6 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 3223 members Entering Unmasked Estep Score: -268647.437500 Penalty: 772.236511 Iteration 3F: 3 clusters Score -268647.4 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 3336 members Entering Unmasked Estep Score: -268990.406250 Penalty: 772.236511 Iteration 4F: 3 clusters Score -268990.4 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 3402 members Entering Unmasked Estep Score: -269213.031250 Penalty: 772.236511 Iteration 5F: 3 clusters Score -269213 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 3426 members Entering Unmasked Estep Score: -269337.843750 Penalty: 772.236511 Iteration 6Q: 3 clusters Score -269337.8 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 3441 members Entering Unmasked Estep Score: -269428.343750 Penalty: 772.236511 Iteration 7Q: 3 clusters Score -269428.3 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 3455 members Entering Unmasked Estep Score: -269493.375000 Penalty: 772.236511 Iteration 8Q: 3 clusters Score -269493.4 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 3465 members Entering Unmasked Estep Score: -269532.187500 Penalty: 772.236511 Iteration 9Q: 3 clusters Score -269532.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 3479 members Entering Unmasked Estep Score: -269549.406250 Penalty: 772.236511 Iteration 10Q: 3 clusters Score -269549.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 3503 members Entering Unmasked Estep Score: -269564.593750 Penalty: 772.236511 Iteration 11Q: 3 clusters Score -269564.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 3524 members Entering Unmasked Estep Score: -269574.781250 Penalty: 772.236511 Iteration 12Q: 3 clusters Score -269574.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 3541 members Entering Unmasked Estep Score: -269579.125000 Penalty: 772.236511 Iteration 13Q: 3 clusters Score -269579.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 3553 members Entering Unmasked Estep Score: -269582.718750 Penalty: 772.236511 Iteration 14Q: 3 clusters Score -269582.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 3568 members Entering Unmasked Estep Score: -269588.625000 Penalty: 772.236511 Iteration 15Q: 3 clusters Score -269588.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 3581 members Entering Unmasked Estep Score: -269593.781250 Penalty: 772.236511 Iteration 16Q: 3 clusters Score -269593.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 3594 members Entering Unmasked Estep Score: -269597.093750 Penalty: 772.236511 Iteration 17Q: 3 clusters Score -269597.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 3604 members Entering Unmasked Estep Score: -269599.062500 Penalty: 772.236511 Iteration 18Q: 3 clusters Score -269599.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 3612 members Entering Unmasked Estep Score: -269600.031250 Penalty: 772.236511 Iteration 19Q: 3 clusters Score -269600 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 3613 members Entering Unmasked Estep Score: -269601.156250 Penalty: 772.236511 Iteration 20F: 3 clusters Score -269601.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 3611 members Entering Unmasked Estep Score: -269602.156250 Penalty: 772.236511 Iteration 21Q: 3 clusters Score -269602.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 3614 members Entering Unmasked Estep Score: -269603.531250 Penalty: 772.236511 Iteration 22Q: 3 clusters Score -269603.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 3619 members Entering Unmasked Estep Score: -269603.937500 Penalty: 772.236511 Iteration 23Q: 3 clusters Score -269603.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 3623 members Entering Unmasked Estep Score: -269605.312500 Penalty: 772.236511 Iteration 24Q: 3 clusters Score -269605.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 3631 members Entering Unmasked Estep Score: -269609.125000 Penalty: 772.236511 Iteration 25Q: 3 clusters Score -269609.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 3641 members Entering Unmasked Estep Score: -269611.125000 Penalty: 772.236511 Iteration 26Q: 3 clusters Score -269611.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 3648 members Entering Unmasked Estep Score: -269612.812500 Penalty: 772.236511 Iteration 27Q: 3 clusters Score -269612.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 3649 members Entering Unmasked Estep Score: -269613.343750 Penalty: 772.236511 Iteration 28Q: 3 clusters Score -269613.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 3649 members Entering Unmasked Estep Score: -269613.750000 Penalty: 772.236511 Iteration 29Q: 3 clusters Score -269613.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 3648 members Entering Unmasked Estep Score: -269613.687500 Penalty: 772.236511 Iteration 30Q: 3 clusters Score -269613.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 3647 members Entering Unmasked Estep Score: -269614.156250 Penalty: 772.236511 Iteration 31Q: 3 clusters Score -269614.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 3646 members Entering Unmasked Estep Score: -269614.375000 Penalty: 772.236511 Iteration 32Q: 3 clusters Score -269614.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 3649 members Entering Unmasked Estep Score: -269614.375000 Penalty: 772.236511 Iteration 33Q: 3 clusters Score -269614.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 3651 members Entering Unmasked Estep Score: -269614.281250 Penalty: 772.236511 Iteration 34Q: 3 clusters Score -269614.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 3652 members Entering Unmasked Estep Score: -269614.500000 Penalty: 772.236511 Iteration 35Q: 3 clusters Score -269614.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 3653 members Entering Unmasked Estep Score: -269615.031250 Penalty: 772.236511 Iteration 36Q: 3 clusters Score -269615 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 3655 members Entering Unmasked Estep Score: -269614.781250 Penalty: 772.236511 Iteration 37Q: 3 clusters Score -269614.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 3657 members Entering Unmasked Estep Score: -269614.687500 Penalty: 772.236511 Iteration 38Q: 3 clusters Score -269614.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 3658 members Entering Unmasked Estep Score: -269614.875000 Penalty: 772.236511 Iteration 39Q: 3 clusters Score -269614.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 3658 members Entering Unmasked Estep Score: -269614.875000 Penalty: 772.236511 Iteration 40F: 3 clusters Score -269614.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (2460 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2460 members Entering Unmasked Estep Score: -141952.953125 Penalty: 355.260193 Iteration 0F: 2 clusters Score -141953 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -140188.031250 Penalty: 710.520386 Iteration 0F: 3 clusters Score -140188 nChanged 1063 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -140822.171875 Penalty: 710.520386 Iteration 1F: 3 clusters Score -140822.2 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -140942.968750 Penalty: 710.520386 Iteration 2F: 3 clusters Score -140943 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -141098.484375 Penalty: 710.520386 Iteration 3F: 3 clusters Score -141098.5 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -141365.140625 Penalty: 710.520386 Iteration 4F: 3 clusters Score -141365.1 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -141693.625000 Penalty: 710.520386 Iteration 5F: 3 clusters Score -141693.6 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 1953 members Entering Unmasked Estep Score: -141966.828125 Penalty: 710.520386 Iteration 6F: 3 clusters Score -141966.8 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -142089.562500 Penalty: 710.520386 Iteration 7Q: 3 clusters Score -142089.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 2022 members Entering Unmasked Estep Score: -142130.281250 Penalty: 710.520386 Iteration 8Q: 3 clusters Score -142130.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -142150.250000 Penalty: 710.520386 Iteration 9Q: 3 clusters Score -142150.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -142161.562500 Penalty: 710.520386 Iteration 10Q: 3 clusters Score -142161.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -142168.437500 Penalty: 710.520386 Iteration 11Q: 3 clusters Score -142168.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -142171.515625 Penalty: 710.520386 Iteration 12Q: 3 clusters Score -142171.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 2006 members Entering Unmasked Estep Score: -142174.203125 Penalty: 710.520386 Iteration 13Q: 3 clusters Score -142174.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 2002 members Entering Unmasked Estep Score: -142175.921875 Penalty: 710.520386 Iteration 14Q: 3 clusters Score -142175.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 2002 members Entering Unmasked Estep Score: -142177.281250 Penalty: 710.520386 Iteration 15Q: 3 clusters Score -142177.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -142178.546875 Penalty: 710.520386 Iteration 16Q: 3 clusters Score -142178.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 1998 members Entering Unmasked Estep Score: -142180.218750 Penalty: 710.520386 Iteration 17Q: 3 clusters Score -142180.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -142180.687500 Penalty: 710.520386 Iteration 18Q: 3 clusters Score -142180.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -142181.078125 Penalty: 710.520386 Iteration 19Q: 3 clusters Score -142181.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -142181.078125 Penalty: 710.520386 Iteration 20F: 3 clusters Score -142181.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 26454 members Mstep: Class 2 contains 19374 members Mstep: Class 3 contains 6121 members Mstep: Class 4 contains 1940 members Mstep: Class 5 contains 5592 members Mstep: Class 6 contains 3832 members Mstep: Class 7 contains 2546 members Mstep: Class 8 contains 1212 members Mstep: Class 9 contains 591 members Mstep: Class 10 contains 3810 members Mstep: Class 11 contains 16699 members Mstep: Class 12 contains 5405 members Mstep: Class 13 contains 857 members Mstep: Class 14 contains 129 members Mstep: Class 15 contains 4847 members Mstep: Class 16 contains 468 members Mstep: Class 17 contains 4005 members Mstep: Class 18 contains 635 members Mstep: Class 19 contains 1812 members Mstep: Class 20 contains 9771 members Mstep: Class 21 contains 103155 members Mstep: Class 22 contains 13238 members Mstep: Class 23 contains 2065 members Mstep: Class 24 contains 2396 members Mstep: Class 25 contains 5331 members Mstep: Class 26 contains 7854 members Mstep: Class 27 contains 57805 members Mstep: Class 28 contains 1644 members Mstep: Class 29 contains 186 members Mstep: Class 30 contains 1992 members Entering Unmasked Estep Score: -17790558.000000 Penalty: 17267.505859 Splitting cluster 16 changes total score from -17787174.000000 to -17790558.000000 So it's getting split into cluster 30. Entering ConstructFrom: Trying to split cluster 17 (4005 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4005 members Entering Unmasked Estep Score: -184527.968750 Penalty: 377.436096 Iteration 0F: 2 clusters Score -184528 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2027 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -181799.609375 Penalty: 754.872192 Iteration 0F: 3 clusters Score -181799.6 nChanged 1781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1996 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -182862.546875 Penalty: 754.872192 Iteration 1F: 3 clusters Score -182862.5 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 2086 members Entering Unmasked Estep Score: -183073.312500 Penalty: 754.872192 Iteration 2F: 3 clusters Score -183073.3 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 2173 members Entering Unmasked Estep Score: -183250.953125 Penalty: 754.872192 Iteration 3F: 3 clusters Score -183251 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 2234 members Entering Unmasked Estep Score: -183404.890625 Penalty: 754.872192 Iteration 4F: 3 clusters Score -183404.9 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 2270 members Entering Unmasked Estep Score: -183508.265625 Penalty: 754.872192 Iteration 5Q: 3 clusters Score -183508.3 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 2291 members Entering Unmasked Estep Score: -183572.125000 Penalty: 754.872192 Iteration 6Q: 3 clusters Score -183572.1 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -183619.312500 Penalty: 754.872192 Iteration 7Q: 3 clusters Score -183619.3 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 2340 members Entering Unmasked Estep Score: -183670.421875 Penalty: 754.872192 Iteration 8Q: 3 clusters Score -183670.4 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 2362 members Entering Unmasked Estep Score: -183721.234375 Penalty: 754.872192 Iteration 9Q: 3 clusters Score -183721.2 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 2380 members Entering Unmasked Estep Score: -183761.453125 Penalty: 754.872192 Iteration 10Q: 3 clusters Score -183761.5 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 2391 members Entering Unmasked Estep Score: -183796.390625 Penalty: 754.872192 Iteration 11Q: 3 clusters Score -183796.4 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 2401 members Entering Unmasked Estep Score: -183828.078125 Penalty: 754.872192 Iteration 12Q: 3 clusters Score -183828.1 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 2406 members Entering Unmasked Estep Score: -183851.281250 Penalty: 754.872192 Iteration 13Q: 3 clusters Score -183851.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 2413 members Entering Unmasked Estep Score: -183872.453125 Penalty: 754.872192 Iteration 14Q: 3 clusters Score -183872.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 2409 members Entering Unmasked Estep Score: -183891.140625 Penalty: 754.872192 Iteration 15Q: 3 clusters Score -183891.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 2413 members Entering Unmasked Estep Score: -183924.125000 Penalty: 754.872192 Iteration 16Q: 3 clusters Score -183924.1 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 2409 members Entering Unmasked Estep Score: -183967.328125 Penalty: 754.872192 Iteration 17Q: 3 clusters Score -183967.3 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 2395 members Entering Unmasked Estep Score: -184018.875000 Penalty: 754.872192 Iteration 18Q: 3 clusters Score -184018.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 2387 members Entering Unmasked Estep Score: -184065.406250 Penalty: 754.872192 Iteration 19Q: 3 clusters Score -184065.4 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -184108.812500 Penalty: 754.872192 Iteration 20F: 3 clusters Score -184108.8 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 2392 members Entering Unmasked Estep Score: -184142.984375 Penalty: 754.872192 Iteration 21Q: 3 clusters Score -184143 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -184168.187500 Penalty: 754.872192 Iteration 22Q: 3 clusters Score -184168.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 2431 members Entering Unmasked Estep Score: -184203.078125 Penalty: 754.872192 Iteration 23Q: 3 clusters Score -184203.1 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 2473 members Entering Unmasked Estep Score: -184260.687500 Penalty: 754.872192 Iteration 24Q: 3 clusters Score -184260.7 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 2518 members Entering Unmasked Estep Score: -184330.562500 Penalty: 754.872192 Iteration 25Q: 3 clusters Score -184330.6 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 2559 members Entering Unmasked Estep Score: -184412.718750 Penalty: 754.872192 Iteration 26Q: 3 clusters Score -184412.7 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 2583 members Entering Unmasked Estep Score: -184480.093750 Penalty: 754.872192 Iteration 27Q: 3 clusters Score -184480.1 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 2583 members Entering Unmasked Estep Score: -184540.453125 Penalty: 754.872192 Iteration 28Q: 3 clusters Score -184540.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 2569 members Entering Unmasked Estep Score: -184574.718750 Penalty: 754.872192 Iteration 29Q: 3 clusters Score -184574.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 2542 members Entering Unmasked Estep Score: -184592.187500 Penalty: 754.872192 Iteration 30Q: 3 clusters Score -184592.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 2534 members Entering Unmasked Estep Score: -184596.953125 Penalty: 754.872192 Iteration 31Q: 3 clusters Score -184597 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 2527 members Entering Unmasked Estep Score: -184598.484375 Penalty: 754.872192 Iteration 32Q: 3 clusters Score -184598.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 2525 members Entering Unmasked Estep Score: -184599.453125 Penalty: 754.872192 Iteration 33Q: 3 clusters Score -184599.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 2526 members Entering Unmasked Estep Score: -184600.187500 Penalty: 754.872192 Iteration 34Q: 3 clusters Score -184600.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 2526 members Entering Unmasked Estep Score: -184600.406250 Penalty: 754.872192 Iteration 35Q: 3 clusters Score -184600.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 2525 members Entering Unmasked Estep Score: -184600.234375 Penalty: 754.872192 Iteration 36Q: 3 clusters Score -184600.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 2525 members Entering Unmasked Estep Score: -184600.234375 Penalty: 754.872192 Iteration 37F: 3 clusters Score -184600.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 26454 members Mstep: Class 2 contains 19374 members Mstep: Class 3 contains 6121 members Mstep: Class 4 contains 1940 members Mstep: Class 5 contains 5592 members Mstep: Class 6 contains 3832 members Mstep: Class 7 contains 2546 members Mstep: Class 8 contains 1212 members Mstep: Class 9 contains 591 members Mstep: Class 10 contains 3810 members Mstep: Class 11 contains 16699 members Mstep: Class 12 contains 5405 members Mstep: Class 13 contains 857 members Mstep: Class 14 contains 129 members Mstep: Class 15 contains 4847 members Mstep: Class 16 contains 468 members Mstep: Class 17 contains 1480 members Mstep: Class 18 contains 635 members Mstep: Class 19 contains 1812 members Mstep: Class 20 contains 9771 members Mstep: Class 21 contains 103155 members Mstep: Class 22 contains 13238 members Mstep: Class 23 contains 2065 members Mstep: Class 24 contains 2396 members Mstep: Class 25 contains 5331 members Mstep: Class 26 contains 7854 members Mstep: Class 27 contains 57805 members Mstep: Class 28 contains 1644 members Mstep: Class 29 contains 186 members Mstep: Class 30 contains 1992 members Mstep: Class 31 contains 2525 members Entering Unmasked Estep Score: -17790416.000000 Penalty: 17843.089844 Splitting cluster 17 changes total score from -17787174.000000 to -17790416.000000 So it's getting split into cluster 31. Entering ConstructFrom: Trying to split cluster 18 (635 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Entering Unmasked Estep Score: -32395.878906 Penalty: 293.639954 Iteration 0F: 2 clusters Score -32395.88 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -31850.083984 Penalty: 587.279907 Iteration 0F: 3 clusters Score -31850.08 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -32022.628906 Penalty: 587.279907 Iteration 1F: 3 clusters Score -32022.63 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -32070.582031 Penalty: 587.279907 Iteration 2F: 3 clusters Score -32070.58 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -32132.085938 Penalty: 587.279907 Iteration 3F: 3 clusters Score -32132.09 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -32176.796875 Penalty: 587.279907 Iteration 4F: 3 clusters Score -32176.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -32218.544922 Penalty: 587.279907 Iteration 5F: 3 clusters Score -32218.54 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -32260.644531 Penalty: 587.279907 Iteration 6Q: 3 clusters Score -32260.64 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -32303.326172 Penalty: 587.279907 Iteration 7Q: 3 clusters Score -32303.33 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -32317.322266 Penalty: 587.279907 Iteration 8Q: 3 clusters Score -32317.32 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -32325.214844 Penalty: 587.279907 Iteration 9Q: 3 clusters Score -32325.21 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -32333.033203 Penalty: 587.279907 Iteration 10Q: 3 clusters Score -32333.03 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -32337.945312 Penalty: 587.279907 Iteration 11Q: 3 clusters Score -32337.95 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -32341.828125 Penalty: 587.279907 Iteration 12Q: 3 clusters Score -32341.83 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -32346.712891 Penalty: 587.279907 Iteration 13Q: 3 clusters Score -32346.71 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -32353.253906 Penalty: 587.279907 Iteration 14Q: 3 clusters Score -32353.25 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -32355.021484 Penalty: 587.279907 Iteration 15Q: 3 clusters Score -32355.02 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -32355.675781 Penalty: 587.279907 Iteration 16Q: 3 clusters Score -32355.68 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -32356.605469 Penalty: 587.279907 Iteration 17Q: 3 clusters Score -32356.61 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -32357.152344 Penalty: 587.279907 Iteration 18Q: 3 clusters Score -32357.15 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -32359.660156 Penalty: 587.279907 Iteration 19F: 3 clusters Score -32359.66 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -32399.986328 Penalty: 587.279907 Iteration 20F: 3 clusters Score -32399.99 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -32454.998047 Penalty: 587.279907 Iteration 21Q: 3 clusters Score -32455 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -32464.486328 Penalty: 587.279907 Iteration 22Q: 3 clusters Score -32464.49 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -32465.037109 Penalty: 587.279907 Iteration 23Q: 3 clusters Score -32465.04 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -32465.037109 Penalty: 587.279907 Iteration 24F: 3 clusters Score -32465.04 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 26454 members Mstep: Class 2 contains 19374 members Mstep: Class 3 contains 6121 members Mstep: Class 4 contains 1940 members Mstep: Class 5 contains 5592 members Mstep: Class 6 contains 3832 members Mstep: Class 7 contains 2546 members Mstep: Class 8 contains 1212 members Mstep: Class 9 contains 591 members Mstep: Class 10 contains 3810 members Mstep: Class 11 contains 16699 members Mstep: Class 12 contains 5405 members Mstep: Class 13 contains 857 members Mstep: Class 14 contains 129 members Mstep: Class 15 contains 4847 members Mstep: Class 16 contains 468 members Mstep: Class 17 contains 1480 members Mstep: Class 18 contains 44 members Mstep: Class 19 contains 1812 members Mstep: Class 20 contains 9771 members Mstep: Class 21 contains 103155 members Mstep: Class 22 contains 13238 members Mstep: Class 23 contains 2065 members Mstep: Class 24 contains 2396 members Mstep: Class 25 contains 5331 members Mstep: Class 26 contains 7854 members Mstep: Class 27 contains 57805 members Mstep: Class 28 contains 1644 members Mstep: Class 29 contains 186 members Mstep: Class 30 contains 1992 members Mstep: Class 31 contains 2525 members Mstep: Class 32 contains 591 members Entering Unmasked Estep Score: -17790210.000000 Penalty: 18418.673828 Splitting cluster 18 changes total score from -17787174.000000 to -17790210.000000 So it's getting split into cluster 32. Entering ConstructFrom: Trying to split cluster 19 (1812 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Entering Unmasked Estep Score: -102431.000000 Penalty: 341.349487 Iteration 0F: 2 clusters Score -102431 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -101108.992188 Penalty: 682.698975 Iteration 0F: 3 clusters Score -101109 nChanged 746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -101552.695312 Penalty: 682.698975 Iteration 1F: 3 clusters Score -101552.7 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -101715.546875 Penalty: 682.698975 Iteration 2F: 3 clusters Score -101715.5 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -101887.367188 Penalty: 682.698975 Iteration 3F: 3 clusters Score -101887.4 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -102083.562500 Penalty: 682.698975 Iteration 4F: 3 clusters Score -102083.6 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -102268.242188 Penalty: 682.698975 Iteration 5F: 3 clusters Score -102268.2 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -102329.109375 Penalty: 682.698975 Iteration 6Q: 3 clusters Score -102329.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -102364.945312 Penalty: 682.698975 Iteration 7Q: 3 clusters Score -102364.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -102386.218750 Penalty: 682.698975 Iteration 8Q: 3 clusters Score -102386.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -102397.929688 Penalty: 682.698975 Iteration 9Q: 3 clusters Score -102397.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -102409.093750 Penalty: 682.698975 Iteration 10Q: 3 clusters Score -102409.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -102414.890625 Penalty: 682.698975 Iteration 11Q: 3 clusters Score -102414.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -102418.625000 Penalty: 682.698975 Iteration 12Q: 3 clusters Score -102418.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -102421.890625 Penalty: 682.698975 Iteration 13Q: 3 clusters Score -102421.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -102423.492188 Penalty: 682.698975 Iteration 14Q: 3 clusters Score -102423.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -102424.375000 Penalty: 682.698975 Iteration 15Q: 3 clusters Score -102424.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -102425.265625 Penalty: 682.698975 Iteration 16Q: 3 clusters Score -102425.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -102426.500000 Penalty: 682.698975 Iteration 17Q: 3 clusters Score -102426.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -102427.765625 Penalty: 682.698975 Iteration 18Q: 3 clusters Score -102427.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -102429.210938 Penalty: 682.698975 Iteration 19Q: 3 clusters Score -102429.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -102431.601562 Penalty: 682.698975 Iteration 20F: 3 clusters Score -102431.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -102433.359375 Penalty: 682.698975 Iteration 21Q: 3 clusters Score -102433.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -102434.398438 Penalty: 682.698975 Iteration 22Q: 3 clusters Score -102434.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -102434.820312 Penalty: 682.698975 Iteration 23Q: 3 clusters Score -102434.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -102435.414062 Penalty: 682.698975 Iteration 24Q: 3 clusters Score -102435.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -102436.226562 Penalty: 682.698975 Iteration 25Q: 3 clusters Score -102436.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -102439.585938 Penalty: 682.698975 Iteration 26Q: 3 clusters Score -102439.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -102441.507812 Penalty: 682.698975 Iteration 27Q: 3 clusters Score -102441.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -102443.039062 Penalty: 682.698975 Iteration 28Q: 3 clusters Score -102443 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -102443.062500 Penalty: 682.698975 Iteration 29Q: 3 clusters Score -102443.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -102443.062500 Penalty: 682.698975 Iteration 30F: 3 clusters Score -102443.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 26454 members Mstep: Class 2 contains 19374 members Mstep: Class 3 contains 6121 members Mstep: Class 4 contains 1940 members Mstep: Class 5 contains 5592 members Mstep: Class 6 contains 3832 members Mstep: Class 7 contains 2546 members Mstep: Class 8 contains 1212 members Mstep: Class 9 contains 591 members Mstep: Class 10 contains 3810 members Mstep: Class 11 contains 16699 members Mstep: Class 12 contains 5405 members Mstep: Class 13 contains 857 members Mstep: Class 14 contains 129 members Mstep: Class 15 contains 4847 members Mstep: Class 16 contains 468 members Mstep: Class 17 contains 1480 members Mstep: Class 18 contains 44 members Mstep: Class 19 contains 457 members Mstep: Class 20 contains 9771 members Mstep: Class 21 contains 103155 members Mstep: Class 22 contains 13238 members Mstep: Class 23 contains 2065 members Mstep: Class 24 contains 2396 members Mstep: Class 25 contains 5331 members Mstep: Class 26 contains 7854 members Mstep: Class 27 contains 57805 members Mstep: Class 28 contains 1644 members Mstep: Class 29 contains 186 members Mstep: Class 30 contains 1992 members Mstep: Class 31 contains 2525 members Mstep: Class 32 contains 591 members Mstep: Class 33 contains 1355 members Entering Unmasked Estep Score: -17789970.000000 Penalty: 18994.255859 Splitting cluster 19 changes total score from -17787174.000000 to -17789970.000000 So it's getting split into cluster 33. Entering ConstructFrom: Trying to split cluster 20 (9771 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9771 members Entering Unmasked Estep Score: -531791.312500 Penalty: 418.016418 Iteration 0F: 2 clusters Score -531791.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4808 members Mstep: Class 2 contains 4963 members Entering Unmasked Estep Score: -525305.312500 Penalty: 836.032837 Iteration 0F: 3 clusters Score -525305.3 nChanged 4540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3808 members Mstep: Class 2 contains 5963 members Entering Unmasked Estep Score: -528191.812500 Penalty: 836.032837 Iteration 1F: 3 clusters Score -528191.8 nChanged 735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3285 members Mstep: Class 2 contains 6486 members Entering Unmasked Estep Score: -528660.375000 Penalty: 836.032837 Iteration 2F: 3 clusters Score -528660.4 nChanged 758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2713 members Mstep: Class 2 contains 7058 members Entering Unmasked Estep Score: -529164.062500 Penalty: 836.032837 Iteration 3F: 3 clusters Score -529164.1 nChanged 689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2140 members Mstep: Class 2 contains 7631 members Entering Unmasked Estep Score: -529655.750000 Penalty: 836.032837 Iteration 4F: 3 clusters Score -529655.8 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 8134 members Entering Unmasked Estep Score: -530086.562500 Penalty: 836.032837 Iteration 5F: 3 clusters Score -530086.6 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 8558 members Entering Unmasked Estep Score: -530478.500000 Penalty: 836.032837 Iteration 6Q: 3 clusters Score -530478.5 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 8867 members Entering Unmasked Estep Score: -530806.875000 Penalty: 836.032837 Iteration 7Q: 3 clusters Score -530806.9 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 9073 members Entering Unmasked Estep Score: -531062.437500 Penalty: 836.032837 Iteration 8Q: 3 clusters Score -531062.4 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 9182 members Entering Unmasked Estep Score: -531192.625000 Penalty: 836.032837 Iteration 9Q: 3 clusters Score -531192.6 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 9239 members Entering Unmasked Estep Score: -531239.875000 Penalty: 836.032837 Iteration 10Q: 3 clusters Score -531239.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 9290 members Entering Unmasked Estep Score: -531274.250000 Penalty: 836.032837 Iteration 11Q: 3 clusters Score -531274.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 9341 members Entering Unmasked Estep Score: -531303.875000 Penalty: 836.032837 Iteration 12Q: 3 clusters Score -531303.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 9378 members Entering Unmasked Estep Score: -531326.187500 Penalty: 836.032837 Iteration 13Q: 3 clusters Score -531326.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 9412 members Entering Unmasked Estep Score: -531348.312500 Penalty: 836.032837 Iteration 14Q: 3 clusters Score -531348.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 9437 members Entering Unmasked Estep Score: -531366.437500 Penalty: 836.032837 Iteration 15Q: 3 clusters Score -531366.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 9457 members Entering Unmasked Estep Score: -531376.375000 Penalty: 836.032837 Iteration 16Q: 3 clusters Score -531376.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 9474 members Entering Unmasked Estep Score: -531385.125000 Penalty: 836.032837 Iteration 17Q: 3 clusters Score -531385.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 9490 members Entering Unmasked Estep Score: -531394.875000 Penalty: 836.032837 Iteration 18Q: 3 clusters Score -531394.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 9505 members Entering Unmasked Estep Score: -531406.500000 Penalty: 836.032837 Iteration 19Q: 3 clusters Score -531406.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 9513 members Entering Unmasked Estep Score: -531412.062500 Penalty: 836.032837 Iteration 20F: 3 clusters Score -531412.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 9520 members Entering Unmasked Estep Score: -531416.125000 Penalty: 836.032837 Iteration 21Q: 3 clusters Score -531416.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 9525 members Entering Unmasked Estep Score: -531419.500000 Penalty: 836.032837 Iteration 22Q: 3 clusters Score -531419.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 9532 members Entering Unmasked Estep Score: -531424.250000 Penalty: 836.032837 Iteration 23Q: 3 clusters Score -531424.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 9538 members Entering Unmasked Estep Score: -531425.562500 Penalty: 836.032837 Iteration 24Q: 3 clusters Score -531425.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 9540 members Entering Unmasked Estep Score: -531425.687500 Penalty: 836.032837 Iteration 25Q: 3 clusters Score -531425.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 9541 members Entering Unmasked Estep Score: -531427.812500 Penalty: 836.032837 Iteration 26Q: 3 clusters Score -531427.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 9542 members Entering Unmasked Estep Score: -531429.437500 Penalty: 836.032837 Iteration 27Q: 3 clusters Score -531429.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 9544 members Entering Unmasked Estep Score: -531429.625000 Penalty: 836.032837 Iteration 28Q: 3 clusters Score -531429.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 9545 members Entering Unmasked Estep Score: -531429.812500 Penalty: 836.032837 Iteration 29Q: 3 clusters Score -531429.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 9545 members Entering Unmasked Estep Score: -531429.812500 Penalty: 836.032837 Iteration 30F: 3 clusters Score -531429.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (103155 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103155 members Entering Unmasked Estep Score: -6399022.500000 Penalty: 525.251465 Iteration 0F: 2 clusters Score -6399022 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51666 members Mstep: Class 2 contains 51489 members Entering Unmasked Estep Score: -6329602.500000 Penalty: 1050.502930 Iteration 0F: 3 clusters Score -6329602 nChanged 50567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54779 members Mstep: Class 2 contains 48376 members Entering Unmasked Estep Score: -6361632.000000 Penalty: 1050.502930 Iteration 1F: 3 clusters Score -6361632 nChanged 5330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56461 members Mstep: Class 2 contains 46694 members Entering Unmasked Estep Score: -6364124.500000 Penalty: 1050.502930 Iteration 2F: 3 clusters Score -6364124 nChanged 6108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58765 members Mstep: Class 2 contains 44390 members Entering Unmasked Estep Score: -6367526.000000 Penalty: 1050.502930 Iteration 3F: 3 clusters Score -6367526 nChanged 6465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61690 members Mstep: Class 2 contains 41465 members Entering Unmasked Estep Score: -6371869.000000 Penalty: 1050.502930 Iteration 4F: 3 clusters Score -6371869 nChanged 6610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64992 members Mstep: Class 2 contains 38163 members Entering Unmasked Estep Score: -6376583.000000 Penalty: 1050.502930 Iteration 5F: 3 clusters Score -6376583 nChanged 5872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68254 members Mstep: Class 2 contains 34901 members Entering Unmasked Estep Score: -6380370.500000 Penalty: 1050.502930 Iteration 6F: 3 clusters Score -6380370 nChanged 4763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71269 members Mstep: Class 2 contains 31886 members Entering Unmasked Estep Score: -6383098.000000 Penalty: 1050.502930 Iteration 7Q: 3 clusters Score -6383098 nChanged 3697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73792 members Mstep: Class 2 contains 29363 members Entering Unmasked Estep Score: -6384810.500000 Penalty: 1050.502930 Iteration 8Q: 3 clusters Score -6384810 nChanged 3001 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76165 members Mstep: Class 2 contains 26990 members Entering Unmasked Estep Score: -6385989.000000 Penalty: 1050.502930 Iteration 9Q: 3 clusters Score -6385989 nChanged 2600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78439 members Mstep: Class 2 contains 24716 members Entering Unmasked Estep Score: -6386892.500000 Penalty: 1050.502930 Iteration 10Q: 3 clusters Score -6386892 nChanged 2247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80580 members Mstep: Class 2 contains 22575 members Entering Unmasked Estep Score: -6387739.000000 Penalty: 1050.502930 Iteration 11Q: 3 clusters Score -6387739 nChanged 2134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82686 members Mstep: Class 2 contains 20469 members Entering Unmasked Estep Score: -6388538.500000 Penalty: 1050.502930 Iteration 12Q: 3 clusters Score -6388538 nChanged 2114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84796 members Mstep: Class 2 contains 18359 members Entering Unmasked Estep Score: -6389405.500000 Penalty: 1050.502930 Iteration 13Q: 3 clusters Score -6389406 nChanged 2141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86937 members Mstep: Class 2 contains 16218 members Entering Unmasked Estep Score: -6390263.000000 Penalty: 1050.502930 Iteration 14Q: 3 clusters Score -6390263 nChanged 2143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89080 members Mstep: Class 2 contains 14075 members Entering Unmasked Estep Score: -6391253.500000 Penalty: 1050.502930 Iteration 15Q: 3 clusters Score -6391254 nChanged 2205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91285 members Mstep: Class 2 contains 11870 members Entering Unmasked Estep Score: -6392364.500000 Penalty: 1050.502930 Iteration 16Q: 3 clusters Score -6392364 nChanged 2082 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93367 members Mstep: Class 2 contains 9788 members Entering Unmasked Estep Score: -6393556.500000 Penalty: 1050.502930 Iteration 17Q: 3 clusters Score -6393556 nChanged 1887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95252 members Mstep: Class 2 contains 7903 members Entering Unmasked Estep Score: -6394657.500000 Penalty: 1050.502930 Iteration 18Q: 3 clusters Score -6394658 nChanged 1711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96963 members Mstep: Class 2 contains 6192 members Entering Unmasked Estep Score: -6395793.500000 Penalty: 1050.502930 Iteration 19Q: 3 clusters Score -6395794 nChanged 1419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98382 members Mstep: Class 2 contains 4773 members Entering Unmasked Estep Score: -6396724.000000 Penalty: 1050.502930 Iteration 20F: 3 clusters Score -6396724 nChanged 1113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99493 members Mstep: Class 2 contains 3662 members Entering Unmasked Estep Score: -6397439.000000 Penalty: 1050.502930 Iteration 21Q: 3 clusters Score -6397439 nChanged 854 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100345 members Mstep: Class 2 contains 2810 members Entering Unmasked Estep Score: -6397946.000000 Penalty: 1050.502930 Iteration 22Q: 3 clusters Score -6397946 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100953 members Mstep: Class 2 contains 2202 members Entering Unmasked Estep Score: -6398239.000000 Penalty: 1050.502930 Iteration 23Q: 3 clusters Score -6398239 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101370 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -6398464.500000 Penalty: 1050.502930 Iteration 24Q: 3 clusters Score -6398464 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101654 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -6398632.000000 Penalty: 1050.502930 Iteration 25Q: 3 clusters Score -6398632 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101841 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -6398717.000000 Penalty: 1050.502930 Iteration 26Q: 3 clusters Score -6398717 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101964 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -6398742.500000 Penalty: 1050.502930 Iteration 27Q: 3 clusters Score -6398742 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102041 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -6398780.000000 Penalty: 1050.502930 Iteration 28Q: 3 clusters Score -6398780 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102109 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -6398833.000000 Penalty: 1050.502930 Iteration 29Q: 3 clusters Score -6398833 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102155 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -6398852.500000 Penalty: 1050.502930 Iteration 30Q: 3 clusters Score -6398852 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102179 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -6398860.000000 Penalty: 1050.502930 Iteration 31Q: 3 clusters Score -6398860 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102207 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -6398867.500000 Penalty: 1050.502930 Iteration 32Q: 3 clusters Score -6398868 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102228 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -6398881.000000 Penalty: 1050.502930 Iteration 33Q: 3 clusters Score -6398881 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102252 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -6398891.500000 Penalty: 1050.502930 Iteration 34Q: 3 clusters Score -6398892 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102269 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -6398908.000000 Penalty: 1050.502930 Iteration 35Q: 3 clusters Score -6398908 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102284 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -6398912.000000 Penalty: 1050.502930 Iteration 36Q: 3 clusters Score -6398912 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102291 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -6398918.500000 Penalty: 1050.502930 Iteration 37Q: 3 clusters Score -6398918 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102299 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -6398921.000000 Penalty: 1050.502930 Iteration 38Q: 3 clusters Score -6398921 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102308 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -6398929.500000 Penalty: 1050.502930 Iteration 39Q: 3 clusters Score -6398930 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102310 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -6398926.000000 Penalty: 1050.502930 Iteration 40F: 3 clusters Score -6398926 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102308 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -6398929.500000 Penalty: 1050.502930 Iteration 41Q: 3 clusters Score -6398930 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102310 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -6398936.000000 Penalty: 1050.502930 Iteration 42Q: 3 clusters Score -6398936 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102316 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -6398925.000000 Penalty: 1050.502930 Iteration 43Q: 3 clusters Score -6398925 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102320 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -6398938.000000 Penalty: 1050.502930 Iteration 44Q: 3 clusters Score -6398938 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102321 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -6398938.500000 Penalty: 1050.502930 Iteration 45Q: 3 clusters Score -6398938 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102323 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -6398937.500000 Penalty: 1050.502930 Iteration 46Q: 3 clusters Score -6398938 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102328 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -6398933.000000 Penalty: 1050.502930 Iteration 47Q: 3 clusters Score -6398933 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102332 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -6398927.500000 Penalty: 1050.502930 Iteration 48Q: 3 clusters Score -6398928 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102334 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -6398927.500000 Penalty: 1050.502930 Iteration 49Q: 3 clusters Score -6398928 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102336 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -6398927.500000 Penalty: 1050.502930 Iteration 50Q: 3 clusters Score -6398928 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102340 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -6398929.500000 Penalty: 1050.502930 Iteration 51Q: 3 clusters Score -6398930 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102345 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -6398918.500000 Penalty: 1050.502930 Iteration 52Q: 3 clusters Score -6398918 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102348 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -6398922.500000 Penalty: 1050.502930 Iteration 53Q: 3 clusters Score -6398922 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102347 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -6398922.500000 Penalty: 1050.502930 Iteration 54Q: 3 clusters Score -6398922 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102346 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -6398919.500000 Penalty: 1050.502930 Iteration 55Q: 3 clusters Score -6398920 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102345 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -6398922.500000 Penalty: 1050.502930 Iteration 56Q: 3 clusters Score -6398922 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102345 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -6398921.500000 Penalty: 1050.502930 Iteration 57Q: 3 clusters Score -6398922 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102347 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -6398924.500000 Penalty: 1050.502930 Iteration 58Q: 3 clusters Score -6398924 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102348 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -6398924.500000 Penalty: 1050.502930 Iteration 59Q: 3 clusters Score -6398924 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102348 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -6398924.500000 Penalty: 1050.502930 Iteration 60F: 3 clusters Score -6398924 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (13238 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13238 members Entering Unmasked Estep Score: -795152.000000 Penalty: 431.833527 Iteration 0F: 2 clusters Score -795152 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6572 members Mstep: Class 2 contains 6666 members Entering Unmasked Estep Score: -786454.812500 Penalty: 863.667053 Iteration 0F: 3 clusters Score -786454.8 nChanged 6199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5149 members Mstep: Class 2 contains 8089 members Entering Unmasked Estep Score: -791489.875000 Penalty: 863.667053 Iteration 1F: 3 clusters Score -791489.9 nChanged 1250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 8663 members Entering Unmasked Estep Score: -792487.437500 Penalty: 863.667053 Iteration 2F: 3 clusters Score -792487.4 nChanged 1000 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4191 members Mstep: Class 2 contains 9047 members Entering Unmasked Estep Score: -793217.687500 Penalty: 863.667053 Iteration 3F: 3 clusters Score -793217.7 nChanged 773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3926 members Mstep: Class 2 contains 9312 members Entering Unmasked Estep Score: -793715.875000 Penalty: 863.667053 Iteration 4F: 3 clusters Score -793715.9 nChanged 590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3722 members Mstep: Class 2 contains 9516 members Entering Unmasked Estep Score: -794110.437500 Penalty: 863.667053 Iteration 5Q: 3 clusters Score -794110.4 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3538 members Mstep: Class 2 contains 9700 members Entering Unmasked Estep Score: -794399.875000 Penalty: 863.667053 Iteration 6Q: 3 clusters Score -794399.9 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3378 members Mstep: Class 2 contains 9860 members Entering Unmasked Estep Score: -794572.437500 Penalty: 863.667053 Iteration 7Q: 3 clusters Score -794572.4 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3240 members Mstep: Class 2 contains 9998 members Entering Unmasked Estep Score: -794707.500000 Penalty: 863.667053 Iteration 8Q: 3 clusters Score -794707.5 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3078 members Mstep: Class 2 contains 10160 members Entering Unmasked Estep Score: -794824.312500 Penalty: 863.667053 Iteration 9Q: 3 clusters Score -794824.3 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2939 members Mstep: Class 2 contains 10299 members Entering Unmasked Estep Score: -794893.625000 Penalty: 863.667053 Iteration 10Q: 3 clusters Score -794893.6 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2800 members Mstep: Class 2 contains 10438 members Entering Unmasked Estep Score: -794951.000000 Penalty: 863.667053 Iteration 11Q: 3 clusters Score -794951 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2680 members Mstep: Class 2 contains 10558 members Entering Unmasked Estep Score: -794996.937500 Penalty: 863.667053 Iteration 12Q: 3 clusters Score -794996.9 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2569 members Mstep: Class 2 contains 10669 members Entering Unmasked Estep Score: -795029.875000 Penalty: 863.667053 Iteration 13Q: 3 clusters Score -795029.9 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2468 members Mstep: Class 2 contains 10770 members Entering Unmasked Estep Score: -795059.187500 Penalty: 863.667053 Iteration 14Q: 3 clusters Score -795059.2 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2373 members Mstep: Class 2 contains 10865 members Entering Unmasked Estep Score: -795089.000000 Penalty: 863.667053 Iteration 15Q: 3 clusters Score -795089 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2300 members Mstep: Class 2 contains 10938 members Entering Unmasked Estep Score: -795101.812500 Penalty: 863.667053 Iteration 16Q: 3 clusters Score -795101.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2237 members Mstep: Class 2 contains 11001 members Entering Unmasked Estep Score: -795112.062500 Penalty: 863.667053 Iteration 17Q: 3 clusters Score -795112.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2178 members Mstep: Class 2 contains 11060 members Entering Unmasked Estep Score: -795123.437500 Penalty: 863.667053 Iteration 18Q: 3 clusters Score -795123.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2118 members Mstep: Class 2 contains 11120 members Entering Unmasked Estep Score: -795135.312500 Penalty: 863.667053 Iteration 19Q: 3 clusters Score -795135.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 11168 members Entering Unmasked Estep Score: -795145.625000 Penalty: 863.667053 Iteration 20F: 3 clusters Score -795145.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 11208 members Entering Unmasked Estep Score: -795149.812500 Penalty: 863.667053 Iteration 21Q: 3 clusters Score -795149.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2000 members Mstep: Class 2 contains 11238 members Entering Unmasked Estep Score: -795156.875000 Penalty: 863.667053 Iteration 22Q: 3 clusters Score -795156.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1965 members Mstep: Class 2 contains 11273 members Entering Unmasked Estep Score: -795164.437500 Penalty: 863.667053 Iteration 23Q: 3 clusters Score -795164.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 11315 members Entering Unmasked Estep Score: -795173.000000 Penalty: 863.667053 Iteration 24Q: 3 clusters Score -795173 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 11353 members Entering Unmasked Estep Score: -795179.625000 Penalty: 863.667053 Iteration 25Q: 3 clusters Score -795179.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 11380 members Entering Unmasked Estep Score: -795183.062500 Penalty: 863.667053 Iteration 26Q: 3 clusters Score -795183.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 11397 members Entering Unmasked Estep Score: -795182.500000 Penalty: 863.667053 Iteration 27Q: 3 clusters Score -795182.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 11403 members Entering Unmasked Estep Score: -795181.187500 Penalty: 863.667053 Iteration 28Q: 3 clusters Score -795181.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 11407 members Entering Unmasked Estep Score: -795181.687500 Penalty: 863.667053 Iteration 29Q: 3 clusters Score -795181.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1830 members Mstep: Class 2 contains 11408 members Entering Unmasked Estep Score: -795182.812500 Penalty: 863.667053 Iteration 30Q: 3 clusters Score -795182.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 11409 members Entering Unmasked Estep Score: -795181.937500 Penalty: 863.667053 Iteration 31Q: 3 clusters Score -795181.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 11412 members Entering Unmasked Estep Score: -795183.812500 Penalty: 863.667053 Iteration 32Q: 3 clusters Score -795183.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 11415 members Entering Unmasked Estep Score: -795183.125000 Penalty: 863.667053 Iteration 33Q: 3 clusters Score -795183.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 11417 members Entering Unmasked Estep Score: -795183.000000 Penalty: 863.667053 Iteration 34Q: 3 clusters Score -795183 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 11420 members Entering Unmasked Estep Score: -795182.375000 Penalty: 863.667053 Iteration 35Q: 3 clusters Score -795182.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1814 members Mstep: Class 2 contains 11424 members Entering Unmasked Estep Score: -795182.562500 Penalty: 863.667053 Iteration 36Q: 3 clusters Score -795182.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 11427 members Entering Unmasked Estep Score: -795184.062500 Penalty: 863.667053 Iteration 37Q: 3 clusters Score -795184.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 11429 members Entering Unmasked Estep Score: -795183.500000 Penalty: 863.667053 Iteration 38Q: 3 clusters Score -795183.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 11434 members Entering Unmasked Estep Score: -795184.437500 Penalty: 863.667053 Iteration 39Q: 3 clusters Score -795184.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 11437 members Entering Unmasked Estep Score: -795185.187500 Penalty: 863.667053 Iteration 40F: 3 clusters Score -795185.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1799 members Mstep: Class 2 contains 11439 members Entering Unmasked Estep Score: -795185.812500 Penalty: 863.667053 Iteration 41Q: 3 clusters Score -795185.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 11441 members Entering Unmasked Estep Score: -795185.687500 Penalty: 863.667053 Iteration 42Q: 3 clusters Score -795185.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 11441 members Entering Unmasked Estep Score: -795185.687500 Penalty: 863.667053 Iteration 43F: 3 clusters Score -795185.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 26454 members Mstep: Class 2 contains 19374 members Mstep: Class 3 contains 6121 members Mstep: Class 4 contains 1940 members Mstep: Class 5 contains 5592 members Mstep: Class 6 contains 3832 members Mstep: Class 7 contains 2546 members Mstep: Class 8 contains 1212 members Mstep: Class 9 contains 591 members Mstep: Class 10 contains 3810 members Mstep: Class 11 contains 16699 members Mstep: Class 12 contains 5405 members Mstep: Class 13 contains 857 members Mstep: Class 14 contains 129 members Mstep: Class 15 contains 4847 members Mstep: Class 16 contains 468 members Mstep: Class 17 contains 1480 members Mstep: Class 18 contains 44 members Mstep: Class 19 contains 457 members Mstep: Class 20 contains 9771 members Mstep: Class 21 contains 103155 members Mstep: Class 22 contains 1797 members Mstep: Class 23 contains 2065 members Mstep: Class 24 contains 2396 members Mstep: Class 25 contains 5331 members Mstep: Class 26 contains 7854 members Mstep: Class 27 contains 57805 members Mstep: Class 28 contains 1644 members Mstep: Class 29 contains 186 members Mstep: Class 30 contains 1992 members Mstep: Class 31 contains 2525 members Mstep: Class 32 contains 591 members Mstep: Class 33 contains 1355 members Mstep: Class 34 contains 11441 members Entering Unmasked Estep Score: -17789840.000000 Penalty: 19569.839844 Splitting cluster 22 changes total score from -17787174.000000 to -17789840.000000 So it's getting split into cluster 34. Entering ConstructFrom: Trying to split cluster 23 (2065 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2065 members Entering Unmasked Estep Score: -99065.265625 Penalty: 347.296295 Iteration 0F: 2 clusters Score -99065.27 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -97634.601562 Penalty: 694.592590 Iteration 0F: 3 clusters Score -97634.6 nChanged 884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -98186.492188 Penalty: 694.592590 Iteration 1F: 3 clusters Score -98186.49 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -98309.382812 Penalty: 694.592590 Iteration 2F: 3 clusters Score -98309.38 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -98413.507812 Penalty: 694.592590 Iteration 3F: 3 clusters Score -98413.51 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -98482.343750 Penalty: 694.592590 Iteration 4F: 3 clusters Score -98482.34 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -98517.007812 Penalty: 694.592590 Iteration 5Q: 3 clusters Score -98517.01 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -98546.226562 Penalty: 694.592590 Iteration 6Q: 3 clusters Score -98546.23 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -98579.281250 Penalty: 694.592590 Iteration 7Q: 3 clusters Score -98579.28 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -98615.460938 Penalty: 694.592590 Iteration 8Q: 3 clusters Score -98615.46 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -98649.289062 Penalty: 694.592590 Iteration 9Q: 3 clusters Score -98649.29 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -98676.539062 Penalty: 694.592590 Iteration 10Q: 3 clusters Score -98676.54 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -98702.429688 Penalty: 694.592590 Iteration 11Q: 3 clusters Score -98702.43 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -98729.718750 Penalty: 694.592590 Iteration 12Q: 3 clusters Score -98729.72 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -98751.203125 Penalty: 694.592590 Iteration 13Q: 3 clusters Score -98751.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -98769.390625 Penalty: 694.592590 Iteration 14Q: 3 clusters Score -98769.39 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -98792.671875 Penalty: 694.592590 Iteration 15Q: 3 clusters Score -98792.67 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -98815.015625 Penalty: 694.592590 Iteration 16Q: 3 clusters Score -98815.02 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -98833.757812 Penalty: 694.592590 Iteration 17Q: 3 clusters Score -98833.76 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -98856.281250 Penalty: 694.592590 Iteration 18Q: 3 clusters Score -98856.28 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -98883.015625 Penalty: 694.592590 Iteration 19Q: 3 clusters Score -98883.02 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 1850 members Entering Unmasked Estep Score: -98919.156250 Penalty: 694.592590 Iteration 20F: 3 clusters Score -98919.16 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 1876 members Entering Unmasked Estep Score: -98950.992188 Penalty: 694.592590 Iteration 21Q: 3 clusters Score -98950.99 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -98972.507812 Penalty: 694.592590 Iteration 22Q: 3 clusters Score -98972.51 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -98976.789062 Penalty: 694.592590 Iteration 23Q: 3 clusters Score -98976.79 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -98978.437500 Penalty: 694.592590 Iteration 24Q: 3 clusters Score -98978.44 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -98980.031250 Penalty: 694.592590 Iteration 25Q: 3 clusters Score -98980.03 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -98980.710938 Penalty: 694.592590 Iteration 26Q: 3 clusters Score -98980.71 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -98980.710938 Penalty: 694.592590 Iteration 27F: 3 clusters Score -98980.71 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (2396 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Entering Unmasked Estep Score: -139692.328125 Penalty: 354.060791 Iteration 0F: 2 clusters Score -139692.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -137966.750000 Penalty: 708.121582 Iteration 0F: 3 clusters Score -137966.8 nChanged 1049 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -138519.187500 Penalty: 708.121582 Iteration 1F: 3 clusters Score -138519.2 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -138599.578125 Penalty: 708.121582 Iteration 2F: 3 clusters Score -138599.6 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -138658.937500 Penalty: 708.121582 Iteration 3F: 3 clusters Score -138658.9 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -138711.921875 Penalty: 708.121582 Iteration 4Q: 3 clusters Score -138711.9 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -138750.984375 Penalty: 708.121582 Iteration 5Q: 3 clusters Score -138751 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -138788.265625 Penalty: 708.121582 Iteration 6Q: 3 clusters Score -138788.3 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -138836.656250 Penalty: 708.121582 Iteration 7Q: 3 clusters Score -138836.7 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -138880.750000 Penalty: 708.121582 Iteration 8Q: 3 clusters Score -138880.8 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -138938.125000 Penalty: 708.121582 Iteration 9Q: 3 clusters Score -138938.1 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -139017.859375 Penalty: 708.121582 Iteration 10Q: 3 clusters Score -139017.9 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -139104.984375 Penalty: 708.121582 Iteration 11Q: 3 clusters Score -139105 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -139173.281250 Penalty: 708.121582 Iteration 12Q: 3 clusters Score -139173.3 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -139212.796875 Penalty: 708.121582 Iteration 13Q: 3 clusters Score -139212.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -139231.281250 Penalty: 708.121582 Iteration 14Q: 3 clusters Score -139231.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -139243.109375 Penalty: 708.121582 Iteration 15Q: 3 clusters Score -139243.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -139252.375000 Penalty: 708.121582 Iteration 16Q: 3 clusters Score -139252.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -139257.781250 Penalty: 708.121582 Iteration 17Q: 3 clusters Score -139257.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -139260.375000 Penalty: 708.121582 Iteration 18Q: 3 clusters Score -139260.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -139266.265625 Penalty: 708.121582 Iteration 19Q: 3 clusters Score -139266.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -139275.250000 Penalty: 708.121582 Iteration 20F: 3 clusters Score -139275.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -139283.484375 Penalty: 708.121582 Iteration 21Q: 3 clusters Score -139283.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -139288.531250 Penalty: 708.121582 Iteration 22Q: 3 clusters Score -139288.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -139296.187500 Penalty: 708.121582 Iteration 23Q: 3 clusters Score -139296.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -139303.093750 Penalty: 708.121582 Iteration 24Q: 3 clusters Score -139303.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -139305.625000 Penalty: 708.121582 Iteration 25Q: 3 clusters Score -139305.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -139308.859375 Penalty: 708.121582 Iteration 26Q: 3 clusters Score -139308.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -139310.734375 Penalty: 708.121582 Iteration 27Q: 3 clusters Score -139310.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -139313.093750 Penalty: 708.121582 Iteration 28Q: 3 clusters Score -139313.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -139314.203125 Penalty: 708.121582 Iteration 29Q: 3 clusters Score -139314.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -139315.656250 Penalty: 708.121582 Iteration 30Q: 3 clusters Score -139315.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -139317.593750 Penalty: 708.121582 Iteration 31Q: 3 clusters Score -139317.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -139319.078125 Penalty: 708.121582 Iteration 32Q: 3 clusters Score -139319.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -139319.640625 Penalty: 708.121582 Iteration 33Q: 3 clusters Score -139319.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -139320.140625 Penalty: 708.121582 Iteration 34Q: 3 clusters Score -139320.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -139320.656250 Penalty: 708.121582 Iteration 35Q: 3 clusters Score -139320.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -139321.437500 Penalty: 708.121582 Iteration 36Q: 3 clusters Score -139321.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -139322.265625 Penalty: 708.121582 Iteration 37Q: 3 clusters Score -139322.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -139322.625000 Penalty: 708.121582 Iteration 38Q: 3 clusters Score -139322.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -139323.000000 Penalty: 708.121582 Iteration 39Q: 3 clusters Score -139323 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -139323.062500 Penalty: 708.121582 Iteration 40F: 3 clusters Score -139323.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -139323.421875 Penalty: 708.121582 Iteration 41Q: 3 clusters Score -139323.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1901 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -139323.593750 Penalty: 708.121582 Iteration 42Q: 3 clusters Score -139323.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -139324.750000 Penalty: 708.121582 Iteration 43Q: 3 clusters Score -139324.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -139325.500000 Penalty: 708.121582 Iteration 44Q: 3 clusters Score -139325.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -139326.343750 Penalty: 708.121582 Iteration 45Q: 3 clusters Score -139326.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1915 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -139329.796875 Penalty: 708.121582 Iteration 46Q: 3 clusters Score -139329.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1922 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -139333.078125 Penalty: 708.121582 Iteration 47Q: 3 clusters Score -139333.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1928 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -139334.562500 Penalty: 708.121582 Iteration 48Q: 3 clusters Score -139334.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -139336.203125 Penalty: 708.121582 Iteration 49Q: 3 clusters Score -139336.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -139338.078125 Penalty: 708.121582 Iteration 50Q: 3 clusters Score -139338.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -139340.781250 Penalty: 708.121582 Iteration 51Q: 3 clusters Score -139340.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -139344.812500 Penalty: 708.121582 Iteration 52Q: 3 clusters Score -139344.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -139348.328125 Penalty: 708.121582 Iteration 53Q: 3 clusters Score -139348.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1965 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -139354.234375 Penalty: 708.121582 Iteration 54Q: 3 clusters Score -139354.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -139362.312500 Penalty: 708.121582 Iteration 55Q: 3 clusters Score -139362.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1985 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -139365.078125 Penalty: 708.121582 Iteration 56Q: 3 clusters Score -139365.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -139366.156250 Penalty: 708.121582 Iteration 57Q: 3 clusters Score -139366.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1990 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -139366.156250 Penalty: 708.121582 Iteration 58Q: 3 clusters Score -139366.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1990 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -139366.156250 Penalty: 708.121582 Iteration 59F: 3 clusters Score -139366.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 26454 members Mstep: Class 2 contains 19374 members Mstep: Class 3 contains 6121 members Mstep: Class 4 contains 1940 members Mstep: Class 5 contains 5592 members Mstep: Class 6 contains 3832 members Mstep: Class 7 contains 2546 members Mstep: Class 8 contains 1212 members Mstep: Class 9 contains 591 members Mstep: Class 10 contains 3810 members Mstep: Class 11 contains 16699 members Mstep: Class 12 contains 5405 members Mstep: Class 13 contains 857 members Mstep: Class 14 contains 129 members Mstep: Class 15 contains 4847 members Mstep: Class 16 contains 468 members Mstep: Class 17 contains 1480 members Mstep: Class 18 contains 44 members Mstep: Class 19 contains 457 members Mstep: Class 20 contains 9771 members Mstep: Class 21 contains 103155 members Mstep: Class 22 contains 1797 members Mstep: Class 23 contains 2065 members Mstep: Class 24 contains 2396 members Entering Unmasked Estep ConsiderDeletion Deleting Class 18. Lose 494.209351 but Gain 575.583984 Score: -17792152.000000 Penalty: 18994.255859 Iteration 79Q: 34 clusters Score -1.779215e+07 nChanged 4525 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 26730 members Mstep: Class 2 contains 19452 members Mstep: Class 3 contains 6204 members Mstep: Class 4 contains 1959 members Mstep: Class 5 contains 5096 members Mstep: Class 6 contains 3803 members Mstep: Class 7 contains 2611 members Mstep: Class 8 contains 1237 members Mstep: Class 9 contains 554 members Mstep: Class 10 contains 4182 members Mstep: Class 11 contains 16645 members Mstep: Class 12 contains 5633 members Mstep: Class 13 contains 851 members Mstep: Class 14 contains 130 members Mstep: Class 15 contains 5012 members Mstep: Class 16 contains 527 members Mstep: Class 17 contains 1531 members Mstep: Class 19 contains 444 members Mstep: Class 20 contains 9710 members Mstep: Class 21 contains 103446 members Mstep: Class 22 contains 1865 members Mstep: Class 23 contains 2111 members Mstep: Class 24 contains 2406 members Mstep: Class 25 contains 4986 members Mstep: Class 26 contains 7608 members Mstep: Class 27 contains 57574 members Mstep: Class 28 contains 1641 members Mstep: Class 29 contains 186 members Mstep: Class 30 contains 1942 members Mstep: Class 31 contains 2449 members Mstep: Class 32 contains 557 members Mstep: Class 33 contains 1350 members Mstep: Class 34 contains 11334 members Entering Unmasked Estep ConsiderDeletion Score: -17792620.000000 Penalty: 18994.255859 Iteration 80F: 34 clusters Score -1.779262e+07 nChanged 4065 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 26952 members Mstep: Class 2 contains 19351 members Mstep: Class 3 contains 6107 members Mstep: Class 4 contains 1971 members Mstep: Class 5 contains 4834 members Mstep: Class 6 contains 3734 members Mstep: Class 7 contains 2663 members Mstep: Class 8 contains 1233 members Mstep: Class 9 contains 505 members Mstep: Class 10 contains 4289 members Mstep: Class 11 contains 16569 members Mstep: Class 12 contains 5654 members Mstep: Class 13 contains 795 members Mstep: Class 14 contains 138 members Mstep: Class 15 contains 5176 members Mstep: Class 16 contains 591 members Mstep: Class 17 contains 1519 members Mstep: Class 19 contains 434 members Mstep: Class 20 contains 9607 members Mstep: Class 21 contains 103344 members Mstep: Class 22 contains 1784 members Mstep: Class 23 contains 2143 members Mstep: Class 24 contains 2413 members Mstep: Class 25 contains 4813 members Mstep: Class 26 contains 7570 members Mstep: Class 27 contains 57588 members Mstep: Class 28 contains 1907 members Mstep: Class 29 contains 193 members Mstep: Class 30 contains 2038 members Mstep: Class 31 contains 2416 members Mstep: Class 32 contains 602 members Mstep: Class 33 contains 1369 members Mstep: Class 34 contains 11463 members Entering Unmasked Estep ConsiderDeletion Score: -17795514.000000 Penalty: 18994.255859 Iteration 81Q: 34 clusters Score -1.779551e+07 nChanged 2635 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 27143 members Mstep: Class 2 contains 19244 members Mstep: Class 3 contains 6041 members Mstep: Class 4 contains 1982 members Mstep: Class 5 contains 4688 members Mstep: Class 6 contains 3680 members Mstep: Class 7 contains 2721 members Mstep: Class 8 contains 1221 members Mstep: Class 9 contains 460 members Mstep: Class 10 contains 4337 members Mstep: Class 11 contains 16560 members Mstep: Class 12 contains 5681 members Mstep: Class 13 contains 795 members Mstep: Class 14 contains 141 members Mstep: Class 15 contains 5209 members Mstep: Class 16 contains 656 members Mstep: Class 17 contains 1521 members Mstep: Class 19 contains 434 members Mstep: Class 20 contains 9535 members Mstep: Class 21 contains 103255 members Mstep: Class 22 contains 1754 members Mstep: Class 23 contains 2163 members Mstep: Class 24 contains 2416 members Mstep: Class 25 contains 4730 members Mstep: Class 26 contains 7532 members Mstep: Class 27 contains 57613 members Mstep: Class 28 contains 2044 members Mstep: Class 29 contains 193 members Mstep: Class 30 contains 2113 members Mstep: Class 31 contains 2471 members Mstep: Class 32 contains 612 members Mstep: Class 33 contains 1380 members Mstep: Class 34 contains 11441 members Entering Unmasked Estep ConsiderDeletion Score: -17796048.000000 Penalty: 18994.255859 Iteration 82Q: 34 clusters Score -1.779605e+07 nChanged 1822 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 27289 members Mstep: Class 2 contains 19172 members Mstep: Class 3 contains 5980 members Mstep: Class 4 contains 1996 members Mstep: Class 5 contains 4593 members Mstep: Class 6 contains 3608 members Mstep: Class 7 contains 2795 members Mstep: Class 8 contains 1211 members Mstep: Class 9 contains 425 members Mstep: Class 10 contains 4355 members Mstep: Class 11 contains 16583 members Mstep: Class 12 contains 5688 members Mstep: Class 13 contains 801 members Mstep: Class 14 contains 141 members Mstep: Class 15 contains 5227 members Mstep: Class 16 contains 726 members Mstep: Class 17 contains 1536 members Mstep: Class 19 contains 429 members Mstep: Class 20 contains 9463 members Mstep: Class 21 contains 103183 members Mstep: Class 22 contains 1737 members Mstep: Class 23 contains 2177 members Mstep: Class 24 contains 2422 members Mstep: Class 25 contains 4679 members Mstep: Class 26 contains 7469 members Mstep: Class 27 contains 57666 members Mstep: Class 28 contains 2141 members Mstep: Class 29 contains 193 members Mstep: Class 30 contains 2166 members Mstep: Class 31 contains 2523 members Mstep: Class 32 contains 611 members Mstep: Class 33 contains 1381 members Mstep: Class 34 contains 11400 members Entering Unmasked Estep ConsiderDeletion Score: -17796410.000000 Penalty: 18994.255859 Iteration 83Q: 34 clusters Score -1.779641e+07 nChanged 1598 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 27391 members Mstep: Class 2 contains 19102 members Mstep: Class 3 contains 5922 members Mstep: Class 4 contains 2015 members Mstep: Class 5 contains 4530 members Mstep: Class 6 contains 3551 members Mstep: Class 7 contains 2848 members Mstep: Class 8 contains 1197 members Mstep: Class 9 contains 405 members Mstep: Class 10 contains 4382 members Mstep: Class 11 contains 16607 members Mstep: Class 12 contains 5694 members Mstep: Class 13 contains 803 members Mstep: Class 14 contains 141 members Mstep: Class 15 contains 5248 members Mstep: Class 16 contains 786 members Mstep: Class 17 contains 1543 members Mstep: Class 19 contains 426 members Mstep: Class 20 contains 9400 members Mstep: Class 21 contains 103107 members Mstep: Class 22 contains 1726 members Mstep: Class 23 contains 2193 members Mstep: Class 24 contains 2428 members Mstep: Class 25 contains 4629 members Mstep: Class 26 contains 7406 members Mstep: Class 27 contains 57700 members Mstep: Class 28 contains 2227 members Mstep: Class 29 contains 193 members Mstep: Class 30 contains 2227 members Mstep: Class 31 contains 2571 members Mstep: Class 32 contains 605 members Mstep: Class 33 contains 1386 members Mstep: Class 34 contains 11378 members Entering Unmasked Estep ConsiderDeletion Score: -17796700.000000 Penalty: 18994.255859 Iteration 84Q: 34 clusters Score -1.77967e+07 nChanged 1378 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 27492 members Mstep: Class 2 contains 19044 members Mstep: Class 3 contains 5866 members Mstep: Class 4 contains 2029 members Mstep: Class 5 contains 4488 members Mstep: Class 6 contains 3484 members Mstep: Class 7 contains 2890 members Mstep: Class 8 contains 1188 members Mstep: Class 9 contains 392 members Mstep: Class 10 contains 4402 members Mstep: Class 11 contains 16598 members Mstep: Class 12 contains 5697 members Mstep: Class 13 contains 805 members Mstep: Class 14 contains 141 members Mstep: Class 15 contains 5261 members Mstep: Class 16 contains 835 members Mstep: Class 17 contains 1554 members Mstep: Class 19 contains 423 members Mstep: Class 20 contains 9337 members Mstep: Class 21 contains 103036 members Mstep: Class 22 contains 1714 members Mstep: Class 23 contains 2205 members Mstep: Class 24 contains 2440 members Mstep: Class 25 contains 4584 members Mstep: Class 26 contains 7352 members Mstep: Class 27 contains 57738 members Mstep: Class 28 contains 2325 members Mstep: Class 29 contains 193 members Mstep: Class 30 contains 2289 members Mstep: Class 31 contains 2619 members Mstep: Class 32 contains 600 members Mstep: Class 33 contains 1388 members Mstep: Class 34 contains 11359 members Entering Unmasked Estep ConsiderDeletion Score: -17796888.000000 Penalty: 18994.255859 Iteration 85Q: 34 clusters Score -1.779689e+07 nChanged 1212 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 27572 members Mstep: Class 2 contains 18985 members Mstep: Class 3 contains 5799 members Mstep: Class 4 contains 2037 members Mstep: Class 5 contains 4438 members Mstep: Class 6 contains 3403 members Mstep: Class 7 contains 2919 members Mstep: Class 8 contains 1179 members Mstep: Class 9 contains 387 members Mstep: Class 10 contains 4426 members Mstep: Class 11 contains 16601 members Mstep: Class 12 contains 5700 members Mstep: Class 13 contains 812 members Mstep: Class 14 contains 141 members Mstep: Class 15 contains 5288 members Mstep: Class 16 contains 871 members Mstep: Class 17 contains 1557 members Mstep: Class 19 contains 421 members Mstep: Class 20 contains 9299 members Mstep: Class 21 contains 102987 members Mstep: Class 22 contains 1703 members Mstep: Class 23 contains 2211 members Mstep: Class 24 contains 2451 members Mstep: Class 25 contains 4547 members Mstep: Class 26 contains 7317 members Mstep: Class 27 contains 57766 members Mstep: Class 28 contains 2419 members Mstep: Class 29 contains 193 members Mstep: Class 30 contains 2348 members Mstep: Class 31 contains 2657 members Mstep: Class 32 contains 598 members Mstep: Class 33 contains 1388 members Mstep: Class 34 contains 11348 members Entering Unmasked Estep ConsiderDeletion Score: -17797144.000000 Penalty: 18994.255859 Iteration 86Q: 34 clusters Score -1.779714e+07 nChanged 1102 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 27631 members Mstep: Class 2 contains 18929 members Mstep: Class 3 contains 5750 members Mstep: Class 4 contains 2048 members Mstep: Class 5 contains 4406 members Mstep: Class 6 contains 3326 members Mstep: Class 7 contains 2945 members Mstep: Class 8 contains 1171 members Mstep: Class 9 contains 386 members Mstep: Class 10 contains 4441 members Mstep: Class 11 contains 16592 members Mstep: Class 12 contains 5703 members Mstep: Class 13 contains 817 members Mstep: Class 14 contains 141 members Mstep: Class 15 contains 5306 members Mstep: Class 16 contains 896 members Mstep: Class 17 contains 1552 members Mstep: Class 19 contains 421 members Mstep: Class 20 contains 9262 members Mstep: Class 21 contains 102940 members Mstep: Class 22 contains 1688 members Mstep: Class 23 contains 2217 members Mstep: Class 24 contains 2462 members Mstep: Class 25 contains 4510 members Mstep: Class 26 contains 7277 members Mstep: Class 27 contains 57799 members Mstep: Class 28 contains 2524 members Mstep: Class 29 contains 193 members Mstep: Class 30 contains 2407 members Mstep: Class 31 contains 2697 members Mstep: Class 32 contains 597 members Mstep: Class 33 contains 1388 members Mstep: Class 34 contains 11346 members Entering Unmasked Estep ConsiderDeletion Score: -17797150.000000 Penalty: 18994.255859 Iteration 87Q: 34 clusters Score -1.779715e+07 nChanged 977 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 27687 members Mstep: Class 2 contains 18901 members Mstep: Class 3 contains 5707 members Mstep: Class 4 contains 2061 members Mstep: Class 5 contains 4377 members Mstep: Class 6 contains 3251 members Mstep: Class 7 contains 2967 members Mstep: Class 8 contains 1162 members Mstep: Class 9 contains 385 members Mstep: Class 10 contains 4449 members Mstep: Class 11 contains 16594 members Mstep: Class 12 contains 5698 members Mstep: Class 13 contains 822 members Mstep: Class 14 contains 141 members Mstep: Class 15 contains 5323 members Mstep: Class 16 contains 920 members Mstep: Class 17 contains 1544 members Mstep: Class 19 contains 420 members Mstep: Class 20 contains 9216 members Mstep: Class 21 contains 102895 members Mstep: Class 22 contains 1679 members Mstep: Class 23 contains 2219 members Mstep: Class 24 contains 2470 members Mstep: Class 25 contains 4470 members Mstep: Class 26 contains 7255 members Mstep: Class 27 contains 57847 members Mstep: Class 28 contains 2606 members Mstep: Class 29 contains 193 members Mstep: Class 30 contains 2449 members Mstep: Class 31 contains 2738 members Mstep: Class 32 contains 595 members Mstep: Class 33 contains 1391 members Mstep: Class 34 contains 11336 members Entering Unmasked Estep ConsiderDeletion Score: -17797280.000000 Penalty: 18994.255859 Iteration 88Q: 34 clusters Score -1.779728e+07 nChanged 924 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 27730 members Mstep: Class 2 contains 18875 members Mstep: Class 3 contains 5665 members Mstep: Class 4 contains 2080 members Mstep: Class 5 contains 4365 members Mstep: Class 6 contains 3164 members Mstep: Class 7 contains 2996 members Mstep: Class 8 contains 1157 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 4470 members Mstep: Class 11 contains 16569 members Mstep: Class 12 contains 5697 members Mstep: Class 13 contains 831 members Mstep: Class 14 contains 141 members Mstep: Class 15 contains 5344 members Mstep: Class 16 contains 942 members Mstep: Class 17 contains 1546 members Mstep: Class 19 contains 419 members Mstep: Class 20 contains 9169 members Mstep: Class 21 contains 102855 members Mstep: Class 22 contains 1675 members Mstep: Class 23 contains 2222 members Mstep: Class 24 contains 2475 members Mstep: Class 25 contains 4430 members Mstep: Class 26 contains 7209 members Mstep: Class 27 contains 57883 members Mstep: Class 28 contains 2699 members Mstep: Class 29 contains 193 members Mstep: Class 30 contains 2496 members Mstep: Class 31 contains 2781 members Mstep: Class 32 contains 593 members Mstep: Class 33 contains 1391 members Mstep: Class 34 contains 11323 members Entering Unmasked Estep ConsiderDeletion Score: -17797316.000000 Penalty: 18994.255859 Iteration 89Q: 34 clusters Score -1.779732e+07 nChanged 860 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 27762 members Mstep: Class 2 contains 18843 members Mstep: Class 3 contains 5612 members Mstep: Class 4 contains 2101 members Mstep: Class 5 contains 4349 members Mstep: Class 6 contains 3087 members Mstep: Class 7 contains 3033 members Mstep: Class 8 contains 1150 members Mstep: Class 9 contains 381 members Mstep: Class 10 contains 4494 members Mstep: Class 11 contains 16538 members Mstep: Class 12 contains 5698 members Mstep: Class 13 contains 841 members Mstep: Class 14 contains 141 members Mstep: Class 15 contains 5352 members Mstep: Class 16 contains 959 members Mstep: Class 17 contains 1551 members Mstep: Class 19 contains 418 members Mstep: Class 20 contains 9130 members Mstep: Class 21 contains 102836 members Mstep: Class 22 contains 1671 members Mstep: Class 23 contains 2224 members Mstep: Class 24 contains 2477 members Mstep: Class 25 contains 4390 members Mstep: Class 26 contains 7186 members Mstep: Class 27 contains 57911 members Mstep: Class 28 contains 2791 members Mstep: Class 29 contains 193 members Mstep: Class 30 contains 2538 members Mstep: Class 31 contains 2819 members Mstep: Class 32 contains 592 members Mstep: Class 33 contains 1393 members Mstep: Class 34 contains 11307 members Entering Unmasked Estep ConsiderDeletion Score: -17797542.000000 Penalty: 18994.255859 Iteration 90Q: 34 clusters Score -1.779754e+07 nChanged 848 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 27804 members Mstep: Class 2 contains 18805 members Mstep: Class 3 contains 5546 members Mstep: Class 4 contains 2120 members Mstep: Class 5 contains 4336 members Mstep: Class 6 contains 3025 members Mstep: Class 7 contains 3064 members Mstep: Class 8 contains 1146 members Mstep: Class 9 contains 380 members Mstep: Class 10 contains 4511 members Mstep: Class 11 contains 16525 members Mstep: Class 12 contains 5701 members Mstep: Class 13 contains 847 members Mstep: Class 14 contains 141 members Mstep: Class 15 contains 5367 members Mstep: Class 16 contains 975 members Mstep: Class 17 contains 1553 members Mstep: Class 19 contains 418 members Mstep: Class 20 contains 9092 members Mstep: Class 21 contains 102783 members Mstep: Class 22 contains 1669 members Mstep: Class 23 contains 2225 members Mstep: Class 24 contains 2479 members Mstep: Class 25 contains 4363 members Mstep: Class 26 contains 7172 members Mstep: Class 27 contains 57938 members Mstep: Class 28 contains 2884 members Mstep: Class 29 contains 193 members Mstep: Class 30 contains 2580 members Mstep: Class 31 contains 2856 members Mstep: Class 32 contains 592 members Mstep: Class 33 contains 1393 members Mstep: Class 34 contains 11285 members Entering Unmasked Estep ConsiderDeletion Score: -17797598.000000 Penalty: 18994.255859 Iteration 91Q: 34 clusters Score -1.77976e+07 nChanged 761 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 27833 members Mstep: Class 2 contains 18782 members Mstep: Class 3 contains 5499 members Mstep: Class 4 contains 2135 members Mstep: Class 5 contains 4316 members Mstep: Class 6 contains 2973 members Mstep: Class 7 contains 3083 members Mstep: Class 8 contains 1144 members Mstep: Class 9 contains 380 members Mstep: Class 10 contains 4527 members Mstep: Class 11 contains 16484 members Mstep: Class 12 contains 5700 members Mstep: Class 13 contains 849 members Mstep: Class 14 contains 141 members Mstep: Class 15 contains 5403 members Mstep: Class 16 contains 989 members Mstep: Class 17 contains 1553 members Mstep: Class 19 contains 418 members Mstep: Class 20 contains 9051 members Mstep: Class 21 contains 102747 members Mstep: Class 22 contains 1666 members Mstep: Class 23 contains 2221 members Mstep: Class 24 contains 2481 members Mstep: Class 25 contains 4343 members Mstep: Class 26 contains 7151 members Mstep: Class 27 contains 57957 members Mstep: Class 28 contains 2978 members Mstep: Class 29 contains 193 members Mstep: Class 30 contains 2624 members Mstep: Class 31 contains 2887 members Mstep: Class 32 contains 591 members Mstep: Class 33 contains 1394 members Mstep: Class 34 contains 11275 members Entering Unmasked Estep ConsiderDeletion Score: -17797750.000000 Penalty: 18994.255859 Iteration 92Q: 34 clusters Score -1.779775e+07 nChanged 692 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 27857 members Mstep: Class 2 contains 18770 members Mstep: Class 3 contains 5438 members Mstep: Class 4 contains 2151 members Mstep: Class 5 contains 4298 members Mstep: Class 6 contains 2925 members Mstep: Class 7 contains 3102 members Mstep: Class 8 contains 1141 members Mstep: Class 9 contains 381 members Mstep: Class 10 contains 4536 members Mstep: Class 11 contains 16453 members Mstep: Class 12 contains 5705 members Mstep: Class 13 contains 853 members Mstep: Class 14 contains 141 members Mstep: Class 15 contains 5433 members Mstep: Class 16 contains 997 members Mstep: Class 17 contains 1552 members Mstep: Class 19 contains 416 members Mstep: Class 20 contains 9012 members Mstep: Class 21 contains 102706 members Mstep: Class 22 contains 1662 members Mstep: Class 23 contains 2223 members Mstep: Class 24 contains 2483 members Mstep: Class 25 contains 4330 members Mstep: Class 26 contains 7142 members Mstep: Class 27 contains 57970 members Mstep: Class 28 contains 3077 members Mstep: Class 29 contains 193 members Mstep: Class 30 contains 2654 members Mstep: Class 31 contains 2915 members Mstep: Class 32 contains 593 members Mstep: Class 33 contains 1395 members Mstep: Class 34 contains 11264 members Entering Unmasked Estep ConsiderDeletion Score: -17797786.000000 Penalty: 18994.255859 Iteration 93Q: 34 clusters Score -1.779779e+07 nChanged 703 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 27887 members Mstep: Class 2 contains 18759 members Mstep: Class 3 contains 5383 members Mstep: Class 4 contains 2161 members Mstep: Class 5 contains 4273 members Mstep: Class 6 contains 2884 members Mstep: Class 7 contains 3116 members Mstep: Class 8 contains 1138 members Mstep: Class 9 contains 382 members Mstep: Class 10 contains 4550 members Mstep: Class 11 contains 16405 members Mstep: Class 12 contains 5708 members Mstep: Class 13 contains 852 members Mstep: Class 14 contains 141 members Mstep: Class 15 contains 5455 members Mstep: Class 16 contains 1002 members Mstep: Class 17 contains 1558 members Mstep: Class 19 contains 416 members Mstep: Class 20 contains 8974 members Mstep: Class 21 contains 102691 members Mstep: Class 22 contains 1661 members Mstep: Class 23 contains 2220 members Mstep: Class 24 contains 2484 members Mstep: Class 25 contains 4314 members Mstep: Class 26 contains 7138 members Mstep: Class 27 contains 57988 members Mstep: Class 28 contains 3169 members Mstep: Class 29 contains 193 members Mstep: Class 30 contains 2668 members Mstep: Class 31 contains 2956 members Mstep: Class 32 contains 591 members Mstep: Class 33 contains 1397 members Mstep: Class 34 contains 11254 members Entering Unmasked Estep ConsiderDeletion Score: -17797898.000000 Penalty: 18994.255859 Iteration 94Q: 34 clusters Score -1.77979e+07 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 27895 members Mstep: Class 2 contains 18750 members Mstep: Class 3 contains 5335 members Mstep: Class 4 contains 2170 members Mstep: Class 5 contains 4264 members Mstep: Class 6 contains 2839 members Mstep: Class 7 contains 3142 members Mstep: Class 8 contains 1136 members Mstep: Class 9 contains 382 members Mstep: Class 10 contains 4565 members Mstep: Class 11 contains 16365 members Mstep: Class 12 contains 5700 members Mstep: Class 13 contains 852 members Mstep: Class 14 contains 141 members Mstep: Class 15 contains 5470 members Mstep: Class 16 contains 1007 members Mstep: Class 17 contains 1556 members Mstep: Class 19 contains 416 members Mstep: Class 20 contains 8932 members Mstep: Class 21 contains 102699 members Mstep: Class 22 contains 1663 members Mstep: Class 23 contains 2221 members Mstep: Class 24 contains 2485 members Mstep: Class 25 contains 4298 members Mstep: Class 26 contains 7129 members Mstep: Class 27 contains 58004 members Mstep: Class 28 contains 3251 members Mstep: Class 29 contains 193 members Mstep: Class 30 contains 2689 members Mstep: Class 31 contains 2989 members Mstep: Class 32 contains 586 members Mstep: Class 33 contains 1400 members Mstep: Class 34 contains 11244 members Entering Unmasked Estep ConsiderDeletion Score: -17798010.000000 Penalty: 18994.255859 Iteration 95Q: 34 clusters Score -1.779801e+07 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 27892 members Mstep: Class 2 contains 18746 members Mstep: Class 3 contains 5303 members Mstep: Class 4 contains 2195 members Mstep: Class 5 contains 4260 members Mstep: Class 6 contains 2795 members Mstep: Class 7 contains 3164 members Mstep: Class 8 contains 1133 members Mstep: Class 9 contains 382 members Mstep: Class 10 contains 4581 members Mstep: Class 11 contains 16321 members Mstep: Class 12 contains 5694 members Mstep: Class 13 contains 852 members Mstep: Class 14 contains 141 members Mstep: Class 15 contains 5482 members Mstep: Class 16 contains 1013 members Mstep: Class 17 contains 1557 members Mstep: Class 19 contains 416 members Mstep: Class 20 contains 8897 members Mstep: Class 21 contains 102692 members Mstep: Class 22 contains 1663 members Mstep: Class 23 contains 2221 members Mstep: Class 24 contains 2487 members Mstep: Class 25 contains 4273 members Mstep: Class 26 contains 7117 members Mstep: Class 27 contains 58025 members Mstep: Class 28 contains 3336 members Mstep: Class 29 contains 193 members Mstep: Class 30 contains 2703 members Mstep: Class 31 contains 3017 members Mstep: Class 32 contains 580 members Mstep: Class 33 contains 1403 members Mstep: Class 34 contains 11234 members Entering Unmasked Estep ConsiderDeletion Score: -17798078.000000 Penalty: 18994.255859 Iteration 96Q: 34 clusters Score -1.779808e+07 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 27886 members Mstep: Class 2 contains 18743 members Mstep: Class 3 contains 5275 members Mstep: Class 4 contains 2220 members Mstep: Class 5 contains 4253 members Mstep: Class 6 contains 2752 members Mstep: Class 7 contains 3188 members Mstep: Class 8 contains 1133 members Mstep: Class 9 contains 382 members Mstep: Class 10 contains 4600 members Mstep: Class 11 contains 16275 members Mstep: Class 12 contains 5695 members Mstep: Class 13 contains 854 members Mstep: Class 14 contains 141 members Mstep: Class 15 contains 5501 members Mstep: Class 16 contains 1016 members Mstep: Class 17 contains 1558 members Mstep: Class 19 contains 416 members Mstep: Class 20 contains 8872 members Mstep: Class 21 contains 102693 members Mstep: Class 22 contains 1664 members Mstep: Class 23 contains 2219 members Mstep: Class 24 contains 2489 members Mstep: Class 25 contains 4251 members Mstep: Class 26 contains 7094 members Mstep: Class 27 contains 58035 members Mstep: Class 28 contains 3413 members Mstep: Class 29 contains 193 members Mstep: Class 30 contains 2716 members Mstep: Class 31 contains 3037 members Mstep: Class 32 contains 575 members Mstep: Class 33 contains 1403 members Mstep: Class 34 contains 11226 members Entering Unmasked Estep ConsiderDeletion Score: -17798084.000000 Penalty: 18994.255859 Iteration 97Q: 34 clusters Score -1.779808e+07 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 27881 members Mstep: Class 2 contains 18748 members Mstep: Class 3 contains 5252 members Mstep: Class 4 contains 2248 members Mstep: Class 5 contains 4249 members Mstep: Class 6 contains 2700 members Mstep: Class 7 contains 3206 members Mstep: Class 8 contains 1131 members Mstep: Class 9 contains 382 members Mstep: Class 10 contains 4620 members Mstep: Class 11 contains 16256 members Mstep: Class 12 contains 5699 members Mstep: Class 13 contains 859 members Mstep: Class 14 contains 141 members Mstep: Class 15 contains 5515 members Mstep: Class 16 contains 1018 members Mstep: Class 17 contains 1560 members Mstep: Class 19 contains 416 members Mstep: Class 20 contains 8850 members Mstep: Class 21 contains 102679 members Mstep: Class 22 contains 1665 members Mstep: Class 23 contains 2211 members Mstep: Class 24 contains 2489 members Mstep: Class 25 contains 4223 members Mstep: Class 26 contains 7074 members Mstep: Class 27 contains 58046 members Mstep: Class 28 contains 3485 members Mstep: Class 29 contains 193 members Mstep: Class 30 contains 2721 members Mstep: Class 31 contains 3052 members Mstep: Class 32 contains 575 members Mstep: Class 33 contains 1402 members Mstep: Class 34 contains 11222 members Entering Unmasked Estep ConsiderDeletion Score: -17798114.000000 Penalty: 18994.255859 Iteration 98Q: 34 clusters Score -1.779811e+07 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 27881 members Mstep: Class 2 contains 18745 members Mstep: Class 3 contains 5227 members Mstep: Class 4 contains 2267 members Mstep: Class 5 contains 4236 members Mstep: Class 6 contains 2649 members Mstep: Class 7 contains 3226 members Mstep: Class 8 contains 1127 members Mstep: Class 9 contains 382 members Mstep: Class 10 contains 4638 members Mstep: Class 11 contains 16242 members Mstep: Class 12 contains 5699 members Mstep: Class 13 contains 865 members Mstep: Class 14 contains 141 members Mstep: Class 15 contains 5518 members Mstep: Class 16 contains 1021 members Mstep: Class 17 contains 1559 members Mstep: Class 19 contains 416 members Mstep: Class 20 contains 8832 members Mstep: Class 21 contains 102678 members Mstep: Class 22 contains 1669 members Mstep: Class 23 contains 2198 members Mstep: Class 24 contains 2489 members Mstep: Class 25 contains 4196 members Mstep: Class 26 contains 7051 members Mstep: Class 27 contains 58056 members Mstep: Class 28 contains 3564 members Mstep: Class 29 contains 193 members Mstep: Class 30 contains 2727 members Mstep: Class 31 contains 3081 members Mstep: Class 32 contains 575 members Mstep: Class 33 contains 1402 members Mstep: Class 34 contains 11218 members Entering Unmasked Estep ConsiderDeletion Score: -17798202.000000 Penalty: 18994.255859 Iteration 99Q: 34 clusters Score -1.77982e+07 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 27879 members Mstep: Class 2 contains 18747 members Mstep: Class 3 contains 5200 members Mstep: Class 4 contains 2283 members Mstep: Class 5 contains 4227 members Mstep: Class 6 contains 2596 members Mstep: Class 7 contains 3251 members Mstep: Class 8 contains 1128 members Mstep: Class 9 contains 382 members Mstep: Class 10 contains 4661 members Mstep: Class 11 contains 16183 members Mstep: Class 12 contains 5697 members Mstep: Class 13 contains 869 members Mstep: Class 14 contains 141 members Mstep: Class 15 contains 5526 members Mstep: Class 16 contains 1023 members Mstep: Class 17 contains 1559 members Mstep: Class 19 contains 417 members Mstep: Class 20 contains 8819 members Mstep: Class 21 contains 102678 members Mstep: Class 22 contains 1669 members Mstep: Class 23 contains 2186 members Mstep: Class 24 contains 2490 members Mstep: Class 25 contains 4174 members Mstep: Class 26 contains 7031 members Mstep: Class 27 contains 58064 members Mstep: Class 28 contains 3663 members Mstep: Class 29 contains 193 members Mstep: Class 30 contains 2729 members Mstep: Class 31 contains 3108 members Mstep: Class 32 contains 578 members Mstep: Class 33 contains 1402 members Mstep: Class 34 contains 11215 members Entering Unmasked Estep ConsiderDeletion Score: -17798236.000000 Penalty: 18994.255859 Iteration 100F: 34 clusters Score -1.779824e+07 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 27885 members Mstep: Class 2 contains 18749 members Mstep: Class 3 contains 5166 members Mstep: Class 4 contains 2300 members Mstep: Class 5 contains 4226 members Mstep: Class 6 contains 2555 members Mstep: Class 7 contains 3286 members Mstep: Class 8 contains 1126 members Mstep: Class 9 contains 378 members Mstep: Class 10 contains 4682 members Mstep: Class 11 contains 16108 members Mstep: Class 12 contains 5698 members Mstep: Class 13 contains 869 members Mstep: Class 14 contains 141 members Mstep: Class 15 contains 5539 members Mstep: Class 16 contains 1030 members Mstep: Class 17 contains 1557 members Mstep: Class 19 contains 417 members Mstep: Class 20 contains 8808 members Mstep: Class 21 contains 102681 members Mstep: Class 22 contains 1675 members Mstep: Class 23 contains 2172 members Mstep: Class 24 contains 2494 members Mstep: Class 25 contains 4151 members Mstep: Class 26 contains 6995 members Mstep: Class 27 contains 58067 members Mstep: Class 28 contains 3757 members Mstep: Class 29 contains 193 members Mstep: Class 30 contains 2731 members Mstep: Class 31 contains 3136 members Mstep: Class 32 contains 579 members Mstep: Class 33 contains 1402 members Mstep: Class 34 contains 11216 members Entering Unmasked Estep ConsiderDeletion Score: -17798356.000000 Penalty: 18994.255859 Iteration 101Q: 34 clusters Score -1.779836e+07 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 27880 members Mstep: Class 2 contains 18740 members Mstep: Class 3 contains 5126 members Mstep: Class 4 contains 2319 members Mstep: Class 5 contains 4224 members Mstep: Class 6 contains 2517 members Mstep: Class 7 contains 3324 members Mstep: Class 8 contains 1125 members Mstep: Class 9 contains 377 members Mstep: Class 10 contains 4692 members Mstep: Class 11 contains 16032 members Mstep: Class 12 contains 5695 members Mstep: Class 13 contains 870 members Mstep: Class 14 contains 141 members Mstep: Class 15 contains 5560 members Mstep: Class 16 contains 1033 members Mstep: Class 17 contains 1554 members Mstep: Class 19 contains 417 members Mstep: Class 20 contains 8798 members Mstep: Class 21 contains 102700 members Mstep: Class 22 contains 1680 members Mstep: Class 23 contains 2167 members Mstep: Class 24 contains 2497 members Mstep: Class 25 contains 4135 members Mstep: Class 26 contains 6973 members Mstep: Class 27 contains 58077 members Mstep: Class 28 contains 3838 members Mstep: Class 29 contains 193 members Mstep: Class 30 contains 2730 members Mstep: Class 31 contains 3161 members Mstep: Class 32 contains 577 members Mstep: Class 33 contains 1400 members Mstep: Class 34 contains 11217 members Entering Unmasked Estep ConsiderDeletion Score: -17798400.000000 Penalty: 18994.255859 Iteration 102Q: 34 clusters Score -1.77984e+07 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 27868 members Mstep: Class 2 contains 18733 members Mstep: Class 3 contains 5103 members Mstep: Class 4 contains 2333 members Mstep: Class 5 contains 4225 members Mstep: Class 6 contains 2489 members Mstep: Class 7 contains 3377 members Mstep: Class 8 contains 1123 members Mstep: Class 9 contains 377 members Mstep: Class 10 contains 4699 members Mstep: Class 11 contains 15947 members Mstep: Class 12 contains 5686 members Mstep: Class 13 contains 871 members Mstep: Class 14 contains 141 members Mstep: Class 15 contains 5579 members Mstep: Class 16 contains 1033 members Mstep: Class 17 contains 1558 members Mstep: Class 19 contains 417 members Mstep: Class 20 contains 8784 members Mstep: Class 21 contains 102728 members Mstep: Class 22 contains 1682 members Mstep: Class 23 contains 2164 members Mstep: Class 24 contains 2496 members Mstep: Class 25 contains 4127 members Mstep: Class 26 contains 6924 members Mstep: Class 27 contains 58087 members Mstep: Class 28 contains 3914 members Mstep: Class 29 contains 193 members Mstep: Class 30 contains 2733 members Mstep: Class 31 contains 3182 members Mstep: Class 32 contains 575 members Mstep: Class 33 contains 1402 members Mstep: Class 34 contains 11219 members Entering Unmasked Estep ConsiderDeletion Score: -17798482.000000 Penalty: 18994.255859 Iteration 103Q: 34 clusters Score -1.779848e+07 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 27858 members Mstep: Class 2 contains 18728 members Mstep: Class 3 contains 5068 members Mstep: Class 4 contains 2343 members Mstep: Class 5 contains 4224 members Mstep: Class 6 contains 2458 members Mstep: Class 7 contains 3436 members Mstep: Class 8 contains 1121 members Mstep: Class 9 contains 377 members Mstep: Class 10 contains 4703 members Mstep: Class 11 contains 15895 members Mstep: Class 12 contains 5680 members Mstep: Class 13 contains 871 members Mstep: Class 14 contains 141 members Mstep: Class 15 contains 5591 members Mstep: Class 16 contains 1033 members Mstep: Class 17 contains 1565 members Mstep: Class 19 contains 417 members Mstep: Class 20 contains 8770 members Mstep: Class 21 contains 102739 members Mstep: Class 22 contains 1685 members Mstep: Class 23 contains 2163 members Mstep: Class 24 contains 2498 members Mstep: Class 25 contains 4117 members Mstep: Class 26 contains 6878 members Mstep: Class 27 contains 58099 members Mstep: Class 28 contains 3983 members Mstep: Class 29 contains 193 members Mstep: Class 30 contains 2734 members Mstep: Class 31 contains 3209 members Mstep: Class 32 contains 574 members Mstep: Class 33 contains 1401 members Mstep: Class 34 contains 11217 members Entering Unmasked Estep ConsiderDeletion Score: -17798564.000000 Penalty: 18994.255859 Iteration 104Q: 34 clusters Score -1.779856e+07 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 27849 members Mstep: Class 2 contains 18723 members Mstep: Class 3 contains 5023 members Mstep: Class 4 contains 2352 members Mstep: Class 5 contains 4225 members Mstep: Class 6 contains 2430 members Mstep: Class 7 contains 3502 members Mstep: Class 8 contains 1121 members Mstep: Class 9 contains 377 members Mstep: Class 10 contains 4717 members Mstep: Class 11 contains 15835 members Mstep: Class 12 contains 5672 members Mstep: Class 13 contains 873 members Mstep: Class 14 contains 141 members Mstep: Class 15 contains 5599 members Mstep: Class 16 contains 1036 members Mstep: Class 17 contains 1576 members Mstep: Class 19 contains 417 members Mstep: Class 20 contains 8761 members Mstep: Class 21 contains 102757 members Mstep: Class 22 contains 1691 members Mstep: Class 23 contains 2158 members Mstep: Class 24 contains 2496 members Mstep: Class 25 contains 4104 members Mstep: Class 26 contains 6821 members Mstep: Class 27 contains 58110 members Mstep: Class 28 contains 4045 members Mstep: Class 29 contains 193 members Mstep: Class 30 contains 2739 members Mstep: Class 31 contains 3239 members Mstep: Class 32 contains 572 members Mstep: Class 33 contains 1400 members Mstep: Class 34 contains 11215 members Entering Unmasked Estep ConsiderDeletion Score: -17798714.000000 Penalty: 18994.255859 Iteration 105Q: 34 clusters Score -1.779871e+07 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 27835 members Mstep: Class 2 contains 18711 members Mstep: Class 3 contains 4990 members Mstep: Class 4 contains 2362 members Mstep: Class 5 contains 4229 members Mstep: Class 6 contains 2402 members Mstep: Class 7 contains 3566 members Mstep: Class 8 contains 1119 members Mstep: Class 9 contains 377 members Mstep: Class 10 contains 4736 members Mstep: Class 11 contains 15774 members Mstep: Class 12 contains 5660 members Mstep: Class 13 contains 875 members Mstep: Class 14 contains 141 members Mstep: Class 15 contains 5604 members Mstep: Class 16 contains 1037 members Mstep: Class 17 contains 1588 members Mstep: Class 19 contains 417 members Mstep: Class 20 contains 8749 members Mstep: Class 21 contains 102775 members Mstep: Class 22 contains 1706 members Mstep: Class 23 contains 2150 members Mstep: Class 24 contains 2497 members Mstep: Class 25 contains 4087 members Mstep: Class 26 contains 6776 members Mstep: Class 27 contains 58113 members Mstep: Class 28 contains 4100 members Mstep: Class 29 contains 193 members Mstep: Class 30 contains 2734 members Mstep: Class 31 contains 3273 members Mstep: Class 32 contains 571 members Mstep: Class 33 contains 1401 members Mstep: Class 34 contains 11221 members Entering Unmasked Estep ConsiderDeletion Score: -17798864.000000 Penalty: 18994.255859 Iteration 106Q: 34 clusters Score -1.779886e+07 nChanged 665 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 27822 members Mstep: Class 2 contains 18681 members Mstep: Class 3 contains 4961 members Mstep: Class 4 contains 2370 members Mstep: Class 5 contains 4237 members Mstep: Class 6 contains 2369 members Mstep: Class 7 contains 3647 members Mstep: Class 8 contains 1116 members Mstep: Class 9 contains 376 members Mstep: Class 10 contains 4762 members Mstep: Class 11 contains 15730 members Mstep: Class 12 contains 5626 members Mstep: Class 13 contains 881 members Mstep: Class 14 contains 141 members Mstep: Class 15 contains 5612 members Mstep: Class 16 contains 1039 members Mstep: Class 17 contains 1587 members Mstep: Class 19 contains 417 members Mstep: Class 20 contains 8736 members Mstep: Class 21 contains 102793 members Mstep: Class 22 contains 1722 members Mstep: Class 23 contains 2139 members Mstep: Class 24 contains 2497 members Mstep: Class 25 contains 4063 members Mstep: Class 26 contains 6748 members Mstep: Class 27 contains 58119 members Mstep: Class 28 contains 4153 members Mstep: Class 29 contains 193 members Mstep: Class 30 contains 2722 members Mstep: Class 31 contains 3309 members Mstep: Class 32 contains 571 members Mstep: Class 33 contains 1401 members Mstep: Class 34 contains 11229 members Entering Unmasked Estep ConsiderDeletion Score: -17798966.000000 Penalty: 18994.255859 Iteration 107Q: 34 clusters Score -1.779897e+07 nChanged 703 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 27816 members Mstep: Class 2 contains 18656 members Mstep: Class 3 contains 4942 members Mstep: Class 4 contains 2377 members Mstep: Class 5 contains 4242 members Mstep: Class 6 contains 2346 members Mstep: Class 7 contains 3733 members Mstep: Class 8 contains 1113 members Mstep: Class 9 contains 377 members Mstep: Class 10 contains 4784 members Mstep: Class 11 contains 15666 members Mstep: Class 12 contains 5588 members Mstep: Class 13 contains 881 members Mstep: Class 14 contains 141 members Mstep: Class 15 contains 5621 members Mstep: Class 16 contains 1043 members Mstep: Class 17 contains 1586 members Mstep: Class 19 contains 418 members Mstep: Class 20 contains 8710 members Mstep: Class 21 contains 102805 members Mstep: Class 22 contains 1737 members Mstep: Class 23 contains 2130 members Mstep: Class 24 contains 2498 members Mstep: Class 25 contains 4030 members Mstep: Class 26 contains 6750 members Mstep: Class 27 contains 58122 members Mstep: Class 28 contains 4213 members Mstep: Class 29 contains 193 members Mstep: Class 30 contains 2698 members Mstep: Class 31 contains 3347 members Mstep: Class 32 contains 570 members Mstep: Class 33 contains 1400 members Mstep: Class 34 contains 11236 members Entering Unmasked Estep ConsiderDeletion Score: -17799052.000000 Penalty: 18994.255859 Iteration 108Q: 34 clusters Score -1.779905e+07 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 27818 members Mstep: Class 2 contains 18637 members Mstep: Class 3 contains 4920 members Mstep: Class 4 contains 2382 members Mstep: Class 5 contains 4242 members Mstep: Class 6 contains 2330 members Mstep: Class 7 contains 3794 members Mstep: Class 8 contains 1112 members Mstep: Class 9 contains 378 members Mstep: Class 10 contains 4801 members Mstep: Class 11 contains 15596 members Mstep: Class 12 contains 5554 members Mstep: Class 13 contains 883 members Mstep: Class 14 contains 141 members Mstep: Class 15 contains 5617 members Mstep: Class 16 contains 1047 members Mstep: Class 17 contains 1585 members Mstep: Class 19 contains 418 members Mstep: Class 20 contains 8686 members Mstep: Class 21 contains 102808 members Mstep: Class 22 contains 1746 members Mstep: Class 23 contains 2128 members Mstep: Class 24 contains 2500 members Mstep: Class 25 contains 4010 members Mstep: Class 26 contains 6770 members Mstep: Class 27 contains 58119 members Mstep: Class 28 contains 4277 members Mstep: Class 29 contains 193 members Mstep: Class 30 contains 2687 members Mstep: Class 31 contains 3381 members Mstep: Class 32 contains 570 members Mstep: Class 33 contains 1399 members Mstep: Class 34 contains 11240 members Entering Unmasked Estep ConsiderDeletion Score: -17799116.000000 Penalty: 18994.255859 Iteration 109Q: 34 clusters Score -1.779912e+07 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 27813 members Mstep: Class 2 contains 18612 members Mstep: Class 3 contains 4908 members Mstep: Class 4 contains 2379 members Mstep: Class 5 contains 4242 members Mstep: Class 6 contains 2311 members Mstep: Class 7 contains 3832 members Mstep: Class 8 contains 1116 members Mstep: Class 9 contains 379 members Mstep: Class 10 contains 4810 members Mstep: Class 11 contains 15545 members Mstep: Class 12 contains 5523 members Mstep: Class 13 contains 884 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5613 members Mstep: Class 16 contains 1049 members Mstep: Class 17 contains 1582 members Mstep: Class 19 contains 417 members Mstep: Class 20 contains 8667 members Mstep: Class 21 contains 102828 members Mstep: Class 22 contains 1761 members Mstep: Class 23 contains 2123 members Mstep: Class 24 contains 2501 members Mstep: Class 25 contains 3990 members Mstep: Class 26 contains 6806 members Mstep: Class 27 contains 58122 members Mstep: Class 28 contains 4326 members Mstep: Class 29 contains 193 members Mstep: Class 30 contains 2676 members Mstep: Class 31 contains 3412 members Mstep: Class 32 contains 569 members Mstep: Class 33 contains 1398 members Mstep: Class 34 contains 11240 members Entering Unmasked Estep ConsiderDeletion Score: -17799068.000000 Penalty: 18994.255859 Iteration 110Q: 34 clusters Score -1.779907e+07 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 27807 members Mstep: Class 2 contains 18593 members Mstep: Class 3 contains 4909 members Mstep: Class 4 contains 2381 members Mstep: Class 5 contains 4249 members Mstep: Class 6 contains 2286 members Mstep: Class 7 contains 3861 members Mstep: Class 8 contains 1116 members Mstep: Class 9 contains 380 members Mstep: Class 10 contains 4834 members Mstep: Class 11 contains 15512 members Mstep: Class 12 contains 5493 members Mstep: Class 13 contains 888 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5602 members Mstep: Class 16 contains 1054 members Mstep: Class 17 contains 1585 members Mstep: Class 19 contains 416 members Mstep: Class 20 contains 8645 members Mstep: Class 21 contains 102836 members Mstep: Class 22 contains 1776 members Mstep: Class 23 contains 2122 members Mstep: Class 24 contains 2501 members Mstep: Class 25 contains 3958 members Mstep: Class 26 contains 6833 members Mstep: Class 27 contains 58116 members Mstep: Class 28 contains 4365 members Mstep: Class 29 contains 193 members Mstep: Class 30 contains 2665 members Mstep: Class 31 contains 3439 members Mstep: Class 32 contains 569 members Mstep: Class 33 contains 1398 members Mstep: Class 34 contains 11245 members Entering Unmasked Estep ConsiderDeletion Score: -17799160.000000 Penalty: 18994.255859 Iteration 111Q: 34 clusters Score -1.779916e+07 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 27801 members Mstep: Class 2 contains 18572 members Mstep: Class 3 contains 4902 members Mstep: Class 4 contains 2384 members Mstep: Class 5 contains 4252 members Mstep: Class 6 contains 2259 members Mstep: Class 7 contains 3884 members Mstep: Class 8 contains 1119 members Mstep: Class 9 contains 379 members Mstep: Class 10 contains 4857 members Mstep: Class 11 contains 15498 members Mstep: Class 12 contains 5494 members Mstep: Class 13 contains 891 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5584 members Mstep: Class 16 contains 1061 members Mstep: Class 17 contains 1589 members Mstep: Class 19 contains 416 members Mstep: Class 20 contains 8623 members Mstep: Class 21 contains 102837 members Mstep: Class 22 contains 1781 members Mstep: Class 23 contains 2124 members Mstep: Class 24 contains 2501 members Mstep: Class 25 contains 3926 members Mstep: Class 26 contains 6866 members Mstep: Class 27 contains 58094 members Mstep: Class 28 contains 4406 members Mstep: Class 29 contains 193 members Mstep: Class 30 contains 2655 members Mstep: Class 31 contains 3462 members Mstep: Class 32 contains 569 members Mstep: Class 33 contains 1398 members Mstep: Class 34 contains 11250 members Entering Unmasked Estep ConsiderDeletion Score: -17799142.000000 Penalty: 18994.255859 Iteration 112Q: 34 clusters Score -1.779914e+07 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 27799 members Mstep: Class 2 contains 18558 members Mstep: Class 3 contains 4901 members Mstep: Class 4 contains 2385 members Mstep: Class 5 contains 4255 members Mstep: Class 6 contains 2238 members Mstep: Class 7 contains 3914 members Mstep: Class 8 contains 1122 members Mstep: Class 9 contains 379 members Mstep: Class 10 contains 4873 members Mstep: Class 11 contains 15479 members Mstep: Class 12 contains 5487 members Mstep: Class 13 contains 890 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5567 members Mstep: Class 16 contains 1071 members Mstep: Class 17 contains 1587 members Mstep: Class 19 contains 416 members Mstep: Class 20 contains 8599 members Mstep: Class 21 contains 102847 members Mstep: Class 22 contains 1784 members Mstep: Class 23 contains 2125 members Mstep: Class 24 contains 2501 members Mstep: Class 25 contains 3900 members Mstep: Class 26 contains 6874 members Mstep: Class 27 contains 58081 members Mstep: Class 28 contains 4438 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2653 members Mstep: Class 31 contains 3492 members Mstep: Class 32 contains 569 members Mstep: Class 33 contains 1398 members Mstep: Class 34 contains 11251 members Entering Unmasked Estep ConsiderDeletion Score: -17799152.000000 Penalty: 18994.255859 Iteration 113Q: 34 clusters Score -1.779915e+07 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 27798 members Mstep: Class 2 contains 18557 members Mstep: Class 3 contains 4894 members Mstep: Class 4 contains 2389 members Mstep: Class 5 contains 4260 members Mstep: Class 6 contains 2224 members Mstep: Class 7 contains 3941 members Mstep: Class 8 contains 1121 members Mstep: Class 9 contains 379 members Mstep: Class 10 contains 4886 members Mstep: Class 11 contains 15444 members Mstep: Class 12 contains 5484 members Mstep: Class 13 contains 891 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5558 members Mstep: Class 16 contains 1074 members Mstep: Class 17 contains 1591 members Mstep: Class 19 contains 416 members Mstep: Class 20 contains 8572 members Mstep: Class 21 contains 102856 members Mstep: Class 22 contains 1795 members Mstep: Class 23 contains 2125 members Mstep: Class 24 contains 2501 members Mstep: Class 25 contains 3876 members Mstep: Class 26 contains 6890 members Mstep: Class 27 contains 58062 members Mstep: Class 28 contains 4470 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2648 members Mstep: Class 31 contains 3516 members Mstep: Class 32 contains 569 members Mstep: Class 33 contains 1398 members Mstep: Class 34 contains 11248 members Entering Unmasked Estep ConsiderDeletion Score: -17799162.000000 Penalty: 18994.255859 Iteration 114Q: 34 clusters Score -1.779916e+07 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 27788 members Mstep: Class 2 contains 18545 members Mstep: Class 3 contains 4896 members Mstep: Class 4 contains 2399 members Mstep: Class 5 contains 4266 members Mstep: Class 6 contains 2205 members Mstep: Class 7 contains 3950 members Mstep: Class 8 contains 1121 members Mstep: Class 9 contains 380 members Mstep: Class 10 contains 4896 members Mstep: Class 11 contains 15423 members Mstep: Class 12 contains 5484 members Mstep: Class 13 contains 892 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5561 members Mstep: Class 16 contains 1078 members Mstep: Class 17 contains 1594 members Mstep: Class 19 contains 416 members Mstep: Class 20 contains 8554 members Mstep: Class 21 contains 102863 members Mstep: Class 22 contains 1805 members Mstep: Class 23 contains 2121 members Mstep: Class 24 contains 2501 members Mstep: Class 25 contains 3849 members Mstep: Class 26 contains 6904 members Mstep: Class 27 contains 58057 members Mstep: Class 28 contains 4496 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2645 members Mstep: Class 31 contains 3529 members Mstep: Class 32 contains 570 members Mstep: Class 33 contains 1398 members Mstep: Class 34 contains 11247 members Entering Unmasked Estep ConsiderDeletion Score: -17799208.000000 Penalty: 18994.255859 Iteration 115Q: 34 clusters Score -1.779921e+07 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 27778 members Mstep: Class 2 contains 18535 members Mstep: Class 3 contains 4900 members Mstep: Class 4 contains 2406 members Mstep: Class 5 contains 4269 members Mstep: Class 6 contains 2188 members Mstep: Class 7 contains 3959 members Mstep: Class 8 contains 1120 members Mstep: Class 9 contains 380 members Mstep: Class 10 contains 4912 members Mstep: Class 11 contains 15418 members Mstep: Class 12 contains 5481 members Mstep: Class 13 contains 892 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5562 members Mstep: Class 16 contains 1083 members Mstep: Class 17 contains 1596 members Mstep: Class 19 contains 417 members Mstep: Class 20 contains 8529 members Mstep: Class 21 contains 102865 members Mstep: Class 22 contains 1812 members Mstep: Class 23 contains 2122 members Mstep: Class 24 contains 2500 members Mstep: Class 25 contains 3823 members Mstep: Class 26 contains 6911 members Mstep: Class 27 contains 58052 members Mstep: Class 28 contains 4520 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2643 members Mstep: Class 31 contains 3543 members Mstep: Class 32 contains 569 members Mstep: Class 33 contains 1399 members Mstep: Class 34 contains 11249 members Entering Unmasked Estep ConsiderDeletion Score: -17799214.000000 Penalty: 18994.255859 Iteration 116Q: 34 clusters Score -1.779921e+07 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 27771 members Mstep: Class 2 contains 18527 members Mstep: Class 3 contains 4893 members Mstep: Class 4 contains 2406 members Mstep: Class 5 contains 4268 members Mstep: Class 6 contains 2172 members Mstep: Class 7 contains 3965 members Mstep: Class 8 contains 1120 members Mstep: Class 9 contains 380 members Mstep: Class 10 contains 4930 members Mstep: Class 11 contains 15427 members Mstep: Class 12 contains 5481 members Mstep: Class 13 contains 894 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5560 members Mstep: Class 16 contains 1083 members Mstep: Class 17 contains 1595 members Mstep: Class 19 contains 418 members Mstep: Class 20 contains 8510 members Mstep: Class 21 contains 102868 members Mstep: Class 22 contains 1819 members Mstep: Class 23 contains 2123 members Mstep: Class 24 contains 2500 members Mstep: Class 25 contains 3801 members Mstep: Class 26 contains 6927 members Mstep: Class 27 contains 58040 members Mstep: Class 28 contains 4545 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2641 members Mstep: Class 31 contains 3550 members Mstep: Class 32 contains 566 members Mstep: Class 33 contains 1400 members Mstep: Class 34 contains 11253 members Entering Unmasked Estep ConsiderDeletion Score: -17799238.000000 Penalty: 18994.255859 Iteration 117Q: 34 clusters Score -1.779924e+07 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 27758 members Mstep: Class 2 contains 18526 members Mstep: Class 3 contains 4890 members Mstep: Class 4 contains 2411 members Mstep: Class 5 contains 4272 members Mstep: Class 6 contains 2157 members Mstep: Class 7 contains 3966 members Mstep: Class 8 contains 1121 members Mstep: Class 9 contains 380 members Mstep: Class 10 contains 4942 members Mstep: Class 11 contains 15424 members Mstep: Class 12 contains 5484 members Mstep: Class 13 contains 894 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5554 members Mstep: Class 16 contains 1084 members Mstep: Class 17 contains 1594 members Mstep: Class 19 contains 419 members Mstep: Class 20 contains 8491 members Mstep: Class 21 contains 102878 members Mstep: Class 22 contains 1828 members Mstep: Class 23 contains 2122 members Mstep: Class 24 contains 2500 members Mstep: Class 25 contains 3777 members Mstep: Class 26 contains 6934 members Mstep: Class 27 contains 58036 members Mstep: Class 28 contains 4568 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2639 members Mstep: Class 31 contains 3563 members Mstep: Class 32 contains 565 members Mstep: Class 33 contains 1402 members Mstep: Class 34 contains 11254 members Entering Unmasked Estep ConsiderDeletion Score: -17799236.000000 Penalty: 18994.255859 Iteration 118Q: 34 clusters Score -1.779924e+07 nChanged 220 Entering ConstructFrom: Score: -17799236.000000 Penalty: 18994.255859 Entering ConstructFrom: Trying to split cluster 1 (27751 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27751 members Entering Unmasked Estep Score: -1647801.625000 Penalty: 465.511749 Iteration 0F: 2 clusters Score -1647802 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13806 members Mstep: Class 2 contains 13945 members Entering Unmasked Estep Score: -1629295.875000 Penalty: 931.023499 Iteration 0F: 3 clusters Score -1629296 nChanged 13260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13440 members Mstep: Class 2 contains 14311 members Entering Unmasked Estep Score: -1637673.375000 Penalty: 931.023499 Iteration 1F: 3 clusters Score -1637673 nChanged 1469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13109 members Mstep: Class 2 contains 14642 members Entering Unmasked Estep Score: -1638405.750000 Penalty: 931.023499 Iteration 2F: 3 clusters Score -1638406 nChanged 1527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12634 members Mstep: Class 2 contains 15117 members Entering Unmasked Estep Score: -1639408.250000 Penalty: 931.023499 Iteration 3F: 3 clusters Score -1639408 nChanged 1604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12136 members Mstep: Class 2 contains 15615 members Entering Unmasked Estep Score: -1640543.625000 Penalty: 931.023499 Iteration 4F: 3 clusters Score -1640544 nChanged 1642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11694 members Mstep: Class 2 contains 16057 members Entering Unmasked Estep Score: -1641674.750000 Penalty: 931.023499 Iteration 5F: 3 clusters Score -1641675 nChanged 1540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11414 members Mstep: Class 2 contains 16337 members Entering Unmasked Estep Score: -1642631.125000 Penalty: 931.023499 Iteration 6F: 3 clusters Score -1642631 nChanged 1259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11177 members Mstep: Class 2 contains 16574 members Entering Unmasked Estep Score: -1643222.125000 Penalty: 931.023499 Iteration 7Q: 3 clusters Score -1643222 nChanged 922 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10957 members Mstep: Class 2 contains 16794 members Entering Unmasked Estep Score: -1643521.000000 Penalty: 931.023499 Iteration 8Q: 3 clusters Score -1643521 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10734 members Mstep: Class 2 contains 17017 members Entering Unmasked Estep Score: -1643660.250000 Penalty: 931.023499 Iteration 9Q: 3 clusters Score -1643660 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10501 members Mstep: Class 2 contains 17250 members Entering Unmasked Estep Score: -1643749.625000 Penalty: 931.023499 Iteration 10Q: 3 clusters Score -1643750 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10254 members Mstep: Class 2 contains 17497 members Entering Unmasked Estep Score: -1643840.625000 Penalty: 931.023499 Iteration 11Q: 3 clusters Score -1643841 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9978 members Mstep: Class 2 contains 17773 members Entering Unmasked Estep Score: -1643928.750000 Penalty: 931.023499 Iteration 12Q: 3 clusters Score -1643929 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9670 members Mstep: Class 2 contains 18081 members Entering Unmasked Estep Score: -1644037.750000 Penalty: 931.023499 Iteration 13Q: 3 clusters Score -1644038 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9350 members Mstep: Class 2 contains 18401 members Entering Unmasked Estep Score: -1644156.250000 Penalty: 931.023499 Iteration 14Q: 3 clusters Score -1644156 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9012 members Mstep: Class 2 contains 18739 members Entering Unmasked Estep Score: -1644307.000000 Penalty: 931.023499 Iteration 15Q: 3 clusters Score -1644307 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8626 members Mstep: Class 2 contains 19125 members Entering Unmasked Estep Score: -1644493.375000 Penalty: 931.023499 Iteration 16Q: 3 clusters Score -1644493 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8201 members Mstep: Class 2 contains 19550 members Entering Unmasked Estep Score: -1644757.750000 Penalty: 931.023499 Iteration 17Q: 3 clusters Score -1644758 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7760 members Mstep: Class 2 contains 19991 members Entering Unmasked Estep Score: -1645059.750000 Penalty: 931.023499 Iteration 18Q: 3 clusters Score -1645060 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7326 members Mstep: Class 2 contains 20425 members Entering Unmasked Estep Score: -1645376.125000 Penalty: 931.023499 Iteration 19Q: 3 clusters Score -1645376 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6919 members Mstep: Class 2 contains 20832 members Entering Unmasked Estep Score: -1645677.625000 Penalty: 931.023499 Iteration 20F: 3 clusters Score -1645678 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6550 members Mstep: Class 2 contains 21201 members Entering Unmasked Estep Score: -1645933.625000 Penalty: 931.023499 Iteration 21Q: 3 clusters Score -1645934 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6226 members Mstep: Class 2 contains 21525 members Entering Unmasked Estep Score: -1646136.750000 Penalty: 931.023499 Iteration 22Q: 3 clusters Score -1646137 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5951 members Mstep: Class 2 contains 21800 members Entering Unmasked Estep Score: -1646275.125000 Penalty: 931.023499 Iteration 23Q: 3 clusters Score -1646275 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5741 members Mstep: Class 2 contains 22010 members Entering Unmasked Estep Score: -1646350.750000 Penalty: 931.023499 Iteration 24Q: 3 clusters Score -1646351 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5548 members Mstep: Class 2 contains 22203 members Entering Unmasked Estep Score: -1646419.375000 Penalty: 931.023499 Iteration 25Q: 3 clusters Score -1646419 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5371 members Mstep: Class 2 contains 22380 members Entering Unmasked Estep Score: -1646460.750000 Penalty: 931.023499 Iteration 26Q: 3 clusters Score -1646461 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5201 members Mstep: Class 2 contains 22550 members Entering Unmasked Estep Score: -1646507.250000 Penalty: 931.023499 Iteration 27Q: 3 clusters Score -1646507 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5051 members Mstep: Class 2 contains 22700 members Entering Unmasked Estep Score: -1646552.500000 Penalty: 931.023499 Iteration 28Q: 3 clusters Score -1646552 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4865 members Mstep: Class 2 contains 22886 members Entering Unmasked Estep Score: -1646591.375000 Penalty: 931.023499 Iteration 29Q: 3 clusters Score -1646591 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4701 members Mstep: Class 2 contains 23050 members Entering Unmasked Estep Score: -1646620.125000 Penalty: 931.023499 Iteration 30Q: 3 clusters Score -1646620 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4536 members Mstep: Class 2 contains 23215 members Entering Unmasked Estep Score: -1646637.500000 Penalty: 931.023499 Iteration 31Q: 3 clusters Score -1646638 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4364 members Mstep: Class 2 contains 23387 members Entering Unmasked Estep Score: -1646680.250000 Penalty: 931.023499 Iteration 32Q: 3 clusters Score -1646680 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4209 members Mstep: Class 2 contains 23542 members Entering Unmasked Estep Score: -1646708.375000 Penalty: 931.023499 Iteration 33Q: 3 clusters Score -1646708 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4069 members Mstep: Class 2 contains 23682 members Entering Unmasked Estep Score: -1646729.250000 Penalty: 931.023499 Iteration 34Q: 3 clusters Score -1646729 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3925 members Mstep: Class 2 contains 23826 members Entering Unmasked Estep Score: -1646755.625000 Penalty: 931.023499 Iteration 35Q: 3 clusters Score -1646756 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3770 members Mstep: Class 2 contains 23981 members Entering Unmasked Estep Score: -1646785.000000 Penalty: 931.023499 Iteration 36Q: 3 clusters Score -1646785 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3636 members Mstep: Class 2 contains 24115 members Entering Unmasked Estep Score: -1646810.500000 Penalty: 931.023499 Iteration 37Q: 3 clusters Score -1646810 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3509 members Mstep: Class 2 contains 24242 members Entering Unmasked Estep Score: -1646832.500000 Penalty: 931.023499 Iteration 38Q: 3 clusters Score -1646832 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3384 members Mstep: Class 2 contains 24367 members Entering Unmasked Estep Score: -1646859.125000 Penalty: 931.023499 Iteration 39Q: 3 clusters Score -1646859 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3272 members Mstep: Class 2 contains 24479 members Entering Unmasked Estep Score: -1646879.875000 Penalty: 931.023499 Iteration 40F: 3 clusters Score -1646880 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3170 members Mstep: Class 2 contains 24581 members Entering Unmasked Estep Score: -1646897.875000 Penalty: 931.023499 Iteration 41Q: 3 clusters Score -1646898 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3069 members Mstep: Class 2 contains 24682 members Entering Unmasked Estep Score: -1646908.625000 Penalty: 931.023499 Iteration 42Q: 3 clusters Score -1646909 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2974 members Mstep: Class 2 contains 24777 members Entering Unmasked Estep Score: -1646921.750000 Penalty: 931.023499 Iteration 43Q: 3 clusters Score -1646922 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2867 members Mstep: Class 2 contains 24884 members Entering Unmasked Estep Score: -1646946.625000 Penalty: 931.023499 Iteration 44Q: 3 clusters Score -1646947 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2755 members Mstep: Class 2 contains 24996 members Entering Unmasked Estep Score: -1646970.750000 Penalty: 931.023499 Iteration 45Q: 3 clusters Score -1646971 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2639 members Mstep: Class 2 contains 25112 members Entering Unmasked Estep Score: -1646994.500000 Penalty: 931.023499 Iteration 46Q: 3 clusters Score -1646994 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2516 members Mstep: Class 2 contains 25235 members Entering Unmasked Estep Score: -1647022.750000 Penalty: 931.023499 Iteration 47Q: 3 clusters Score -1647023 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2390 members Mstep: Class 2 contains 25361 members Entering Unmasked Estep Score: -1647049.375000 Penalty: 931.023499 Iteration 48Q: 3 clusters Score -1647049 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 25482 members Entering Unmasked Estep Score: -1647085.875000 Penalty: 931.023499 Iteration 49Q: 3 clusters Score -1647086 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2160 members Mstep: Class 2 contains 25591 members Entering Unmasked Estep Score: -1647110.750000 Penalty: 931.023499 Iteration 50Q: 3 clusters Score -1647111 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2051 members Mstep: Class 2 contains 25700 members Entering Unmasked Estep Score: -1647140.375000 Penalty: 931.023499 Iteration 51Q: 3 clusters Score -1647140 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 25812 members Entering Unmasked Estep Score: -1647172.875000 Penalty: 931.023499 Iteration 52Q: 3 clusters Score -1647173 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 25929 members Entering Unmasked Estep Score: -1647210.125000 Penalty: 931.023499 Iteration 53Q: 3 clusters Score -1647210 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 26031 members Entering Unmasked Estep Score: -1647251.750000 Penalty: 931.023499 Iteration 54Q: 3 clusters Score -1647252 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 26123 members Entering Unmasked Estep Score: -1647270.125000 Penalty: 931.023499 Iteration 55Q: 3 clusters Score -1647270 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 26213 members Entering Unmasked Estep Score: -1647294.000000 Penalty: 931.023499 Iteration 56Q: 3 clusters Score -1647294 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 26292 members Entering Unmasked Estep Score: -1647315.125000 Penalty: 931.023499 Iteration 57Q: 3 clusters Score -1647315 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 26358 members Entering Unmasked Estep Score: -1647331.375000 Penalty: 931.023499 Iteration 58Q: 3 clusters Score -1647331 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 26421 members Entering Unmasked Estep Score: -1647356.375000 Penalty: 931.023499 Iteration 59Q: 3 clusters Score -1647356 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 26480 members Entering Unmasked Estep Score: -1647378.625000 Penalty: 931.023499 Iteration 60F: 3 clusters Score -1647379 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 26527 members Entering Unmasked Estep Score: -1647392.250000 Penalty: 931.023499 Iteration 61Q: 3 clusters Score -1647392 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 26579 members Entering Unmasked Estep Score: -1647417.875000 Penalty: 931.023499 Iteration 62Q: 3 clusters Score -1647418 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 26625 members Entering Unmasked Estep Score: -1647438.375000 Penalty: 931.023499 Iteration 63Q: 3 clusters Score -1647438 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 26653 members Entering Unmasked Estep Score: -1647442.000000 Penalty: 931.023499 Iteration 64Q: 3 clusters Score -1647442 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 26673 members Entering Unmasked Estep Score: -1647450.500000 Penalty: 931.023499 Iteration 65Q: 3 clusters Score -1647450 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 26699 members Entering Unmasked Estep Score: -1647456.250000 Penalty: 931.023499 Iteration 66Q: 3 clusters Score -1647456 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 26722 members Entering Unmasked Estep Score: -1647460.000000 Penalty: 931.023499 Iteration 67Q: 3 clusters Score -1647460 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 26735 members Entering Unmasked Estep Score: -1647459.250000 Penalty: 931.023499 Iteration 68Q: 3 clusters Score -1647459 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 26744 members Entering Unmasked Estep Score: -1647460.500000 Penalty: 931.023499 Iteration 69Q: 3 clusters Score -1647460 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 26756 members Entering Unmasked Estep Score: -1647465.000000 Penalty: 931.023499 Iteration 70Q: 3 clusters Score -1647465 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 26761 members Entering Unmasked Estep Score: -1647466.250000 Penalty: 931.023499 Iteration 71Q: 3 clusters Score -1647466 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 26769 members Entering Unmasked Estep Score: -1647469.125000 Penalty: 931.023499 Iteration 72Q: 3 clusters Score -1647469 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 26773 members Entering Unmasked Estep Score: -1647468.000000 Penalty: 931.023499 Iteration 73Q: 3 clusters Score -1647468 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 26779 members Entering Unmasked Estep Score: -1647468.125000 Penalty: 931.023499 Iteration 74Q: 3 clusters Score -1647468 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 26783 members Entering Unmasked Estep Score: -1647470.875000 Penalty: 931.023499 Iteration 75Q: 3 clusters Score -1647471 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 26786 members Entering Unmasked Estep Score: -1647471.750000 Penalty: 931.023499 Iteration 76Q: 3 clusters Score -1647472 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 26790 members Entering Unmasked Estep Score: -1647474.750000 Penalty: 931.023499 Iteration 77Q: 3 clusters Score -1647475 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 26792 members Entering Unmasked Estep Score: -1647476.250000 Penalty: 931.023499 Iteration 78Q: 3 clusters Score -1647476 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 26792 members Entering Unmasked Estep Score: -1647478.375000 Penalty: 931.023499 Iteration 79Q: 3 clusters Score -1647478 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 26790 members Entering Unmasked Estep Score: -1647477.750000 Penalty: 931.023499 Iteration 80F: 3 clusters Score -1647478 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 26789 members Entering Unmasked Estep Score: -1647478.750000 Penalty: 931.023499 Iteration 81Q: 3 clusters Score -1647479 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 26790 members Entering Unmasked Estep Score: -1647480.500000 Penalty: 931.023499 Iteration 82Q: 3 clusters Score -1647480 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 26789 members Entering Unmasked Estep Score: -1647478.750000 Penalty: 931.023499 Iteration 83Q: 3 clusters Score -1647479 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 26789 members Entering Unmasked Estep Score: -1647478.750000 Penalty: 931.023499 Iteration 84F: 3 clusters Score -1647479 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (18527 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18527 members Entering Unmasked Estep Score: -1119636.500000 Penalty: 447.127777 Iteration 0F: 2 clusters Score -1119636 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9363 members Mstep: Class 2 contains 9164 members Entering Unmasked Estep Score: -1107343.125000 Penalty: 894.255554 Iteration 0F: 3 clusters Score -1107343 nChanged 8807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10780 members Mstep: Class 2 contains 7747 members Entering Unmasked Estep Score: -1113393.875000 Penalty: 894.255554 Iteration 1F: 3 clusters Score -1113394 nChanged 1559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11719 members Mstep: Class 2 contains 6808 members Entering Unmasked Estep Score: -1114266.750000 Penalty: 894.255554 Iteration 2F: 3 clusters Score -1114267 nChanged 1335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12630 members Mstep: Class 2 contains 5897 members Entering Unmasked Estep Score: -1114939.375000 Penalty: 894.255554 Iteration 3F: 3 clusters Score -1114939 nChanged 1058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13460 members Mstep: Class 2 contains 5067 members Entering Unmasked Estep Score: -1115438.750000 Penalty: 894.255554 Iteration 4F: 3 clusters Score -1115439 nChanged 882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14256 members Mstep: Class 2 contains 4271 members Entering Unmasked Estep Score: -1115881.000000 Penalty: 894.255554 Iteration 5Q: 3 clusters Score -1115881 nChanged 766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14996 members Mstep: Class 2 contains 3531 members Entering Unmasked Estep Score: -1116320.500000 Penalty: 894.255554 Iteration 6Q: 3 clusters Score -1116320 nChanged 791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15779 members Mstep: Class 2 contains 2748 members Entering Unmasked Estep Score: -1116864.500000 Penalty: 894.255554 Iteration 7Q: 3 clusters Score -1116864 nChanged 791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16568 members Mstep: Class 2 contains 1959 members Entering Unmasked Estep Score: -1117528.375000 Penalty: 894.255554 Iteration 8Q: 3 clusters Score -1117528 nChanged 717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17283 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -1118166.625000 Penalty: 894.255554 Iteration 9Q: 3 clusters Score -1118167 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17802 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -1118667.500000 Penalty: 894.255554 Iteration 10Q: 3 clusters Score -1118668 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18094 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -1118941.750000 Penalty: 894.255554 Iteration 11Q: 3 clusters Score -1118942 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18236 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -1119080.875000 Penalty: 894.255554 Iteration 12Q: 3 clusters Score -1119081 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18311 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -1119149.625000 Penalty: 894.255554 Iteration 13Q: 3 clusters Score -1119150 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18346 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -1119193.000000 Penalty: 894.255554 Iteration 14Q: 3 clusters Score -1119193 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18364 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -1119219.500000 Penalty: 894.255554 Iteration 15Q: 3 clusters Score -1119220 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18378 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -1119254.750000 Penalty: 894.255554 Iteration 16Q: 3 clusters Score -1119255 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18386 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -1119268.500000 Penalty: 894.255554 Iteration 17Q: 3 clusters Score -1119268 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18393 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -1119276.750000 Penalty: 894.255554 Iteration 18Q: 3 clusters Score -1119277 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18397 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -1119282.875000 Penalty: 894.255554 Iteration 19Q: 3 clusters Score -1119283 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18401 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -1119284.375000 Penalty: 894.255554 Iteration 20F: 3 clusters Score -1119284 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18402 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -1119287.125000 Penalty: 894.255554 Iteration 21Q: 3 clusters Score -1119287 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18403 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -1119289.000000 Penalty: 894.255554 Iteration 22Q: 3 clusters Score -1119289 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18401 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -1119289.750000 Penalty: 894.255554 Iteration 23Q: 3 clusters Score -1119290 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18401 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -1119289.750000 Penalty: 894.255554 Iteration 24F: 3 clusters Score -1119290 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (4893 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4893 members Entering Unmasked Estep Score: -230181.062500 Penalty: 386.548004 Iteration 0F: 2 clusters Score -230181.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2420 members Mstep: Class 2 contains 2473 members Entering Unmasked Estep Score: -226943.953125 Penalty: 773.096008 Iteration 0F: 3 clusters Score -226944 nChanged 2181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2217 members Mstep: Class 2 contains 2676 members Entering Unmasked Estep Score: -228460.406250 Penalty: 773.096008 Iteration 1F: 3 clusters Score -228460.4 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 2813 members Entering Unmasked Estep Score: -228840.171875 Penalty: 773.096008 Iteration 2F: 3 clusters Score -228840.2 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 2950 members Entering Unmasked Estep Score: -229092.265625 Penalty: 773.096008 Iteration 3F: 3 clusters Score -229092.3 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 3106 members Entering Unmasked Estep Score: -229290.390625 Penalty: 773.096008 Iteration 4F: 3 clusters Score -229290.4 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 3251 members Entering Unmasked Estep Score: -229412.015625 Penalty: 773.096008 Iteration 5F: 3 clusters Score -229412 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 3363 members Entering Unmasked Estep Score: -229501.078125 Penalty: 773.096008 Iteration 6Q: 3 clusters Score -229501.1 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 3480 members Entering Unmasked Estep Score: -229567.328125 Penalty: 773.096008 Iteration 7Q: 3 clusters Score -229567.3 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 3575 members Entering Unmasked Estep Score: -229615.375000 Penalty: 773.096008 Iteration 8Q: 3 clusters Score -229615.4 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 3646 members Entering Unmasked Estep Score: -229647.953125 Penalty: 773.096008 Iteration 9Q: 3 clusters Score -229648 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 3733 members Entering Unmasked Estep Score: -229703.046875 Penalty: 773.096008 Iteration 10Q: 3 clusters Score -229703 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 3802 members Entering Unmasked Estep Score: -229746.093750 Penalty: 773.096008 Iteration 11Q: 3 clusters Score -229746.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 3859 members Entering Unmasked Estep Score: -229769.906250 Penalty: 773.096008 Iteration 12Q: 3 clusters Score -229769.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 3912 members Entering Unmasked Estep Score: -229787.906250 Penalty: 773.096008 Iteration 13Q: 3 clusters Score -229787.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 3960 members Entering Unmasked Estep Score: -229806.562500 Penalty: 773.096008 Iteration 14Q: 3 clusters Score -229806.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 4001 members Entering Unmasked Estep Score: -229823.343750 Penalty: 773.096008 Iteration 15Q: 3 clusters Score -229823.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 4044 members Entering Unmasked Estep Score: -229849.406250 Penalty: 773.096008 Iteration 16Q: 3 clusters Score -229849.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 4096 members Entering Unmasked Estep Score: -229883.125000 Penalty: 773.096008 Iteration 17Q: 3 clusters Score -229883.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 4146 members Entering Unmasked Estep Score: -229912.250000 Penalty: 773.096008 Iteration 18Q: 3 clusters Score -229912.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 4193 members Entering Unmasked Estep Score: -229930.203125 Penalty: 773.096008 Iteration 19Q: 3 clusters Score -229930.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 4229 members Entering Unmasked Estep Score: -229942.593750 Penalty: 773.096008 Iteration 20F: 3 clusters Score -229942.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 4263 members Entering Unmasked Estep Score: -229956.625000 Penalty: 773.096008 Iteration 21Q: 3 clusters Score -229956.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 4288 members Entering Unmasked Estep Score: -229970.468750 Penalty: 773.096008 Iteration 22Q: 3 clusters Score -229970.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 4314 members Entering Unmasked Estep Score: -229980.515625 Penalty: 773.096008 Iteration 23Q: 3 clusters Score -229980.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 4340 members Entering Unmasked Estep Score: -229992.546875 Penalty: 773.096008 Iteration 24Q: 3 clusters Score -229992.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 4375 members Entering Unmasked Estep Score: -230007.171875 Penalty: 773.096008 Iteration 25Q: 3 clusters Score -230007.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 4415 members Entering Unmasked Estep Score: -230024.671875 Penalty: 773.096008 Iteration 26Q: 3 clusters Score -230024.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 4455 members Entering Unmasked Estep Score: -230043.890625 Penalty: 773.096008 Iteration 27Q: 3 clusters Score -230043.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 4502 members Entering Unmasked Estep Score: -230067.453125 Penalty: 773.096008 Iteration 28Q: 3 clusters Score -230067.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 4546 members Entering Unmasked Estep Score: -230091.609375 Penalty: 773.096008 Iteration 29Q: 3 clusters Score -230091.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 4591 members Entering Unmasked Estep Score: -230117.312500 Penalty: 773.096008 Iteration 30Q: 3 clusters Score -230117.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 4632 members Entering Unmasked Estep Score: -230146.156250 Penalty: 773.096008 Iteration 31Q: 3 clusters Score -230146.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 4665 members Entering Unmasked Estep Score: -230170.187500 Penalty: 773.096008 Iteration 32Q: 3 clusters Score -230170.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 4680 members Entering Unmasked Estep Score: -230181.187500 Penalty: 773.096008 Iteration 33Q: 3 clusters Score -230181.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 4686 members Entering Unmasked Estep Score: -230189.234375 Penalty: 773.096008 Iteration 34Q: 3 clusters Score -230189.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 4693 members Entering Unmasked Estep Score: -230191.953125 Penalty: 773.096008 Iteration 35Q: 3 clusters Score -230192 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 4693 members Entering Unmasked Estep Score: -230192.093750 Penalty: 773.096008 Iteration 36Q: 3 clusters Score -230192.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 4694 members Entering Unmasked Estep Score: -230192.375000 Penalty: 773.096008 Iteration 37Q: 3 clusters Score -230192.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 4694 members Entering Unmasked Estep Score: -230192.375000 Penalty: 773.096008 Iteration 38F: 3 clusters Score -230192.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 27751 members Mstep: Class 2 contains 18527 members Mstep: Class 3 contains 199 members Mstep: Class 4 contains 2415 members Mstep: Class 5 contains 4277 members Mstep: Class 6 contains 2141 members Mstep: Class 7 contains 3969 members Mstep: Class 8 contains 1121 members Mstep: Class 9 contains 380 members Mstep: Class 10 contains 4950 members Mstep: Class 11 contains 15414 members Mstep: Class 12 contains 5485 members Mstep: Class 13 contains 898 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5553 members Mstep: Class 16 contains 1086 members Mstep: Class 17 contains 1593 members Mstep: Class 18 contains 4694 members Mstep: Class 19 contains 419 members Mstep: Class 20 contains 8475 members Mstep: Class 21 contains 102889 members Mstep: Class 22 contains 1832 members Mstep: Class 23 contains 2119 members Mstep: Class 24 contains 2500 members Mstep: Class 25 contains 3753 members Mstep: Class 26 contains 6942 members Mstep: Class 27 contains 58037 members Mstep: Class 28 contains 4585 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2632 members Mstep: Class 31 contains 3571 members Mstep: Class 32 contains 563 members Mstep: Class 33 contains 1402 members Mstep: Class 34 contains 11261 members Entering Unmasked Estep Score: -17799076.000000 Penalty: 19569.839844 Splitting cluster 3 changes total score from -17799236.000000 to -17799076.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 4 (2415 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2415 members Entering Unmasked Estep Score: -138873.015625 Penalty: 354.420166 Iteration 0F: 2 clusters Score -138873 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -137169.312500 Penalty: 708.840332 Iteration 0F: 3 clusters Score -137169.3 nChanged 1031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -137747.765625 Penalty: 708.840332 Iteration 1F: 3 clusters Score -137747.8 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -137833.156250 Penalty: 708.840332 Iteration 2F: 3 clusters Score -137833.2 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -137899.937500 Penalty: 708.840332 Iteration 3F: 3 clusters Score -137899.9 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -137976.328125 Penalty: 708.840332 Iteration 4F: 3 clusters Score -137976.3 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -138051.562500 Penalty: 708.840332 Iteration 5F: 3 clusters Score -138051.6 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -138130.078125 Penalty: 708.840332 Iteration 6F: 3 clusters Score -138130.1 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -138209.265625 Penalty: 708.840332 Iteration 7Q: 3 clusters Score -138209.3 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -138269.687500 Penalty: 708.840332 Iteration 8Q: 3 clusters Score -138269.7 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -138321.312500 Penalty: 708.840332 Iteration 9Q: 3 clusters Score -138321.3 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -138346.328125 Penalty: 708.840332 Iteration 10Q: 3 clusters Score -138346.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -138354.468750 Penalty: 708.840332 Iteration 11Q: 3 clusters Score -138354.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -138359.093750 Penalty: 708.840332 Iteration 12Q: 3 clusters Score -138359.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -138363.312500 Penalty: 708.840332 Iteration 13Q: 3 clusters Score -138363.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -138366.859375 Penalty: 708.840332 Iteration 14Q: 3 clusters Score -138366.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -138369.406250 Penalty: 708.840332 Iteration 15Q: 3 clusters Score -138369.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -138372.828125 Penalty: 708.840332 Iteration 16Q: 3 clusters Score -138372.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -138374.671875 Penalty: 708.840332 Iteration 17Q: 3 clusters Score -138374.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -138375.906250 Penalty: 708.840332 Iteration 18Q: 3 clusters Score -138375.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -138377.171875 Penalty: 708.840332 Iteration 19Q: 3 clusters Score -138377.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -138378.390625 Penalty: 708.840332 Iteration 20F: 3 clusters Score -138378.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -138380.125000 Penalty: 708.840332 Iteration 21Q: 3 clusters Score -138380.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -138381.359375 Penalty: 708.840332 Iteration 22Q: 3 clusters Score -138381.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -138383.171875 Penalty: 708.840332 Iteration 23Q: 3 clusters Score -138383.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -138385.156250 Penalty: 708.840332 Iteration 24Q: 3 clusters Score -138385.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -138387.656250 Penalty: 708.840332 Iteration 25Q: 3 clusters Score -138387.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -138389.437500 Penalty: 708.840332 Iteration 26Q: 3 clusters Score -138389.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -138391.062500 Penalty: 708.840332 Iteration 27Q: 3 clusters Score -138391.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -138392.515625 Penalty: 708.840332 Iteration 28Q: 3 clusters Score -138392.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -138393.343750 Penalty: 708.840332 Iteration 29Q: 3 clusters Score -138393.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -138394.765625 Penalty: 708.840332 Iteration 30Q: 3 clusters Score -138394.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -138395.546875 Penalty: 708.840332 Iteration 31Q: 3 clusters Score -138395.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -138395.734375 Penalty: 708.840332 Iteration 32Q: 3 clusters Score -138395.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -138395.781250 Penalty: 708.840332 Iteration 33Q: 3 clusters Score -138395.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -138396.000000 Penalty: 708.840332 Iteration 34Q: 3 clusters Score -138396 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -138396.000000 Penalty: 708.840332 Iteration 35F: 3 clusters Score -138396 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (4277 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4277 members Entering Unmasked Estep Score: -237109.218750 Penalty: 380.425812 Iteration 0F: 2 clusters Score -237109.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Mstep: Class 2 contains 2206 members Entering Unmasked Estep Score: -234216.359375 Penalty: 760.851624 Iteration 0F: 3 clusters Score -234216.4 nChanged 1911 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 2535 members Entering Unmasked Estep Score: -235330.875000 Penalty: 760.851624 Iteration 1F: 3 clusters Score -235330.9 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 2749 members Entering Unmasked Estep Score: -235587.953125 Penalty: 760.851624 Iteration 2F: 3 clusters Score -235588 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 2982 members Entering Unmasked Estep Score: -235870.000000 Penalty: 760.851624 Iteration 3F: 3 clusters Score -235870 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 3195 members Entering Unmasked Estep Score: -236136.562500 Penalty: 760.851624 Iteration 4F: 3 clusters Score -236136.6 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 3354 members Entering Unmasked Estep Score: -236318.609375 Penalty: 760.851624 Iteration 5Q: 3 clusters Score -236318.6 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 3458 members Entering Unmasked Estep Score: -236420.375000 Penalty: 760.851624 Iteration 6Q: 3 clusters Score -236420.4 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 3521 members Entering Unmasked Estep Score: -236479.750000 Penalty: 760.851624 Iteration 7Q: 3 clusters Score -236479.8 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 3559 members Entering Unmasked Estep Score: -236519.000000 Penalty: 760.851624 Iteration 8Q: 3 clusters Score -236519 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 3605 members Entering Unmasked Estep Score: -236552.125000 Penalty: 760.851624 Iteration 9Q: 3 clusters Score -236552.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 3654 members Entering Unmasked Estep Score: -236587.984375 Penalty: 760.851624 Iteration 10Q: 3 clusters Score -236588 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 3694 members Entering Unmasked Estep Score: -236621.890625 Penalty: 760.851624 Iteration 11Q: 3 clusters Score -236621.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 3734 members Entering Unmasked Estep Score: -236651.296875 Penalty: 760.851624 Iteration 12Q: 3 clusters Score -236651.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 3764 members Entering Unmasked Estep Score: -236665.765625 Penalty: 760.851624 Iteration 13Q: 3 clusters Score -236665.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 3790 members Entering Unmasked Estep Score: -236677.218750 Penalty: 760.851624 Iteration 14Q: 3 clusters Score -236677.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 3814 members Entering Unmasked Estep Score: -236689.796875 Penalty: 760.851624 Iteration 15Q: 3 clusters Score -236689.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 3843 members Entering Unmasked Estep Score: -236708.750000 Penalty: 760.851624 Iteration 16Q: 3 clusters Score -236708.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 3870 members Entering Unmasked Estep Score: -236728.500000 Penalty: 760.851624 Iteration 17Q: 3 clusters Score -236728.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 3889 members Entering Unmasked Estep Score: -236744.687500 Penalty: 760.851624 Iteration 18Q: 3 clusters Score -236744.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 3897 members Entering Unmasked Estep Score: -236752.015625 Penalty: 760.851624 Iteration 19Q: 3 clusters Score -236752 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 3908 members Entering Unmasked Estep Score: -236759.984375 Penalty: 760.851624 Iteration 20F: 3 clusters Score -236760 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 3925 members Entering Unmasked Estep Score: -236769.765625 Penalty: 760.851624 Iteration 21Q: 3 clusters Score -236769.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 3936 members Entering Unmasked Estep Score: -236775.812500 Penalty: 760.851624 Iteration 22Q: 3 clusters Score -236775.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 3946 members Entering Unmasked Estep Score: -236781.640625 Penalty: 760.851624 Iteration 23Q: 3 clusters Score -236781.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 3958 members Entering Unmasked Estep Score: -236790.718750 Penalty: 760.851624 Iteration 24Q: 3 clusters Score -236790.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 3969 members Entering Unmasked Estep Score: -236800.109375 Penalty: 760.851624 Iteration 25Q: 3 clusters Score -236800.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 3979 members Entering Unmasked Estep Score: -236807.234375 Penalty: 760.851624 Iteration 26Q: 3 clusters Score -236807.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 3985 members Entering Unmasked Estep Score: -236809.875000 Penalty: 760.851624 Iteration 27Q: 3 clusters Score -236809.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 3990 members Entering Unmasked Estep Score: -236812.312500 Penalty: 760.851624 Iteration 28Q: 3 clusters Score -236812.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 3994 members Entering Unmasked Estep Score: -236814.375000 Penalty: 760.851624 Iteration 29Q: 3 clusters Score -236814.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 3996 members Entering Unmasked Estep Score: -236816.750000 Penalty: 760.851624 Iteration 30Q: 3 clusters Score -236816.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 4004 members Entering Unmasked Estep Score: -236822.140625 Penalty: 760.851624 Iteration 31Q: 3 clusters Score -236822.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 4008 members Entering Unmasked Estep Score: -236825.593750 Penalty: 760.851624 Iteration 32Q: 3 clusters Score -236825.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 4011 members Entering Unmasked Estep Score: -236830.218750 Penalty: 760.851624 Iteration 33Q: 3 clusters Score -236830.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 4019 members Entering Unmasked Estep Score: -236837.796875 Penalty: 760.851624 Iteration 34Q: 3 clusters Score -236837.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 4022 members Entering Unmasked Estep Score: -236841.046875 Penalty: 760.851624 Iteration 35Q: 3 clusters Score -236841 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 4025 members Entering Unmasked Estep Score: -236842.046875 Penalty: 760.851624 Iteration 36Q: 3 clusters Score -236842 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 4024 members Entering Unmasked Estep Score: -236842.125000 Penalty: 760.851624 Iteration 37Q: 3 clusters Score -236842.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 4026 members Entering Unmasked Estep Score: -236842.296875 Penalty: 760.851624 Iteration 38Q: 3 clusters Score -236842.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 4027 members Entering Unmasked Estep Score: -236843.234375 Penalty: 760.851624 Iteration 39Q: 3 clusters Score -236843.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 4028 members Entering Unmasked Estep Score: -236843.484375 Penalty: 760.851624 Iteration 40F: 3 clusters Score -236843.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 4029 members Entering Unmasked Estep Score: -236843.734375 Penalty: 760.851624 Iteration 41Q: 3 clusters Score -236843.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 4029 members Entering Unmasked Estep Score: -236843.734375 Penalty: 760.851624 Iteration 42F: 3 clusters Score -236843.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (2141 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2141 members Entering Unmasked Estep Score: -118349.140625 Penalty: 348.940796 Iteration 0F: 2 clusters Score -118349.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -116844.890625 Penalty: 697.881592 Iteration 0F: 3 clusters Score -116844.9 nChanged 906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -117354.210938 Penalty: 697.881592 Iteration 1F: 3 clusters Score -117354.2 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -117439.007812 Penalty: 697.881592 Iteration 2F: 3 clusters Score -117439 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -117514.179688 Penalty: 697.881592 Iteration 3F: 3 clusters Score -117514.2 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -117574.679688 Penalty: 697.881592 Iteration 4F: 3 clusters Score -117574.7 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -117636.929688 Penalty: 697.881592 Iteration 5Q: 3 clusters Score -117636.9 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -117694.835938 Penalty: 697.881592 Iteration 6Q: 3 clusters Score -117694.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -117755.828125 Penalty: 697.881592 Iteration 7Q: 3 clusters Score -117755.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -117803.242188 Penalty: 697.881592 Iteration 8Q: 3 clusters Score -117803.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -117842.679688 Penalty: 697.881592 Iteration 9Q: 3 clusters Score -117842.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -117868.945312 Penalty: 697.881592 Iteration 10Q: 3 clusters Score -117868.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -117885.906250 Penalty: 697.881592 Iteration 11Q: 3 clusters Score -117885.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -117896.632812 Penalty: 697.881592 Iteration 12Q: 3 clusters Score -117896.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -117905.593750 Penalty: 697.881592 Iteration 13Q: 3 clusters Score -117905.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -117912.289062 Penalty: 697.881592 Iteration 14Q: 3 clusters Score -117912.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -117919.398438 Penalty: 697.881592 Iteration 15Q: 3 clusters Score -117919.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -117924.726562 Penalty: 697.881592 Iteration 16Q: 3 clusters Score -117924.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -117929.976562 Penalty: 697.881592 Iteration 17Q: 3 clusters Score -117930 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -117936.242188 Penalty: 697.881592 Iteration 18Q: 3 clusters Score -117936.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 1757 members Entering Unmasked Estep Score: -117940.296875 Penalty: 697.881592 Iteration 19Q: 3 clusters Score -117940.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 1771 members Entering Unmasked Estep Score: -117944.617188 Penalty: 697.881592 Iteration 20F: 3 clusters Score -117944.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -117948.828125 Penalty: 697.881592 Iteration 21Q: 3 clusters Score -117948.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -117951.757812 Penalty: 697.881592 Iteration 22Q: 3 clusters Score -117951.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -117955.664062 Penalty: 697.881592 Iteration 23Q: 3 clusters Score -117955.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 1810 members Entering Unmasked Estep Score: -117959.437500 Penalty: 697.881592 Iteration 24Q: 3 clusters Score -117959.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -117963.984375 Penalty: 697.881592 Iteration 25Q: 3 clusters Score -117964 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 1829 members Entering Unmasked Estep Score: -117968.578125 Penalty: 697.881592 Iteration 26Q: 3 clusters Score -117968.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 1835 members Entering Unmasked Estep Score: -117970.789062 Penalty: 697.881592 Iteration 27Q: 3 clusters Score -117970.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -117972.609375 Penalty: 697.881592 Iteration 28Q: 3 clusters Score -117972.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -117974.703125 Penalty: 697.881592 Iteration 29Q: 3 clusters Score -117974.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 1854 members Entering Unmasked Estep Score: -117976.789062 Penalty: 697.881592 Iteration 30Q: 3 clusters Score -117976.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 1863 members Entering Unmasked Estep Score: -117980.132812 Penalty: 697.881592 Iteration 31Q: 3 clusters Score -117980.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 1872 members Entering Unmasked Estep Score: -117985.250000 Penalty: 697.881592 Iteration 32Q: 3 clusters Score -117985.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -117991.742188 Penalty: 697.881592 Iteration 33Q: 3 clusters Score -117991.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -117997.992188 Penalty: 697.881592 Iteration 34Q: 3 clusters Score -117998 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -118002.312500 Penalty: 697.881592 Iteration 35Q: 3 clusters Score -118002.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -118006.070312 Penalty: 697.881592 Iteration 36Q: 3 clusters Score -118006.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -118009.429688 Penalty: 697.881592 Iteration 37Q: 3 clusters Score -118009.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -118012.070312 Penalty: 697.881592 Iteration 38Q: 3 clusters Score -118012.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -118013.914062 Penalty: 697.881592 Iteration 39Q: 3 clusters Score -118013.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -118018.234375 Penalty: 697.881592 Iteration 40F: 3 clusters Score -118018.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -118023.226562 Penalty: 697.881592 Iteration 41Q: 3 clusters Score -118023.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -118029.546875 Penalty: 697.881592 Iteration 42Q: 3 clusters Score -118029.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -118038.484375 Penalty: 697.881592 Iteration 43Q: 3 clusters Score -118038.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 1959 members Entering Unmasked Estep Score: -118043.890625 Penalty: 697.881592 Iteration 44Q: 3 clusters Score -118043.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 1971 members Entering Unmasked Estep Score: -118051.593750 Penalty: 697.881592 Iteration 45Q: 3 clusters Score -118051.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 1976 members Entering Unmasked Estep Score: -118054.203125 Penalty: 697.881592 Iteration 46Q: 3 clusters Score -118054.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -118054.929688 Penalty: 697.881592 Iteration 47Q: 3 clusters Score -118054.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -118055.484375 Penalty: 697.881592 Iteration 48Q: 3 clusters Score -118055.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 1980 members Entering Unmasked Estep Score: -118056.671875 Penalty: 697.881592 Iteration 49Q: 3 clusters Score -118056.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 1981 members Entering Unmasked Estep Score: -118057.250000 Penalty: 697.881592 Iteration 50Q: 3 clusters Score -118057.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 1981 members Entering Unmasked Estep Score: -118057.250000 Penalty: 697.881592 Iteration 51F: 3 clusters Score -118057.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (3969 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3969 members Entering Unmasked Estep Score: -214239.156250 Penalty: 377.025238 Iteration 0F: 2 clusters Score -214239.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2019 members Mstep: Class 2 contains 1950 members Entering Unmasked Estep Score: -211539.015625 Penalty: 754.050476 Iteration 0F: 3 clusters Score -211539 nChanged 1737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2036 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -212716.359375 Penalty: 754.050476 Iteration 1F: 3 clusters Score -212716.4 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 2019 members Entering Unmasked Estep Score: -213049.453125 Penalty: 754.050476 Iteration 2F: 3 clusters Score -213049.5 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 2059 members Entering Unmasked Estep Score: -213364.875000 Penalty: 754.050476 Iteration 3F: 3 clusters Score -213364.9 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 2062 members Entering Unmasked Estep Score: -213575.453125 Penalty: 754.050476 Iteration 4F: 3 clusters Score -213575.5 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 2059 members Entering Unmasked Estep Score: -213673.906250 Penalty: 754.050476 Iteration 5Q: 3 clusters Score -213673.9 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1921 members Mstep: Class 2 contains 2048 members Entering Unmasked Estep Score: -213736.343750 Penalty: 754.050476 Iteration 6Q: 3 clusters Score -213736.3 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 2026 members Entering Unmasked Estep Score: -213778.109375 Penalty: 754.050476 Iteration 7Q: 3 clusters Score -213778.1 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1965 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -213807.671875 Penalty: 754.050476 Iteration 8Q: 3 clusters Score -213807.7 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2000 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -213826.046875 Penalty: 754.050476 Iteration 9Q: 3 clusters Score -213826 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -213836.500000 Penalty: 754.050476 Iteration 10Q: 3 clusters Score -213836.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -213844.703125 Penalty: 754.050476 Iteration 11Q: 3 clusters Score -213844.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 1909 members Entering Unmasked Estep Score: -213852.609375 Penalty: 754.050476 Iteration 12Q: 3 clusters Score -213852.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2077 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -213856.343750 Penalty: 754.050476 Iteration 13Q: 3 clusters Score -213856.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2083 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -213858.562500 Penalty: 754.050476 Iteration 14Q: 3 clusters Score -213858.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -213859.218750 Penalty: 754.050476 Iteration 15Q: 3 clusters Score -213859.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -213861.453125 Penalty: 754.050476 Iteration 16Q: 3 clusters Score -213861.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -213861.921875 Penalty: 754.050476 Iteration 17Q: 3 clusters Score -213861.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2092 members Mstep: Class 2 contains 1877 members Entering Unmasked Estep Score: -213862.421875 Penalty: 754.050476 Iteration 18Q: 3 clusters Score -213862.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2097 members Mstep: Class 2 contains 1872 members Entering Unmasked Estep Score: -213862.703125 Penalty: 754.050476 Iteration 19Q: 3 clusters Score -213862.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2103 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -213863.750000 Penalty: 754.050476 Iteration 20F: 3 clusters Score -213863.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -213863.937500 Penalty: 754.050476 Iteration 21Q: 3 clusters Score -213863.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2114 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -213864.093750 Penalty: 754.050476 Iteration 22Q: 3 clusters Score -213864.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2116 members Mstep: Class 2 contains 1853 members Entering Unmasked Estep Score: -213864.359375 Penalty: 754.050476 Iteration 23Q: 3 clusters Score -213864.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2118 members Mstep: Class 2 contains 1851 members Entering Unmasked Estep Score: -213864.984375 Penalty: 754.050476 Iteration 24Q: 3 clusters Score -213865 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2119 members Mstep: Class 2 contains 1850 members Entering Unmasked Estep Score: -213864.734375 Penalty: 754.050476 Iteration 25Q: 3 clusters Score -213864.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 1849 members Entering Unmasked Estep Score: -213864.734375 Penalty: 754.050476 Iteration 26Q: 3 clusters Score -213864.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2123 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -213864.765625 Penalty: 754.050476 Iteration 27Q: 3 clusters Score -213864.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2125 members Mstep: Class 2 contains 1844 members Entering Unmasked Estep Score: -213865.156250 Penalty: 754.050476 Iteration 28Q: 3 clusters Score -213865.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 1843 members Entering Unmasked Estep Score: -213865.000000 Penalty: 754.050476 Iteration 29Q: 3 clusters Score -213865 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2127 members Mstep: Class 2 contains 1842 members Entering Unmasked Estep Score: -213864.953125 Penalty: 754.050476 Iteration 30Q: 3 clusters Score -213865 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2127 members Mstep: Class 2 contains 1842 members Entering Unmasked Estep Score: -213864.953125 Penalty: 754.050476 Iteration 31F: 3 clusters Score -213865 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1121 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Entering Unmasked Estep Score: -55437.285156 Penalty: 319.499939 Iteration 0F: 2 clusters Score -55437.29 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 563 members Entering Unmasked Estep Score: -54566.597656 Penalty: 638.999878 Iteration 0F: 3 clusters Score -54566.6 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -54909.082031 Penalty: 638.999878 Iteration 1F: 3 clusters Score -54909.08 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -55022.437500 Penalty: 638.999878 Iteration 2F: 3 clusters Score -55022.44 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -55079.441406 Penalty: 638.999878 Iteration 3F: 3 clusters Score -55079.44 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -55118.582031 Penalty: 638.999878 Iteration 4Q: 3 clusters Score -55118.58 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -55145.796875 Penalty: 638.999878 Iteration 5Q: 3 clusters Score -55145.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -55166.972656 Penalty: 638.999878 Iteration 6Q: 3 clusters Score -55166.97 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -55183.050781 Penalty: 638.999878 Iteration 7Q: 3 clusters Score -55183.05 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -55191.984375 Penalty: 638.999878 Iteration 8Q: 3 clusters Score -55191.98 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -55200.230469 Penalty: 638.999878 Iteration 9Q: 3 clusters Score -55200.23 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -55208.742188 Penalty: 638.999878 Iteration 10Q: 3 clusters Score -55208.74 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -55218.390625 Penalty: 638.999878 Iteration 11Q: 3 clusters Score -55218.39 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -55224.914062 Penalty: 638.999878 Iteration 12Q: 3 clusters Score -55224.91 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -55231.964844 Penalty: 638.999878 Iteration 13Q: 3 clusters Score -55231.96 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -55240.300781 Penalty: 638.999878 Iteration 14Q: 3 clusters Score -55240.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -55251.886719 Penalty: 638.999878 Iteration 15Q: 3 clusters Score -55251.89 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -55264.824219 Penalty: 638.999878 Iteration 16Q: 3 clusters Score -55264.82 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -55274.519531 Penalty: 638.999878 Iteration 17Q: 3 clusters Score -55274.52 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -55286.820312 Penalty: 638.999878 Iteration 18Q: 3 clusters Score -55286.82 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -55299.632812 Penalty: 638.999878 Iteration 19Q: 3 clusters Score -55299.63 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -55309.257812 Penalty: 638.999878 Iteration 20F: 3 clusters Score -55309.26 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -55313.210938 Penalty: 638.999878 Iteration 21Q: 3 clusters Score -55313.21 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -55314.699219 Penalty: 638.999878 Iteration 22Q: 3 clusters Score -55314.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -55316.082031 Penalty: 638.999878 Iteration 23Q: 3 clusters Score -55316.08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -55322.148438 Penalty: 638.999878 Iteration 24Q: 3 clusters Score -55322.15 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -55325.496094 Penalty: 638.999878 Iteration 25Q: 3 clusters Score -55325.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -55327.445312 Penalty: 638.999878 Iteration 26Q: 3 clusters Score -55327.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -55328.105469 Penalty: 638.999878 Iteration 27Q: 3 clusters Score -55328.11 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -55328.105469 Penalty: 638.999878 Iteration 28F: 3 clusters Score -55328.11 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (380 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Entering Unmasked Estep Score: -16255.338867 Penalty: 270.277802 Iteration 0F: 2 clusters Score -16255.34 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 167 members Entering Unmasked Estep Score: -15854.716797 Penalty: 540.555603 Iteration 0F: 3 clusters Score -15854.72 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -15975.188477 Penalty: 540.555603 Iteration 1F: 3 clusters Score -15975.19 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -16008.312500 Penalty: 540.555603 Iteration 2F: 3 clusters Score -16008.31 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -16035.816406 Penalty: 540.555603 Iteration 3Q: 3 clusters Score -16035.82 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -16043.903320 Penalty: 540.555603 Iteration 4Q: 3 clusters Score -16043.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -16050.505859 Penalty: 540.555603 Iteration 5Q: 3 clusters Score -16050.51 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -16054.091797 Penalty: 540.555603 Iteration 6Q: 3 clusters Score -16054.09 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -16057.848633 Penalty: 540.555603 Iteration 7Q: 3 clusters Score -16057.85 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -16058.934570 Penalty: 540.555603 Iteration 8Q: 3 clusters Score -16058.93 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -16058.934570 Penalty: 540.555603 Iteration 9F: 3 clusters Score -16058.93 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (4950 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4950 members Entering Unmasked Estep Score: -303109.343750 Penalty: 387.075012 Iteration 0F: 2 clusters Score -303109.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2408 members Mstep: Class 2 contains 2542 members Entering Unmasked Estep Score: -299770.593750 Penalty: 774.150024 Iteration 0F: 3 clusters Score -299770.6 nChanged 2198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2118 members Mstep: Class 2 contains 2832 members Entering Unmasked Estep Score: -301097.218750 Penalty: 774.150024 Iteration 1F: 3 clusters Score -301097.2 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 2996 members Entering Unmasked Estep Score: -301269.062500 Penalty: 774.150024 Iteration 2F: 3 clusters Score -301269.1 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 3190 members Entering Unmasked Estep Score: -301449.218750 Penalty: 774.150024 Iteration 3F: 3 clusters Score -301449.2 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 3423 members Entering Unmasked Estep Score: -301698.968750 Penalty: 774.150024 Iteration 4F: 3 clusters Score -301699 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 3665 members Entering Unmasked Estep Score: -301986.812500 Penalty: 774.150024 Iteration 5F: 3 clusters Score -301986.8 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 3896 members Entering Unmasked Estep Score: -302286.281250 Penalty: 774.150024 Iteration 6F: 3 clusters Score -302286.3 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 4034 members Entering Unmasked Estep Score: -302472.312500 Penalty: 774.150024 Iteration 7Q: 3 clusters Score -302472.3 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 4118 members Entering Unmasked Estep Score: -302563.468750 Penalty: 774.150024 Iteration 8Q: 3 clusters Score -302563.5 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 4166 members Entering Unmasked Estep Score: -302604.375000 Penalty: 774.150024 Iteration 9Q: 3 clusters Score -302604.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 4207 members Entering Unmasked Estep Score: -302642.062500 Penalty: 774.150024 Iteration 10Q: 3 clusters Score -302642.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 4238 members Entering Unmasked Estep Score: -302675.468750 Penalty: 774.150024 Iteration 11Q: 3 clusters Score -302675.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 4265 members Entering Unmasked Estep Score: -302708.500000 Penalty: 774.150024 Iteration 12Q: 3 clusters Score -302708.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 4296 members Entering Unmasked Estep Score: -302742.937500 Penalty: 774.150024 Iteration 13Q: 3 clusters Score -302742.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 4325 members Entering Unmasked Estep Score: -302761.937500 Penalty: 774.150024 Iteration 14Q: 3 clusters Score -302761.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 4350 members Entering Unmasked Estep Score: -302782.187500 Penalty: 774.150024 Iteration 15Q: 3 clusters Score -302782.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 4370 members Entering Unmasked Estep Score: -302805.093750 Penalty: 774.150024 Iteration 16Q: 3 clusters Score -302805.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 4380 members Entering Unmasked Estep Score: -302814.062500 Penalty: 774.150024 Iteration 17Q: 3 clusters Score -302814.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 4383 members Entering Unmasked Estep Score: -302820.593750 Penalty: 774.150024 Iteration 18Q: 3 clusters Score -302820.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 4380 members Entering Unmasked Estep Score: -302823.000000 Penalty: 774.150024 Iteration 19Q: 3 clusters Score -302823 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 4382 members Entering Unmasked Estep Score: -302824.062500 Penalty: 774.150024 Iteration 20F: 3 clusters Score -302824.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 4384 members Entering Unmasked Estep Score: -302825.250000 Penalty: 774.150024 Iteration 21Q: 3 clusters Score -302825.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 4384 members Entering Unmasked Estep Score: -302825.937500 Penalty: 774.150024 Iteration 22Q: 3 clusters Score -302825.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 4384 members Entering Unmasked Estep Score: -302825.937500 Penalty: 774.150024 Iteration 23F: 3 clusters Score -302825.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (15414 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15414 members Entering Unmasked Estep Score: -853196.937500 Penalty: 438.757904 Iteration 0F: 2 clusters Score -853196.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7747 members Mstep: Class 2 contains 7667 members Entering Unmasked Estep Score: -842960.750000 Penalty: 877.515808 Iteration 0F: 3 clusters Score -842960.8 nChanged 7259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8382 members Mstep: Class 2 contains 7032 members Entering Unmasked Estep Score: -847168.062500 Penalty: 877.515808 Iteration 1F: 3 clusters Score -847168.1 nChanged 913 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8697 members Mstep: Class 2 contains 6717 members Entering Unmasked Estep Score: -847644.125000 Penalty: 877.515808 Iteration 2F: 3 clusters Score -847644.1 nChanged 991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9084 members Mstep: Class 2 contains 6330 members Entering Unmasked Estep Score: -848188.437500 Penalty: 877.515808 Iteration 3F: 3 clusters Score -848188.4 nChanged 1008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9522 members Mstep: Class 2 contains 5892 members Entering Unmasked Estep Score: -848804.937500 Penalty: 877.515808 Iteration 4F: 3 clusters Score -848804.9 nChanged 952 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9950 members Mstep: Class 2 contains 5464 members Entering Unmasked Estep Score: -849471.062500 Penalty: 877.515808 Iteration 5F: 3 clusters Score -849471.1 nChanged 863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10335 members Mstep: Class 2 contains 5079 members Entering Unmasked Estep Score: -850025.750000 Penalty: 877.515808 Iteration 6F: 3 clusters Score -850025.8 nChanged 689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10664 members Mstep: Class 2 contains 4750 members Entering Unmasked Estep Score: -850424.687500 Penalty: 877.515808 Iteration 7Q: 3 clusters Score -850424.7 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10965 members Mstep: Class 2 contains 4449 members Entering Unmasked Estep Score: -850695.375000 Penalty: 877.515808 Iteration 8Q: 3 clusters Score -850695.4 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11246 members Mstep: Class 2 contains 4168 members Entering Unmasked Estep Score: -850883.875000 Penalty: 877.515808 Iteration 9Q: 3 clusters Score -850883.9 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11518 members Mstep: Class 2 contains 3896 members Entering Unmasked Estep Score: -851024.062500 Penalty: 877.515808 Iteration 10Q: 3 clusters Score -851024.1 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11799 members Mstep: Class 2 contains 3615 members Entering Unmasked Estep Score: -851154.750000 Penalty: 877.515808 Iteration 11Q: 3 clusters Score -851154.8 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12085 members Mstep: Class 2 contains 3329 members Entering Unmasked Estep Score: -851287.875000 Penalty: 877.515808 Iteration 12Q: 3 clusters Score -851287.9 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12393 members Mstep: Class 2 contains 3021 members Entering Unmasked Estep Score: -851431.562500 Penalty: 877.515808 Iteration 13Q: 3 clusters Score -851431.6 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12698 members Mstep: Class 2 contains 2716 members Entering Unmasked Estep Score: -851578.875000 Penalty: 877.515808 Iteration 14Q: 3 clusters Score -851578.9 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12984 members Mstep: Class 2 contains 2430 members Entering Unmasked Estep Score: -851718.937500 Penalty: 877.515808 Iteration 15Q: 3 clusters Score -851718.9 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13263 members Mstep: Class 2 contains 2151 members Entering Unmasked Estep Score: -851852.687500 Penalty: 877.515808 Iteration 16Q: 3 clusters Score -851852.7 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13517 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -851969.562500 Penalty: 877.515808 Iteration 17Q: 3 clusters Score -851969.6 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13764 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -852098.000000 Penalty: 877.515808 Iteration 18Q: 3 clusters Score -852098 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14009 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -852228.312500 Penalty: 877.515808 Iteration 19Q: 3 clusters Score -852228.3 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14219 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -852348.625000 Penalty: 877.515808 Iteration 20F: 3 clusters Score -852348.6 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14416 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -852473.750000 Penalty: 877.515808 Iteration 21Q: 3 clusters Score -852473.8 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14581 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -852571.562500 Penalty: 877.515808 Iteration 22Q: 3 clusters Score -852571.6 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14715 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -852644.250000 Penalty: 877.515808 Iteration 23Q: 3 clusters Score -852644.2 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14812 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -852695.500000 Penalty: 877.515808 Iteration 24Q: 3 clusters Score -852695.5 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14884 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -852729.562500 Penalty: 877.515808 Iteration 25Q: 3 clusters Score -852729.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14936 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -852754.062500 Penalty: 877.515808 Iteration 26Q: 3 clusters Score -852754.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14973 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -852775.937500 Penalty: 877.515808 Iteration 27Q: 3 clusters Score -852775.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15008 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -852798.937500 Penalty: 877.515808 Iteration 28Q: 3 clusters Score -852798.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15044 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -852825.125000 Penalty: 877.515808 Iteration 29Q: 3 clusters Score -852825.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15071 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -852846.437500 Penalty: 877.515808 Iteration 30Q: 3 clusters Score -852846.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15086 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -852854.000000 Penalty: 877.515808 Iteration 31Q: 3 clusters Score -852854 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15101 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -852868.437500 Penalty: 877.515808 Iteration 32Q: 3 clusters Score -852868.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15114 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -852880.062500 Penalty: 877.515808 Iteration 33Q: 3 clusters Score -852880.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15123 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -852887.437500 Penalty: 877.515808 Iteration 34Q: 3 clusters Score -852887.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15130 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -852892.000000 Penalty: 877.515808 Iteration 35Q: 3 clusters Score -852892 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15137 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -852896.812500 Penalty: 877.515808 Iteration 36Q: 3 clusters Score -852896.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15146 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -852901.250000 Penalty: 877.515808 Iteration 37Q: 3 clusters Score -852901.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15159 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -852908.125000 Penalty: 877.515808 Iteration 38Q: 3 clusters Score -852908.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15168 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -852911.250000 Penalty: 877.515808 Iteration 39Q: 3 clusters Score -852911.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15169 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -852915.437500 Penalty: 877.515808 Iteration 40F: 3 clusters Score -852915.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15171 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -852917.562500 Penalty: 877.515808 Iteration 41Q: 3 clusters Score -852917.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15170 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -852917.812500 Penalty: 877.515808 Iteration 42Q: 3 clusters Score -852917.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15169 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -852918.000000 Penalty: 877.515808 Iteration 43Q: 3 clusters Score -852918 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15169 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -852918.000000 Penalty: 877.515808 Iteration 44F: 3 clusters Score -852918 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (5485 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5485 members Entering Unmasked Estep Score: -318706.250000 Penalty: 391.744659 Iteration 0F: 2 clusters Score -318706.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2742 members Mstep: Class 2 contains 2743 members Entering Unmasked Estep Score: -315029.062500 Penalty: 783.489319 Iteration 0F: 3 clusters Score -315029.1 nChanged 2468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2816 members Mstep: Class 2 contains 2669 members Entering Unmasked Estep Score: -316465.062500 Penalty: 783.489319 Iteration 1F: 3 clusters Score -316465.1 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2915 members Mstep: Class 2 contains 2570 members Entering Unmasked Estep Score: -316671.968750 Penalty: 783.489319 Iteration 2F: 3 clusters Score -316672 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3026 members Mstep: Class 2 contains 2459 members Entering Unmasked Estep Score: -316870.968750 Penalty: 783.489319 Iteration 3F: 3 clusters Score -316871 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3154 members Mstep: Class 2 contains 2331 members Entering Unmasked Estep Score: -317089.875000 Penalty: 783.489319 Iteration 4F: 3 clusters Score -317089.9 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3312 members Mstep: Class 2 contains 2173 members Entering Unmasked Estep Score: -317308.781250 Penalty: 783.489319 Iteration 5F: 3 clusters Score -317308.8 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3495 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -317508.875000 Penalty: 783.489319 Iteration 6F: 3 clusters Score -317508.9 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3664 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -317661.875000 Penalty: 783.489319 Iteration 7Q: 3 clusters Score -317661.9 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3825 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -317790.375000 Penalty: 783.489319 Iteration 8Q: 3 clusters Score -317790.4 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3977 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -317906.531250 Penalty: 783.489319 Iteration 9Q: 3 clusters Score -317906.5 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4111 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -318000.843750 Penalty: 783.489319 Iteration 10Q: 3 clusters Score -318000.8 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4230 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -318076.781250 Penalty: 783.489319 Iteration 11Q: 3 clusters Score -318076.8 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4339 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -318151.562500 Penalty: 783.489319 Iteration 12Q: 3 clusters Score -318151.6 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4445 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -318213.625000 Penalty: 783.489319 Iteration 13Q: 3 clusters Score -318213.6 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4533 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -318257.843750 Penalty: 783.489319 Iteration 14Q: 3 clusters Score -318257.8 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4622 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -318301.406250 Penalty: 783.489319 Iteration 15Q: 3 clusters Score -318301.4 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4707 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -318346.906250 Penalty: 783.489319 Iteration 16Q: 3 clusters Score -318346.9 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4776 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -318385.093750 Penalty: 783.489319 Iteration 17Q: 3 clusters Score -318385.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4845 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -318423.218750 Penalty: 783.489319 Iteration 18Q: 3 clusters Score -318423.2 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4904 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -318456.625000 Penalty: 783.489319 Iteration 19Q: 3 clusters Score -318456.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4953 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -318484.187500 Penalty: 783.489319 Iteration 20F: 3 clusters Score -318484.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4997 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -318514.031250 Penalty: 783.489319 Iteration 21Q: 3 clusters Score -318514 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5031 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -318541.281250 Penalty: 783.489319 Iteration 22Q: 3 clusters Score -318541.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5063 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -318557.000000 Penalty: 783.489319 Iteration 23Q: 3 clusters Score -318557 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5081 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -318565.125000 Penalty: 783.489319 Iteration 24Q: 3 clusters Score -318565.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5096 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -318570.937500 Penalty: 783.489319 Iteration 25Q: 3 clusters Score -318570.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5107 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -318575.468750 Penalty: 783.489319 Iteration 26Q: 3 clusters Score -318575.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5114 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -318579.156250 Penalty: 783.489319 Iteration 27Q: 3 clusters Score -318579.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5120 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -318582.750000 Penalty: 783.489319 Iteration 28Q: 3 clusters Score -318582.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5130 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -318584.843750 Penalty: 783.489319 Iteration 29Q: 3 clusters Score -318584.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5140 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -318588.218750 Penalty: 783.489319 Iteration 30Q: 3 clusters Score -318588.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5145 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -318589.093750 Penalty: 783.489319 Iteration 31Q: 3 clusters Score -318589.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5149 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -318589.312500 Penalty: 783.489319 Iteration 32Q: 3 clusters Score -318589.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5149 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -318589.312500 Penalty: 783.489319 Iteration 33F: 3 clusters Score -318589.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (898 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Entering Unmasked Estep Score: -33312.210938 Penalty: 309.407745 Iteration 0F: 2 clusters Score -33312.21 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 448 members Entering Unmasked Estep Score: -32656.544922 Penalty: 618.815491 Iteration 0F: 3 clusters Score -32656.54 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -33074.906250 Penalty: 618.815491 Iteration 1F: 3 clusters Score -33074.91 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -33199.625000 Penalty: 618.815491 Iteration 2F: 3 clusters Score -33199.62 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -33260.886719 Penalty: 618.815491 Iteration 3F: 3 clusters Score -33260.89 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -33284.679688 Penalty: 618.815491 Iteration 4Q: 3 clusters Score -33284.68 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -33294.187500 Penalty: 618.815491 Iteration 5Q: 3 clusters Score -33294.19 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -33304.804688 Penalty: 618.815491 Iteration 6Q: 3 clusters Score -33304.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -33312.167969 Penalty: 618.815491 Iteration 7Q: 3 clusters Score -33312.17 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -33323.113281 Penalty: 618.815491 Iteration 8Q: 3 clusters Score -33323.11 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -33335.960938 Penalty: 618.815491 Iteration 9Q: 3 clusters Score -33335.96 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -33342.066406 Penalty: 618.815491 Iteration 10Q: 3 clusters Score -33342.07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -33345.101562 Penalty: 618.815491 Iteration 11Q: 3 clusters Score -33345.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -33346.406250 Penalty: 618.815491 Iteration 12Q: 3 clusters Score -33346.41 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -33346.406250 Penalty: 618.815491 Iteration 13F: 3 clusters Score -33346.41 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 27751 members Mstep: Class 2 contains 18527 members Mstep: Class 3 contains 4893 members Mstep: Class 4 contains 2415 members Mstep: Class 5 contains 4277 members Mstep: Class 6 contains 2141 members Mstep: Class 7 contains 3969 members Mstep: Class 8 contains 1121 members Mstep: Class 9 contains 380 members Mstep: Class 10 contains 4950 members Mstep: Class 11 contains 15414 members Mstep: Class 12 contains 5485 members Mstep: Class 13 contains 385 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5553 members Mstep: Class 16 contains 1086 members Mstep: Class 17 contains 1593 members Mstep: Class 18 contains 513 members Mstep: Class 19 contains 419 members Mstep: Class 20 contains 8475 members Mstep: Class 21 contains 102889 members Mstep: Class 22 contains 1832 members Mstep: Class 23 contains 2119 members Mstep: Class 24 contains 2500 members Mstep: Class 25 contains 3753 members Mstep: Class 26 contains 6942 members Mstep: Class 27 contains 58037 members Mstep: Class 28 contains 4585 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2632 members Mstep: Class 31 contains 3571 members Mstep: Class 32 contains 563 members Mstep: Class 33 contains 1402 members Mstep: Class 34 contains 11261 members Entering Unmasked Estep Score: -17799020.000000 Penalty: 19569.839844 Splitting cluster 13 changes total score from -17799236.000000 to -17799020.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 14 (142 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Entering Unmasked Estep Score: -3451.789795 Penalty: 225.490143 Iteration 0F: 2 clusters Score -3451.79 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -3231.310303 Penalty: 450.980286 Iteration 0F: 3 clusters Score -3231.31 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -3296.615723 Penalty: 450.980286 Iteration 1F: 3 clusters Score -3296.616 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -3315.530029 Penalty: 450.980286 Iteration 2Q: 3 clusters Score -3315.53 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -3325.349365 Penalty: 450.980286 Iteration 3Q: 3 clusters Score -3325.349 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -3329.029053 Penalty: 450.980286 Iteration 4Q: 3 clusters Score -3329.029 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -3334.583740 Penalty: 450.980286 Iteration 5Q: 3 clusters Score -3334.584 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 49 members Entering Unmasked Estep Score: -3335.268555 Penalty: 450.980286 Iteration 6Q: 3 clusters Score -3335.269 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -3335.861572 Penalty: 450.980286 Iteration 7Q: 3 clusters Score -3335.862 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 47 members Entering Unmasked Estep Score: -3335.948242 Penalty: 450.980286 Iteration 8Q: 3 clusters Score -3335.948 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -3336.154785 Penalty: 450.980286 Iteration 9Q: 3 clusters Score -3336.155 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -3336.154785 Penalty: 450.980286 Iteration 10F: 3 clusters Score -3336.155 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (5553 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5553 members Entering Unmasked Estep Score: -312268.687500 Penalty: 392.305237 Iteration 0F: 2 clusters Score -312268.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2771 members Mstep: Class 2 contains 2782 members Entering Unmasked Estep Score: -308524.312500 Penalty: 784.610474 Iteration 0F: 3 clusters Score -308524.3 nChanged 2531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2766 members Mstep: Class 2 contains 2787 members Entering Unmasked Estep Score: -310144.781250 Penalty: 784.610474 Iteration 1F: 3 clusters Score -310144.8 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2855 members Mstep: Class 2 contains 2698 members Entering Unmasked Estep Score: -310491.250000 Penalty: 784.610474 Iteration 2F: 3 clusters Score -310491.2 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2997 members Mstep: Class 2 contains 2556 members Entering Unmasked Estep Score: -310893.250000 Penalty: 784.610474 Iteration 3F: 3 clusters Score -310893.2 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3139 members Mstep: Class 2 contains 2414 members Entering Unmasked Estep Score: -311190.218750 Penalty: 784.610474 Iteration 4F: 3 clusters Score -311190.2 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3223 members Mstep: Class 2 contains 2330 members Entering Unmasked Estep Score: -311376.406250 Penalty: 784.610474 Iteration 5F: 3 clusters Score -311376.4 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3298 members Mstep: Class 2 contains 2255 members Entering Unmasked Estep Score: -311508.187500 Penalty: 784.610474 Iteration 6Q: 3 clusters Score -311508.2 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3338 members Mstep: Class 2 contains 2215 members Entering Unmasked Estep Score: -311601.437500 Penalty: 784.610474 Iteration 7Q: 3 clusters Score -311601.4 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3372 members Mstep: Class 2 contains 2181 members Entering Unmasked Estep Score: -311665.656250 Penalty: 784.610474 Iteration 8Q: 3 clusters Score -311665.7 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3409 members Mstep: Class 2 contains 2144 members Entering Unmasked Estep Score: -311695.906250 Penalty: 784.610474 Iteration 9Q: 3 clusters Score -311695.9 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3441 members Mstep: Class 2 contains 2112 members Entering Unmasked Estep Score: -311715.625000 Penalty: 784.610474 Iteration 10Q: 3 clusters Score -311715.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3475 members Mstep: Class 2 contains 2078 members Entering Unmasked Estep Score: -311728.968750 Penalty: 784.610474 Iteration 11Q: 3 clusters Score -311729 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3511 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -311738.031250 Penalty: 784.610474 Iteration 12Q: 3 clusters Score -311738 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3533 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -311741.781250 Penalty: 784.610474 Iteration 13Q: 3 clusters Score -311741.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3547 members Mstep: Class 2 contains 2006 members Entering Unmasked Estep Score: -311744.437500 Penalty: 784.610474 Iteration 14Q: 3 clusters Score -311744.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3572 members Mstep: Class 2 contains 1981 members Entering Unmasked Estep Score: -311749.406250 Penalty: 784.610474 Iteration 15Q: 3 clusters Score -311749.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3590 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -311753.250000 Penalty: 784.610474 Iteration 16Q: 3 clusters Score -311753.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3612 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -311756.375000 Penalty: 784.610474 Iteration 17Q: 3 clusters Score -311756.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3630 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -311759.000000 Penalty: 784.610474 Iteration 18Q: 3 clusters Score -311759 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3648 members Mstep: Class 2 contains 1905 members Entering Unmasked Estep Score: -311762.281250 Penalty: 784.610474 Iteration 19Q: 3 clusters Score -311762.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3669 members Mstep: Class 2 contains 1884 members Entering Unmasked Estep Score: -311767.031250 Penalty: 784.610474 Iteration 20F: 3 clusters Score -311767 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3693 members Mstep: Class 2 contains 1860 members Entering Unmasked Estep Score: -311771.031250 Penalty: 784.610474 Iteration 21Q: 3 clusters Score -311771 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3710 members Mstep: Class 2 contains 1843 members Entering Unmasked Estep Score: -311774.375000 Penalty: 784.610474 Iteration 22Q: 3 clusters Score -311774.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3731 members Mstep: Class 2 contains 1822 members Entering Unmasked Estep Score: -311778.031250 Penalty: 784.610474 Iteration 23Q: 3 clusters Score -311778 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3752 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -311781.812500 Penalty: 784.610474 Iteration 24Q: 3 clusters Score -311781.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3770 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -311783.156250 Penalty: 784.610474 Iteration 25Q: 3 clusters Score -311783.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3795 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -311788.250000 Penalty: 784.610474 Iteration 26Q: 3 clusters Score -311788.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3823 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -311795.093750 Penalty: 784.610474 Iteration 27Q: 3 clusters Score -311795.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3854 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -311803.062500 Penalty: 784.610474 Iteration 28Q: 3 clusters Score -311803.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3886 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -311810.531250 Penalty: 784.610474 Iteration 29Q: 3 clusters Score -311810.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3908 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -311815.656250 Penalty: 784.610474 Iteration 30Q: 3 clusters Score -311815.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3930 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -311819.812500 Penalty: 784.610474 Iteration 31Q: 3 clusters Score -311819.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3952 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -311823.062500 Penalty: 784.610474 Iteration 32Q: 3 clusters Score -311823.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3970 members Mstep: Class 2 contains 1583 members Entering Unmasked Estep Score: -311825.687500 Penalty: 784.610474 Iteration 33Q: 3 clusters Score -311825.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3991 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -311828.531250 Penalty: 784.610474 Iteration 34Q: 3 clusters Score -311828.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4008 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -311831.093750 Penalty: 784.610474 Iteration 35Q: 3 clusters Score -311831.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4027 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -311834.031250 Penalty: 784.610474 Iteration 36Q: 3 clusters Score -311834 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4045 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -311837.468750 Penalty: 784.610474 Iteration 37Q: 3 clusters Score -311837.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4062 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -311839.968750 Penalty: 784.610474 Iteration 38Q: 3 clusters Score -311840 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4078 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -311843.125000 Penalty: 784.610474 Iteration 39Q: 3 clusters Score -311843.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4094 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -311845.500000 Penalty: 784.610474 Iteration 40F: 3 clusters Score -311845.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4108 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -311848.312500 Penalty: 784.610474 Iteration 41Q: 3 clusters Score -311848.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4120 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -311850.218750 Penalty: 784.610474 Iteration 42Q: 3 clusters Score -311850.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4129 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -311850.718750 Penalty: 784.610474 Iteration 43Q: 3 clusters Score -311850.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4133 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -311851.656250 Penalty: 784.610474 Iteration 44Q: 3 clusters Score -311851.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4140 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -311852.718750 Penalty: 784.610474 Iteration 45Q: 3 clusters Score -311852.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4151 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -311853.968750 Penalty: 784.610474 Iteration 46Q: 3 clusters Score -311854 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4163 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -311854.406250 Penalty: 784.610474 Iteration 47Q: 3 clusters Score -311854.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4171 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -311855.625000 Penalty: 784.610474 Iteration 48Q: 3 clusters Score -311855.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4182 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -311857.125000 Penalty: 784.610474 Iteration 49Q: 3 clusters Score -311857.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4191 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -311858.843750 Penalty: 784.610474 Iteration 50Q: 3 clusters Score -311858.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4200 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -311861.437500 Penalty: 784.610474 Iteration 51Q: 3 clusters Score -311861.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4208 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -311861.968750 Penalty: 784.610474 Iteration 52Q: 3 clusters Score -311862 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4220 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -311863.625000 Penalty: 784.610474 Iteration 53Q: 3 clusters Score -311863.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4229 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -311865.531250 Penalty: 784.610474 Iteration 54Q: 3 clusters Score -311865.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4238 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -311866.812500 Penalty: 784.610474 Iteration 55Q: 3 clusters Score -311866.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4248 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -311867.375000 Penalty: 784.610474 Iteration 56Q: 3 clusters Score -311867.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4258 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -311868.312500 Penalty: 784.610474 Iteration 57Q: 3 clusters Score -311868.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4267 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -311869.437500 Penalty: 784.610474 Iteration 58Q: 3 clusters Score -311869.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4273 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -311869.468750 Penalty: 784.610474 Iteration 59Q: 3 clusters Score -311869.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4278 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -311870.093750 Penalty: 784.610474 Iteration 60F: 3 clusters Score -311870.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4286 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -311872.656250 Penalty: 784.610474 Iteration 61Q: 3 clusters Score -311872.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4293 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -311873.312500 Penalty: 784.610474 Iteration 62Q: 3 clusters Score -311873.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4303 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -311876.250000 Penalty: 784.610474 Iteration 63Q: 3 clusters Score -311876.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4312 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -311877.593750 Penalty: 784.610474 Iteration 64Q: 3 clusters Score -311877.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4323 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -311879.562500 Penalty: 784.610474 Iteration 65Q: 3 clusters Score -311879.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4334 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -311880.656250 Penalty: 784.610474 Iteration 66Q: 3 clusters Score -311880.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4343 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -311883.562500 Penalty: 784.610474 Iteration 67Q: 3 clusters Score -311883.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4353 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -311885.031250 Penalty: 784.610474 Iteration 68Q: 3 clusters Score -311885 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4368 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -311887.906250 Penalty: 784.610474 Iteration 69Q: 3 clusters Score -311887.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4381 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -311891.500000 Penalty: 784.610474 Iteration 70Q: 3 clusters Score -311891.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4391 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -311892.656250 Penalty: 784.610474 Iteration 71Q: 3 clusters Score -311892.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4402 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -311894.312500 Penalty: 784.610474 Iteration 72Q: 3 clusters Score -311894.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4413 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -311895.718750 Penalty: 784.610474 Iteration 73Q: 3 clusters Score -311895.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4424 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -311896.937500 Penalty: 784.610474 Iteration 74Q: 3 clusters Score -311896.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4431 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -311897.406250 Penalty: 784.610474 Iteration 75Q: 3 clusters Score -311897.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4436 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -311898.125000 Penalty: 784.610474 Iteration 76Q: 3 clusters Score -311898.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4441 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -311898.312500 Penalty: 784.610474 Iteration 77Q: 3 clusters Score -311898.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4449 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -311899.187500 Penalty: 784.610474 Iteration 78Q: 3 clusters Score -311899.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4456 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -311899.906250 Penalty: 784.610474 Iteration 79Q: 3 clusters Score -311899.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4462 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -311900.812500 Penalty: 784.610474 Iteration 80F: 3 clusters Score -311900.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4466 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -311900.875000 Penalty: 784.610474 Iteration 81Q: 3 clusters Score -311900.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4470 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -311901.437500 Penalty: 784.610474 Iteration 82Q: 3 clusters Score -311901.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4476 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -311902.187500 Penalty: 784.610474 Iteration 83Q: 3 clusters Score -311902.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4476 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -311902.187500 Penalty: 784.610474 Iteration 84F: 3 clusters Score -311902.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (1086 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Entering Unmasked Estep Score: -58131.183594 Penalty: 318.056671 Iteration 0F: 2 clusters Score -58131.18 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -57276.464844 Penalty: 636.113342 Iteration 0F: 3 clusters Score -57276.46 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -57573.007812 Penalty: 636.113342 Iteration 1F: 3 clusters Score -57573.01 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -57636.761719 Penalty: 636.113342 Iteration 2F: 3 clusters Score -57636.76 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -57664.707031 Penalty: 636.113342 Iteration 3Q: 3 clusters Score -57664.71 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -57678.125000 Penalty: 636.113342 Iteration 4Q: 3 clusters Score -57678.12 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -57683.937500 Penalty: 636.113342 Iteration 5Q: 3 clusters Score -57683.94 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -57686.238281 Penalty: 636.113342 Iteration 6Q: 3 clusters Score -57686.24 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -57690.796875 Penalty: 636.113342 Iteration 7Q: 3 clusters Score -57690.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -57694.000000 Penalty: 636.113342 Iteration 8Q: 3 clusters Score -57694 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -57697.191406 Penalty: 636.113342 Iteration 9Q: 3 clusters Score -57697.19 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -57699.304688 Penalty: 636.113342 Iteration 10Q: 3 clusters Score -57699.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -57702.250000 Penalty: 636.113342 Iteration 11Q: 3 clusters Score -57702.25 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -57703.742188 Penalty: 636.113342 Iteration 12Q: 3 clusters Score -57703.74 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -57704.210938 Penalty: 636.113342 Iteration 13Q: 3 clusters Score -57704.21 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -57704.597656 Penalty: 636.113342 Iteration 14Q: 3 clusters Score -57704.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -57704.792969 Penalty: 636.113342 Iteration 15Q: 3 clusters Score -57704.79 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -57704.792969 Penalty: 636.113342 Iteration 16F: 3 clusters Score -57704.79 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (1593 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Entering Unmasked Estep Score: -73398.984375 Penalty: 335.488525 Iteration 0F: 2 clusters Score -73398.98 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -72226.429688 Penalty: 670.977051 Iteration 0F: 3 clusters Score -72226.43 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -72676.867188 Penalty: 670.977051 Iteration 1F: 3 clusters Score -72676.87 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -72840.359375 Penalty: 670.977051 Iteration 2F: 3 clusters Score -72840.36 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -72939.218750 Penalty: 670.977051 Iteration 3F: 3 clusters Score -72939.22 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -72988.609375 Penalty: 670.977051 Iteration 4F: 3 clusters Score -72988.61 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -73016.960938 Penalty: 670.977051 Iteration 5Q: 3 clusters Score -73016.96 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -73035.140625 Penalty: 670.977051 Iteration 6Q: 3 clusters Score -73035.14 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -73045.296875 Penalty: 670.977051 Iteration 7Q: 3 clusters Score -73045.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -73056.515625 Penalty: 670.977051 Iteration 8Q: 3 clusters Score -73056.52 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -73065.203125 Penalty: 670.977051 Iteration 9Q: 3 clusters Score -73065.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -73073.640625 Penalty: 670.977051 Iteration 10Q: 3 clusters Score -73073.64 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -73083.867188 Penalty: 670.977051 Iteration 11Q: 3 clusters Score -73083.87 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -73092.195312 Penalty: 670.977051 Iteration 12Q: 3 clusters Score -73092.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -73103.234375 Penalty: 670.977051 Iteration 13Q: 3 clusters Score -73103.23 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -73115.109375 Penalty: 670.977051 Iteration 14Q: 3 clusters Score -73115.11 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -73120.851562 Penalty: 670.977051 Iteration 15Q: 3 clusters Score -73120.85 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -73127.015625 Penalty: 670.977051 Iteration 16Q: 3 clusters Score -73127.02 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -73132.515625 Penalty: 670.977051 Iteration 17Q: 3 clusters Score -73132.52 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -73136.429688 Penalty: 670.977051 Iteration 18Q: 3 clusters Score -73136.43 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -73137.515625 Penalty: 670.977051 Iteration 19Q: 3 clusters Score -73137.52 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -73138.460938 Penalty: 670.977051 Iteration 20F: 3 clusters Score -73138.46 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -73139.593750 Penalty: 670.977051 Iteration 21Q: 3 clusters Score -73139.59 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -73140.062500 Penalty: 670.977051 Iteration 22Q: 3 clusters Score -73140.06 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -73140.382812 Penalty: 670.977051 Iteration 23Q: 3 clusters Score -73140.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -73140.671875 Penalty: 670.977051 Iteration 24Q: 3 clusters Score -73140.67 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -73140.726562 Penalty: 670.977051 Iteration 25Q: 3 clusters Score -73140.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -73140.726562 Penalty: 670.977051 Iteration 26F: 3 clusters Score -73140.73 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (419 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Entering Unmasked Estep Score: -23834.476562 Penalty: 274.723114 Iteration 0F: 2 clusters Score -23834.48 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -23402.193359 Penalty: 549.446228 Iteration 0F: 3 clusters Score -23402.19 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -23532.511719 Penalty: 549.446228 Iteration 1F: 3 clusters Score -23532.51 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -23551.126953 Penalty: 549.446228 Iteration 2F: 3 clusters Score -23551.13 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -23558.951172 Penalty: 549.446228 Iteration 3Q: 3 clusters Score -23558.95 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -23565.697266 Penalty: 549.446228 Iteration 4Q: 3 clusters Score -23565.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -23568.779297 Penalty: 549.446228 Iteration 5Q: 3 clusters Score -23568.78 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -23570.152344 Penalty: 549.446228 Iteration 6Q: 3 clusters Score -23570.15 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -23570.916016 Penalty: 549.446228 Iteration 7Q: 3 clusters Score -23570.92 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -23572.273438 Penalty: 549.446228 Iteration 8Q: 3 clusters Score -23572.27 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -23576.382812 Penalty: 549.446228 Iteration 9Q: 3 clusters Score -23576.38 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -23586.906250 Penalty: 549.446228 Iteration 10Q: 3 clusters Score -23586.91 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -23593.980469 Penalty: 549.446228 Iteration 11Q: 3 clusters Score -23593.98 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -23602.476562 Penalty: 549.446228 Iteration 12Q: 3 clusters Score -23602.48 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -23608.568359 Penalty: 549.446228 Iteration 13Q: 3 clusters Score -23608.57 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -23620.087891 Penalty: 549.446228 Iteration 14Q: 3 clusters Score -23620.09 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -23628.367188 Penalty: 549.446228 Iteration 15Q: 3 clusters Score -23628.37 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -23635.716797 Penalty: 549.446228 Iteration 16Q: 3 clusters Score -23635.72 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -23641.929688 Penalty: 549.446228 Iteration 17Q: 3 clusters Score -23641.93 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -23648.519531 Penalty: 549.446228 Iteration 18Q: 3 clusters Score -23648.52 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -23653.167969 Penalty: 549.446228 Iteration 19Q: 3 clusters Score -23653.17 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -23657.351562 Penalty: 549.446228 Iteration 20F: 3 clusters Score -23657.35 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -23657.833984 Penalty: 549.446228 Iteration 21Q: 3 clusters Score -23657.83 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -23658.689453 Penalty: 549.446228 Iteration 22Q: 3 clusters Score -23658.69 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -23658.689453 Penalty: 549.446228 Iteration 23F: 3 clusters Score -23658.69 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (8475 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8475 members Entering Unmasked Estep Score: -461788.750000 Penalty: 411.541870 Iteration 0F: 2 clusters Score -461788.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4189 members Mstep: Class 2 contains 4286 members Entering Unmasked Estep Score: -456121.812500 Penalty: 823.083740 Iteration 0F: 3 clusters Score -456121.8 nChanged 3881 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3768 members Mstep: Class 2 contains 4707 members Entering Unmasked Estep Score: -458382.312500 Penalty: 823.083740 Iteration 1F: 3 clusters Score -458382.3 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3567 members Mstep: Class 2 contains 4908 members Entering Unmasked Estep Score: -458700.750000 Penalty: 823.083740 Iteration 2F: 3 clusters Score -458700.8 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3337 members Mstep: Class 2 contains 5138 members Entering Unmasked Estep Score: -459068.593750 Penalty: 823.083740 Iteration 3F: 3 clusters Score -459068.6 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3095 members Mstep: Class 2 contains 5380 members Entering Unmasked Estep Score: -459430.718750 Penalty: 823.083740 Iteration 4F: 3 clusters Score -459430.7 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2865 members Mstep: Class 2 contains 5610 members Entering Unmasked Estep Score: -459791.906250 Penalty: 823.083740 Iteration 5F: 3 clusters Score -459791.9 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2644 members Mstep: Class 2 contains 5831 members Entering Unmasked Estep Score: -460077.218750 Penalty: 823.083740 Iteration 6F: 3 clusters Score -460077.2 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2458 members Mstep: Class 2 contains 6017 members Entering Unmasked Estep Score: -460262.406250 Penalty: 823.083740 Iteration 7Q: 3 clusters Score -460262.4 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 6177 members Entering Unmasked Estep Score: -460397.843750 Penalty: 823.083740 Iteration 8Q: 3 clusters Score -460397.8 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2144 members Mstep: Class 2 contains 6331 members Entering Unmasked Estep Score: -460512.093750 Penalty: 823.083740 Iteration 9Q: 3 clusters Score -460512.1 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1996 members Mstep: Class 2 contains 6479 members Entering Unmasked Estep Score: -460608.843750 Penalty: 823.083740 Iteration 10Q: 3 clusters Score -460608.8 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 6611 members Entering Unmasked Estep Score: -460707.156250 Penalty: 823.083740 Iteration 11Q: 3 clusters Score -460707.2 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 6741 members Entering Unmasked Estep Score: -460790.500000 Penalty: 823.083740 Iteration 12Q: 3 clusters Score -460790.5 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 6865 members Entering Unmasked Estep Score: -460870.687500 Penalty: 823.083740 Iteration 13Q: 3 clusters Score -460870.7 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 6992 members Entering Unmasked Estep Score: -460961.187500 Penalty: 823.083740 Iteration 14Q: 3 clusters Score -460961.2 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 7117 members Entering Unmasked Estep Score: -461050.906250 Penalty: 823.083740 Iteration 15Q: 3 clusters Score -461050.9 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 7230 members Entering Unmasked Estep Score: -461127.781250 Penalty: 823.083740 Iteration 16Q: 3 clusters Score -461127.8 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 7312 members Entering Unmasked Estep Score: -461181.687500 Penalty: 823.083740 Iteration 17Q: 3 clusters Score -461181.7 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 7383 members Entering Unmasked Estep Score: -461239.625000 Penalty: 823.083740 Iteration 18Q: 3 clusters Score -461239.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 7444 members Entering Unmasked Estep Score: -461280.937500 Penalty: 823.083740 Iteration 19Q: 3 clusters Score -461280.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 7490 members Entering Unmasked Estep Score: -461310.593750 Penalty: 823.083740 Iteration 20F: 3 clusters Score -461310.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 7525 members Entering Unmasked Estep Score: -461330.812500 Penalty: 823.083740 Iteration 21Q: 3 clusters Score -461330.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 7552 members Entering Unmasked Estep Score: -461344.875000 Penalty: 823.083740 Iteration 22Q: 3 clusters Score -461344.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 7570 members Entering Unmasked Estep Score: -461354.656250 Penalty: 823.083740 Iteration 23Q: 3 clusters Score -461354.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 7587 members Entering Unmasked Estep Score: -461361.343750 Penalty: 823.083740 Iteration 24Q: 3 clusters Score -461361.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 7601 members Entering Unmasked Estep Score: -461369.843750 Penalty: 823.083740 Iteration 25Q: 3 clusters Score -461369.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 7620 members Entering Unmasked Estep Score: -461381.187500 Penalty: 823.083740 Iteration 26Q: 3 clusters Score -461381.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 7644 members Entering Unmasked Estep Score: -461390.875000 Penalty: 823.083740 Iteration 27Q: 3 clusters Score -461390.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 7659 members Entering Unmasked Estep Score: -461396.312500 Penalty: 823.083740 Iteration 28Q: 3 clusters Score -461396.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 7678 members Entering Unmasked Estep Score: -461400.125000 Penalty: 823.083740 Iteration 29Q: 3 clusters Score -461400.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 7698 members Entering Unmasked Estep Score: -461405.281250 Penalty: 823.083740 Iteration 30Q: 3 clusters Score -461405.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 7715 members Entering Unmasked Estep Score: -461409.500000 Penalty: 823.083740 Iteration 31Q: 3 clusters Score -461409.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 7733 members Entering Unmasked Estep Score: -461415.718750 Penalty: 823.083740 Iteration 32Q: 3 clusters Score -461415.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 7748 members Entering Unmasked Estep Score: -461420.968750 Penalty: 823.083740 Iteration 33Q: 3 clusters Score -461421 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 7762 members Entering Unmasked Estep Score: -461426.968750 Penalty: 823.083740 Iteration 34Q: 3 clusters Score -461427 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 7772 members Entering Unmasked Estep Score: -461429.906250 Penalty: 823.083740 Iteration 35Q: 3 clusters Score -461429.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 7780 members Entering Unmasked Estep Score: -461432.406250 Penalty: 823.083740 Iteration 36Q: 3 clusters Score -461432.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 7783 members Entering Unmasked Estep Score: -461434.656250 Penalty: 823.083740 Iteration 37Q: 3 clusters Score -461434.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 7789 members Entering Unmasked Estep Score: -461435.437500 Penalty: 823.083740 Iteration 38Q: 3 clusters Score -461435.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 7795 members Entering Unmasked Estep Score: -461438.343750 Penalty: 823.083740 Iteration 39Q: 3 clusters Score -461438.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 7802 members Entering Unmasked Estep Score: -461439.625000 Penalty: 823.083740 Iteration 40F: 3 clusters Score -461439.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 7813 members Entering Unmasked Estep Score: -461441.937500 Penalty: 823.083740 Iteration 41Q: 3 clusters Score -461441.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 7823 members Entering Unmasked Estep Score: -461444.406250 Penalty: 823.083740 Iteration 42Q: 3 clusters Score -461444.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 7832 members Entering Unmasked Estep Score: -461448.593750 Penalty: 823.083740 Iteration 43Q: 3 clusters Score -461448.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 7836 members Entering Unmasked Estep Score: -461449.593750 Penalty: 823.083740 Iteration 44Q: 3 clusters Score -461449.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 7846 members Entering Unmasked Estep Score: -461453.062500 Penalty: 823.083740 Iteration 45Q: 3 clusters Score -461453.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 7860 members Entering Unmasked Estep Score: -461455.562500 Penalty: 823.083740 Iteration 46Q: 3 clusters Score -461455.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 7866 members Entering Unmasked Estep Score: -461457.000000 Penalty: 823.083740 Iteration 47Q: 3 clusters Score -461457 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 7872 members Entering Unmasked Estep Score: -461458.625000 Penalty: 823.083740 Iteration 48Q: 3 clusters Score -461458.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 7877 members Entering Unmasked Estep Score: -461459.406250 Penalty: 823.083740 Iteration 49Q: 3 clusters Score -461459.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 7882 members Entering Unmasked Estep Score: -461460.937500 Penalty: 823.083740 Iteration 50Q: 3 clusters Score -461460.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 7888 members Entering Unmasked Estep Score: -461462.937500 Penalty: 823.083740 Iteration 51Q: 3 clusters Score -461462.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 7891 members Entering Unmasked Estep Score: -461464.750000 Penalty: 823.083740 Iteration 52Q: 3 clusters Score -461464.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 7900 members Entering Unmasked Estep Score: -461465.875000 Penalty: 823.083740 Iteration 53Q: 3 clusters Score -461465.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 7905 members Entering Unmasked Estep Score: -461466.500000 Penalty: 823.083740 Iteration 54Q: 3 clusters Score -461466.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 7910 members Entering Unmasked Estep Score: -461468.000000 Penalty: 823.083740 Iteration 55Q: 3 clusters Score -461468 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 7914 members Entering Unmasked Estep Score: -461468.000000 Penalty: 823.083740 Iteration 56Q: 3 clusters Score -461468 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 7916 members Entering Unmasked Estep Score: -461468.437500 Penalty: 823.083740 Iteration 57Q: 3 clusters Score -461468.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 7917 members Entering Unmasked Estep Score: -461467.875000 Penalty: 823.083740 Iteration 58Q: 3 clusters Score -461467.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 7917 members Entering Unmasked Estep Score: -461467.875000 Penalty: 823.083740 Iteration 59F: 3 clusters Score -461467.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (102889 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102889 members Entering Unmasked Estep Score: -6380670.500000 Penalty: 525.133972 Iteration 0F: 2 clusters Score -6380670 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51361 members Mstep: Class 2 contains 51528 members Entering Unmasked Estep Score: -6311396.000000 Penalty: 1050.267944 Iteration 0F: 3 clusters Score -6311396 nChanged 50658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48125 members Mstep: Class 2 contains 54764 members Entering Unmasked Estep Score: -6344467.500000 Penalty: 1050.267944 Iteration 1F: 3 clusters Score -6344468 nChanged 5862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46349 members Mstep: Class 2 contains 56540 members Entering Unmasked Estep Score: -6347482.000000 Penalty: 1050.267944 Iteration 2F: 3 clusters Score -6347482 nChanged 6312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44045 members Mstep: Class 2 contains 58844 members Entering Unmasked Estep Score: -6350969.000000 Penalty: 1050.267944 Iteration 3F: 3 clusters Score -6350969 nChanged 6109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41326 members Mstep: Class 2 contains 61563 members Entering Unmasked Estep Score: -6354636.500000 Penalty: 1050.267944 Iteration 4F: 3 clusters Score -6354636 nChanged 5949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38445 members Mstep: Class 2 contains 64444 members Entering Unmasked Estep Score: -6358359.000000 Penalty: 1050.267944 Iteration 5F: 3 clusters Score -6358359 nChanged 5273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35808 members Mstep: Class 2 contains 67081 members Entering Unmasked Estep Score: -6361802.500000 Penalty: 1050.267944 Iteration 6F: 3 clusters Score -6361802 nChanged 4684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33418 members Mstep: Class 2 contains 69471 members Entering Unmasked Estep Score: -6364686.500000 Penalty: 1050.267944 Iteration 7Q: 3 clusters Score -6364686 nChanged 3897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31389 members Mstep: Class 2 contains 71500 members Entering Unmasked Estep Score: -6366679.500000 Penalty: 1050.267944 Iteration 8Q: 3 clusters Score -6366680 nChanged 2954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29537 members Mstep: Class 2 contains 73352 members Entering Unmasked Estep Score: -6367917.000000 Penalty: 1050.267944 Iteration 9Q: 3 clusters Score -6367917 nChanged 2346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27683 members Mstep: Class 2 contains 75206 members Entering Unmasked Estep Score: -6368772.500000 Penalty: 1050.267944 Iteration 10Q: 3 clusters Score -6368772 nChanged 1985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25858 members Mstep: Class 2 contains 77031 members Entering Unmasked Estep Score: -6369512.500000 Penalty: 1050.267944 Iteration 11Q: 3 clusters Score -6369512 nChanged 1873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24017 members Mstep: Class 2 contains 78872 members Entering Unmasked Estep Score: -6370210.500000 Penalty: 1050.267944 Iteration 12Q: 3 clusters Score -6370210 nChanged 1847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22194 members Mstep: Class 2 contains 80695 members Entering Unmasked Estep Score: -6370935.500000 Penalty: 1050.267944 Iteration 13Q: 3 clusters Score -6370936 nChanged 1880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20328 members Mstep: Class 2 contains 82561 members Entering Unmasked Estep Score: -6371692.500000 Penalty: 1050.267944 Iteration 14Q: 3 clusters Score -6371692 nChanged 1802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18534 members Mstep: Class 2 contains 84355 members Entering Unmasked Estep Score: -6372533.500000 Penalty: 1050.267944 Iteration 15Q: 3 clusters Score -6372534 nChanged 1790 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16754 members Mstep: Class 2 contains 86135 members Entering Unmasked Estep Score: -6373342.000000 Penalty: 1050.267944 Iteration 16Q: 3 clusters Score -6373342 nChanged 1706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15054 members Mstep: Class 2 contains 87835 members Entering Unmasked Estep Score: -6374110.500000 Penalty: 1050.267944 Iteration 17Q: 3 clusters Score -6374110 nChanged 1653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13407 members Mstep: Class 2 contains 89482 members Entering Unmasked Estep Score: -6374918.000000 Penalty: 1050.267944 Iteration 18Q: 3 clusters Score -6374918 nChanged 1551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11860 members Mstep: Class 2 contains 91029 members Entering Unmasked Estep Score: -6375714.000000 Penalty: 1050.267944 Iteration 19Q: 3 clusters Score -6375714 nChanged 1435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10427 members Mstep: Class 2 contains 92462 members Entering Unmasked Estep Score: -6376391.000000 Penalty: 1050.267944 Iteration 20F: 3 clusters Score -6376391 nChanged 1274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9155 members Mstep: Class 2 contains 93734 members Entering Unmasked Estep Score: -6376998.500000 Penalty: 1050.267944 Iteration 21Q: 3 clusters Score -6376998 nChanged 1126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8029 members Mstep: Class 2 contains 94860 members Entering Unmasked Estep Score: -6377507.000000 Penalty: 1050.267944 Iteration 22Q: 3 clusters Score -6377507 nChanged 1030 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6999 members Mstep: Class 2 contains 95890 members Entering Unmasked Estep Score: -6377948.000000 Penalty: 1050.267944 Iteration 23Q: 3 clusters Score -6377948 nChanged 929 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6070 members Mstep: Class 2 contains 96819 members Entering Unmasked Estep Score: -6378357.500000 Penalty: 1050.267944 Iteration 24Q: 3 clusters Score -6378358 nChanged 785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5285 members Mstep: Class 2 contains 97604 members Entering Unmasked Estep Score: -6378686.500000 Penalty: 1050.267944 Iteration 25Q: 3 clusters Score -6378686 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4574 members Mstep: Class 2 contains 98315 members Entering Unmasked Estep Score: -6379001.000000 Penalty: 1050.267944 Iteration 26Q: 3 clusters Score -6379001 nChanged 598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3976 members Mstep: Class 2 contains 98913 members Entering Unmasked Estep Score: -6379255.500000 Penalty: 1050.267944 Iteration 27Q: 3 clusters Score -6379256 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3415 members Mstep: Class 2 contains 99474 members Entering Unmasked Estep Score: -6379446.000000 Penalty: 1050.267944 Iteration 28Q: 3 clusters Score -6379446 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2937 members Mstep: Class 2 contains 99952 members Entering Unmasked Estep Score: -6379635.500000 Penalty: 1050.267944 Iteration 29Q: 3 clusters Score -6379636 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2542 members Mstep: Class 2 contains 100347 members Entering Unmasked Estep Score: -6379792.000000 Penalty: 1050.267944 Iteration 30Q: 3 clusters Score -6379792 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2220 members Mstep: Class 2 contains 100669 members Entering Unmasked Estep Score: -6379892.000000 Penalty: 1050.267944 Iteration 31Q: 3 clusters Score -6379892 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 100934 members Entering Unmasked Estep Score: -6379993.000000 Penalty: 1050.267944 Iteration 32Q: 3 clusters Score -6379993 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 101161 members Entering Unmasked Estep Score: -6380071.500000 Penalty: 1050.267944 Iteration 33Q: 3 clusters Score -6380072 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 101347 members Entering Unmasked Estep Score: -6380105.500000 Penalty: 1050.267944 Iteration 34Q: 3 clusters Score -6380106 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 101503 members Entering Unmasked Estep Score: -6380140.000000 Penalty: 1050.267944 Iteration 35Q: 3 clusters Score -6380140 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 101622 members Entering Unmasked Estep Score: -6380167.000000 Penalty: 1050.267944 Iteration 36Q: 3 clusters Score -6380167 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 101738 members Entering Unmasked Estep Score: -6380190.000000 Penalty: 1050.267944 Iteration 37Q: 3 clusters Score -6380190 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 101824 members Entering Unmasked Estep Score: -6380207.500000 Penalty: 1050.267944 Iteration 38Q: 3 clusters Score -6380208 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 101907 members Entering Unmasked Estep Score: -6380236.500000 Penalty: 1050.267944 Iteration 39Q: 3 clusters Score -6380236 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 101978 members Entering Unmasked Estep Score: -6380254.500000 Penalty: 1050.267944 Iteration 40F: 3 clusters Score -6380254 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 102038 members Entering Unmasked Estep Score: -6380274.000000 Penalty: 1050.267944 Iteration 41Q: 3 clusters Score -6380274 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 102088 members Entering Unmasked Estep Score: -6380284.500000 Penalty: 1050.267944 Iteration 42Q: 3 clusters Score -6380284 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 102126 members Entering Unmasked Estep Score: -6380287.000000 Penalty: 1050.267944 Iteration 43Q: 3 clusters Score -6380287 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 102165 members Entering Unmasked Estep Score: -6380295.500000 Penalty: 1050.267944 Iteration 44Q: 3 clusters Score -6380296 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 102201 members Entering Unmasked Estep Score: -6380299.000000 Penalty: 1050.267944 Iteration 45Q: 3 clusters Score -6380299 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 102236 members Entering Unmasked Estep Score: -6380309.000000 Penalty: 1050.267944 Iteration 46Q: 3 clusters Score -6380309 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 102268 members Entering Unmasked Estep Score: -6380311.500000 Penalty: 1050.267944 Iteration 47Q: 3 clusters Score -6380312 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 102288 members Entering Unmasked Estep Score: -6380311.500000 Penalty: 1050.267944 Iteration 48Q: 3 clusters Score -6380312 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 102297 members Entering Unmasked Estep Score: -6380311.500000 Penalty: 1050.267944 Iteration 49Q: 3 clusters Score -6380312 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 102305 members Entering Unmasked Estep Score: -6380314.000000 Penalty: 1050.267944 Iteration 50Q: 3 clusters Score -6380314 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 102318 members Entering Unmasked Estep Score: -6380319.000000 Penalty: 1050.267944 Iteration 51Q: 3 clusters Score -6380319 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 102329 members Entering Unmasked Estep Score: -6380318.500000 Penalty: 1050.267944 Iteration 52Q: 3 clusters Score -6380318 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 102336 members Entering Unmasked Estep Score: -6380311.500000 Penalty: 1050.267944 Iteration 53Q: 3 clusters Score -6380312 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 102346 members Entering Unmasked Estep Score: -6380313.000000 Penalty: 1050.267944 Iteration 54Q: 3 clusters Score -6380313 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 102356 members Entering Unmasked Estep Score: -6380311.000000 Penalty: 1050.267944 Iteration 55Q: 3 clusters Score -6380311 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 102360 members Entering Unmasked Estep Score: -6380302.500000 Penalty: 1050.267944 Iteration 56Q: 3 clusters Score -6380302 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 102361 members Entering Unmasked Estep Score: -6380311.500000 Penalty: 1050.267944 Iteration 57Q: 3 clusters Score -6380312 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 102365 members Entering Unmasked Estep Score: -6380311.500000 Penalty: 1050.267944 Iteration 58Q: 3 clusters Score -6380312 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 102365 members Entering Unmasked Estep Score: -6380314.000000 Penalty: 1050.267944 Iteration 59Q: 3 clusters Score -6380314 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 102366 members Entering Unmasked Estep Score: -6380313.500000 Penalty: 1050.267944 Iteration 60F: 3 clusters Score -6380314 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1832 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Entering Unmasked Estep Score: -108226.156250 Penalty: 341.848938 Iteration 0F: 2 clusters Score -108226.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -106884.484375 Penalty: 683.697876 Iteration 0F: 3 clusters Score -106884.5 nChanged 767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -107327.250000 Penalty: 683.697876 Iteration 1F: 3 clusters Score -107327.2 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -107412.351562 Penalty: 683.697876 Iteration 2F: 3 clusters Score -107412.4 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -107481.679688 Penalty: 683.697876 Iteration 3F: 3 clusters Score -107481.7 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -107558.476562 Penalty: 683.697876 Iteration 4F: 3 clusters Score -107558.5 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -107626.648438 Penalty: 683.697876 Iteration 5F: 3 clusters Score -107626.6 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -107682.156250 Penalty: 683.697876 Iteration 6Q: 3 clusters Score -107682.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -107734.898438 Penalty: 683.697876 Iteration 7Q: 3 clusters Score -107734.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -107798.203125 Penalty: 683.697876 Iteration 8Q: 3 clusters Score -107798.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -107839.085938 Penalty: 683.697876 Iteration 9Q: 3 clusters Score -107839.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -107872.148438 Penalty: 683.697876 Iteration 10Q: 3 clusters Score -107872.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -107894.320312 Penalty: 683.697876 Iteration 11Q: 3 clusters Score -107894.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -107906.328125 Penalty: 683.697876 Iteration 12Q: 3 clusters Score -107906.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -107916.164062 Penalty: 683.697876 Iteration 13Q: 3 clusters Score -107916.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -107926.171875 Penalty: 683.697876 Iteration 14Q: 3 clusters Score -107926.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 1658 members Entering Unmasked Estep Score: -107933.093750 Penalty: 683.697876 Iteration 15Q: 3 clusters Score -107933.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -107939.632812 Penalty: 683.697876 Iteration 16Q: 3 clusters Score -107939.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -107941.976562 Penalty: 683.697876 Iteration 17Q: 3 clusters Score -107942 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -107944.734375 Penalty: 683.697876 Iteration 18Q: 3 clusters Score -107944.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -107946.195312 Penalty: 683.697876 Iteration 19Q: 3 clusters Score -107946.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -107946.773438 Penalty: 683.697876 Iteration 20F: 3 clusters Score -107946.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -107947.476562 Penalty: 683.697876 Iteration 21Q: 3 clusters Score -107947.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -107948.296875 Penalty: 683.697876 Iteration 22Q: 3 clusters Score -107948.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -107948.296875 Penalty: 683.697876 Iteration 23F: 3 clusters Score -107948.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (2119 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2119 members Entering Unmasked Estep Score: -103137.828125 Penalty: 348.470825 Iteration 0F: 2 clusters Score -103137.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -101649.234375 Penalty: 696.941650 Iteration 0F: 3 clusters Score -101649.2 nChanged 897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -102324.687500 Penalty: 696.941650 Iteration 1F: 3 clusters Score -102324.7 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -102498.992188 Penalty: 696.941650 Iteration 2F: 3 clusters Score -102499 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -102653.656250 Penalty: 696.941650 Iteration 3F: 3 clusters Score -102653.7 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -102848.132812 Penalty: 696.941650 Iteration 4F: 3 clusters Score -102848.1 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -102981.750000 Penalty: 696.941650 Iteration 5F: 3 clusters Score -102981.8 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -103042.656250 Penalty: 696.941650 Iteration 6Q: 3 clusters Score -103042.7 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -103074.273438 Penalty: 696.941650 Iteration 7Q: 3 clusters Score -103074.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -103089.351562 Penalty: 696.941650 Iteration 8Q: 3 clusters Score -103089.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -103100.031250 Penalty: 696.941650 Iteration 9Q: 3 clusters Score -103100 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -103110.046875 Penalty: 696.941650 Iteration 10Q: 3 clusters Score -103110 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -103116.437500 Penalty: 696.941650 Iteration 11Q: 3 clusters Score -103116.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -103121.492188 Penalty: 696.941650 Iteration 12Q: 3 clusters Score -103121.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -103126.328125 Penalty: 696.941650 Iteration 13Q: 3 clusters Score -103126.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -103132.593750 Penalty: 696.941650 Iteration 14Q: 3 clusters Score -103132.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -103135.906250 Penalty: 696.941650 Iteration 15Q: 3 clusters Score -103135.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -103138.023438 Penalty: 696.941650 Iteration 16Q: 3 clusters Score -103138 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -103138.929688 Penalty: 696.941650 Iteration 17Q: 3 clusters Score -103138.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -103139.132812 Penalty: 696.941650 Iteration 18Q: 3 clusters Score -103139.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -103140.335938 Penalty: 696.941650 Iteration 19Q: 3 clusters Score -103140.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -103141.210938 Penalty: 696.941650 Iteration 20F: 3 clusters Score -103141.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -103142.640625 Penalty: 696.941650 Iteration 21Q: 3 clusters Score -103142.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -103144.398438 Penalty: 696.941650 Iteration 22Q: 3 clusters Score -103144.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -103145.726562 Penalty: 696.941650 Iteration 23Q: 3 clusters Score -103145.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -103147.218750 Penalty: 696.941650 Iteration 24Q: 3 clusters Score -103147.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -103148.156250 Penalty: 696.941650 Iteration 25Q: 3 clusters Score -103148.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -103148.578125 Penalty: 696.941650 Iteration 26Q: 3 clusters Score -103148.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -103148.929688 Penalty: 696.941650 Iteration 27Q: 3 clusters Score -103148.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -103149.250000 Penalty: 696.941650 Iteration 28Q: 3 clusters Score -103149.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -103149.296875 Penalty: 696.941650 Iteration 29Q: 3 clusters Score -103149.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -103149.296875 Penalty: 696.941650 Iteration 30F: 3 clusters Score -103149.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 27751 members Mstep: Class 2 contains 18527 members Mstep: Class 3 contains 4893 members Mstep: Class 4 contains 2415 members Mstep: Class 5 contains 4277 members Mstep: Class 6 contains 2141 members Mstep: Class 7 contains 3969 members Mstep: Class 8 contains 1121 members Mstep: Class 9 contains 380 members Mstep: Class 10 contains 4950 members Mstep: Class 11 contains 15414 members Mstep: Class 12 contains 5485 members Mstep: Class 13 contains 898 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5553 members Mstep: Class 16 contains 1086 members Mstep: Class 17 contains 1593 members Mstep: Class 18 contains 350 members Mstep: Class 19 contains 419 members Mstep: Class 20 contains 8475 members Mstep: Class 21 contains 102889 members Mstep: Class 22 contains 1832 members Mstep: Class 23 contains 1769 members Mstep: Class 24 contains 2500 members Mstep: Class 25 contains 3753 members Mstep: Class 26 contains 6942 members Mstep: Class 27 contains 58037 members Mstep: Class 28 contains 4585 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2632 members Mstep: Class 31 contains 3571 members Mstep: Class 32 contains 563 members Mstep: Class 33 contains 1402 members Mstep: Class 34 contains 11261 members Entering Unmasked Estep Score: -17799008.000000 Penalty: 19569.839844 Splitting cluster 23 changes total score from -17799236.000000 to -17799008.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 24 (2500 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2500 members Entering Unmasked Estep Score: -145416.625000 Penalty: 355.994110 Iteration 0F: 2 clusters Score -145416.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -143657.390625 Penalty: 711.988220 Iteration 0F: 3 clusters Score -143657.4 nChanged 1092 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -144428.109375 Penalty: 711.988220 Iteration 1F: 3 clusters Score -144428.1 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -144594.062500 Penalty: 711.988220 Iteration 2F: 3 clusters Score -144594.1 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -144713.015625 Penalty: 711.988220 Iteration 3F: 3 clusters Score -144713 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -144795.312500 Penalty: 711.988220 Iteration 4F: 3 clusters Score -144795.3 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -144864.437500 Penalty: 711.988220 Iteration 5Q: 3 clusters Score -144864.4 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -144919.671875 Penalty: 711.988220 Iteration 6Q: 3 clusters Score -144919.7 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -144961.031250 Penalty: 711.988220 Iteration 7Q: 3 clusters Score -144961 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -144989.906250 Penalty: 711.988220 Iteration 8Q: 3 clusters Score -144989.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -145009.328125 Penalty: 711.988220 Iteration 9Q: 3 clusters Score -145009.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -145021.500000 Penalty: 711.988220 Iteration 10Q: 3 clusters Score -145021.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -145028.984375 Penalty: 711.988220 Iteration 11Q: 3 clusters Score -145029 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -145031.359375 Penalty: 711.988220 Iteration 12Q: 3 clusters Score -145031.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -145033.062500 Penalty: 711.988220 Iteration 13Q: 3 clusters Score -145033.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1853 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -145034.750000 Penalty: 711.988220 Iteration 14Q: 3 clusters Score -145034.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -145037.484375 Penalty: 711.988220 Iteration 15Q: 3 clusters Score -145037.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -145040.343750 Penalty: 711.988220 Iteration 16Q: 3 clusters Score -145040.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -145043.796875 Penalty: 711.988220 Iteration 17Q: 3 clusters Score -145043.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -145046.359375 Penalty: 711.988220 Iteration 18Q: 3 clusters Score -145046.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1901 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -145047.640625 Penalty: 711.988220 Iteration 19Q: 3 clusters Score -145047.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1911 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -145049.093750 Penalty: 711.988220 Iteration 20F: 3 clusters Score -145049.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1915 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -145049.765625 Penalty: 711.988220 Iteration 21Q: 3 clusters Score -145049.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -145051.390625 Penalty: 711.988220 Iteration 22Q: 3 clusters Score -145051.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1925 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -145052.843750 Penalty: 711.988220 Iteration 23Q: 3 clusters Score -145052.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1928 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -145053.609375 Penalty: 711.988220 Iteration 24Q: 3 clusters Score -145053.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -145054.390625 Penalty: 711.988220 Iteration 25Q: 3 clusters Score -145054.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -145054.968750 Penalty: 711.988220 Iteration 26Q: 3 clusters Score -145055 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -145055.703125 Penalty: 711.988220 Iteration 27Q: 3 clusters Score -145055.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -145055.890625 Penalty: 711.988220 Iteration 28Q: 3 clusters Score -145055.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -145056.265625 Penalty: 711.988220 Iteration 29Q: 3 clusters Score -145056.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -145056.546875 Penalty: 711.988220 Iteration 30Q: 3 clusters Score -145056.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1937 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -145056.796875 Penalty: 711.988220 Iteration 31Q: 3 clusters Score -145056.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1937 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -145056.796875 Penalty: 711.988220 Iteration 32F: 3 clusters Score -145056.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (3753 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3753 members Entering Unmasked Estep Score: -209917.687500 Penalty: 374.479126 Iteration 0F: 2 clusters Score -209917.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 1945 members Entering Unmasked Estep Score: -207494.031250 Penalty: 748.958252 Iteration 0F: 3 clusters Score -207494 nChanged 1627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 2180 members Entering Unmasked Estep Score: -208797.187500 Penalty: 748.958252 Iteration 1F: 3 clusters Score -208797.2 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 2247 members Entering Unmasked Estep Score: -209052.890625 Penalty: 748.958252 Iteration 2F: 3 clusters Score -209052.9 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 2282 members Entering Unmasked Estep Score: -209233.640625 Penalty: 748.958252 Iteration 3F: 3 clusters Score -209233.6 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 2317 members Entering Unmasked Estep Score: -209322.843750 Penalty: 748.958252 Iteration 4Q: 3 clusters Score -209322.8 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 2344 members Entering Unmasked Estep Score: -209378.187500 Penalty: 748.958252 Iteration 5Q: 3 clusters Score -209378.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 2374 members Entering Unmasked Estep Score: -209404.437500 Penalty: 748.958252 Iteration 6Q: 3 clusters Score -209404.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 2401 members Entering Unmasked Estep Score: -209426.250000 Penalty: 748.958252 Iteration 7Q: 3 clusters Score -209426.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 2433 members Entering Unmasked Estep Score: -209446.625000 Penalty: 748.958252 Iteration 8Q: 3 clusters Score -209446.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 2471 members Entering Unmasked Estep Score: -209466.109375 Penalty: 748.958252 Iteration 9Q: 3 clusters Score -209466.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 2510 members Entering Unmasked Estep Score: -209483.968750 Penalty: 748.958252 Iteration 10Q: 3 clusters Score -209484 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 2546 members Entering Unmasked Estep Score: -209495.718750 Penalty: 748.958252 Iteration 11Q: 3 clusters Score -209495.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 2583 members Entering Unmasked Estep Score: -209507.406250 Penalty: 748.958252 Iteration 12Q: 3 clusters Score -209507.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 2610 members Entering Unmasked Estep Score: -209516.890625 Penalty: 748.958252 Iteration 13Q: 3 clusters Score -209516.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 2640 members Entering Unmasked Estep Score: -209527.562500 Penalty: 748.958252 Iteration 14Q: 3 clusters Score -209527.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 2670 members Entering Unmasked Estep Score: -209537.437500 Penalty: 748.958252 Iteration 15Q: 3 clusters Score -209537.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 2700 members Entering Unmasked Estep Score: -209548.015625 Penalty: 748.958252 Iteration 16Q: 3 clusters Score -209548 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 2726 members Entering Unmasked Estep Score: -209555.468750 Penalty: 748.958252 Iteration 17Q: 3 clusters Score -209555.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 2753 members Entering Unmasked Estep Score: -209565.078125 Penalty: 748.958252 Iteration 18Q: 3 clusters Score -209565.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 2784 members Entering Unmasked Estep Score: -209574.890625 Penalty: 748.958252 Iteration 19Q: 3 clusters Score -209574.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 2809 members Entering Unmasked Estep Score: -209580.656250 Penalty: 748.958252 Iteration 20F: 3 clusters Score -209580.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 2828 members Entering Unmasked Estep Score: -209585.281250 Penalty: 748.958252 Iteration 21Q: 3 clusters Score -209585.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 2845 members Entering Unmasked Estep Score: -209589.437500 Penalty: 748.958252 Iteration 22Q: 3 clusters Score -209589.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 2862 members Entering Unmasked Estep Score: -209594.703125 Penalty: 748.958252 Iteration 23Q: 3 clusters Score -209594.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 2874 members Entering Unmasked Estep Score: -209597.484375 Penalty: 748.958252 Iteration 24Q: 3 clusters Score -209597.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 2881 members Entering Unmasked Estep Score: -209600.328125 Penalty: 748.958252 Iteration 25Q: 3 clusters Score -209600.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 2884 members Entering Unmasked Estep Score: -209601.250000 Penalty: 748.958252 Iteration 26Q: 3 clusters Score -209601.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 2888 members Entering Unmasked Estep Score: -209601.734375 Penalty: 748.958252 Iteration 27Q: 3 clusters Score -209601.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 2894 members Entering Unmasked Estep Score: -209602.312500 Penalty: 748.958252 Iteration 28Q: 3 clusters Score -209602.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 2899 members Entering Unmasked Estep Score: -209603.000000 Penalty: 748.958252 Iteration 29Q: 3 clusters Score -209603 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 2905 members Entering Unmasked Estep Score: -209604.656250 Penalty: 748.958252 Iteration 30Q: 3 clusters Score -209604.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 2911 members Entering Unmasked Estep Score: -209605.609375 Penalty: 748.958252 Iteration 31Q: 3 clusters Score -209605.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 2917 members Entering Unmasked Estep Score: -209605.906250 Penalty: 748.958252 Iteration 32Q: 3 clusters Score -209605.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 2921 members Entering Unmasked Estep Score: -209606.625000 Penalty: 748.958252 Iteration 33Q: 3 clusters Score -209606.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 2925 members Entering Unmasked Estep Score: -209607.656250 Penalty: 748.958252 Iteration 34Q: 3 clusters Score -209607.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 2931 members Entering Unmasked Estep Score: -209608.609375 Penalty: 748.958252 Iteration 35Q: 3 clusters Score -209608.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 2942 members Entering Unmasked Estep Score: -209610.812500 Penalty: 748.958252 Iteration 36Q: 3 clusters Score -209610.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 2952 members Entering Unmasked Estep Score: -209612.328125 Penalty: 748.958252 Iteration 37Q: 3 clusters Score -209612.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 2961 members Entering Unmasked Estep Score: -209613.109375 Penalty: 748.958252 Iteration 38Q: 3 clusters Score -209613.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 2970 members Entering Unmasked Estep Score: -209614.531250 Penalty: 748.958252 Iteration 39Q: 3 clusters Score -209614.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 2974 members Entering Unmasked Estep Score: -209615.171875 Penalty: 748.958252 Iteration 40F: 3 clusters Score -209615.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 2982 members Entering Unmasked Estep Score: -209615.828125 Penalty: 748.958252 Iteration 41Q: 3 clusters Score -209615.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 2989 members Entering Unmasked Estep Score: -209616.828125 Penalty: 748.958252 Iteration 42Q: 3 clusters Score -209616.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 2999 members Entering Unmasked Estep Score: -209618.187500 Penalty: 748.958252 Iteration 43Q: 3 clusters Score -209618.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 3006 members Entering Unmasked Estep Score: -209619.562500 Penalty: 748.958252 Iteration 44Q: 3 clusters Score -209619.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 3015 members Entering Unmasked Estep Score: -209621.484375 Penalty: 748.958252 Iteration 45Q: 3 clusters Score -209621.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 3019 members Entering Unmasked Estep Score: -209621.609375 Penalty: 748.958252 Iteration 46Q: 3 clusters Score -209621.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 3022 members Entering Unmasked Estep Score: -209622.234375 Penalty: 748.958252 Iteration 47Q: 3 clusters Score -209622.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 3022 members Entering Unmasked Estep Score: -209622.234375 Penalty: 748.958252 Iteration 48F: 3 clusters Score -209622.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (6942 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6942 members Entering Unmasked Estep Score: -372466.500000 Penalty: 402.463226 Iteration 0F: 2 clusters Score -372466.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3503 members Mstep: Class 2 contains 3439 members Entering Unmasked Estep Score: -367858.343750 Penalty: 804.926453 Iteration 0F: 3 clusters Score -367858.3 nChanged 3183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3678 members Mstep: Class 2 contains 3264 members Entering Unmasked Estep Score: -369771.031250 Penalty: 804.926453 Iteration 1F: 3 clusters Score -369771 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3858 members Mstep: Class 2 contains 3084 members Entering Unmasked Estep Score: -369945.250000 Penalty: 804.926453 Iteration 2F: 3 clusters Score -369945.2 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4090 members Mstep: Class 2 contains 2852 members Entering Unmasked Estep Score: -370120.687500 Penalty: 804.926453 Iteration 3F: 3 clusters Score -370120.7 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4375 members Mstep: Class 2 contains 2567 members Entering Unmasked Estep Score: -370314.000000 Penalty: 804.926453 Iteration 4F: 3 clusters Score -370314 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4708 members Mstep: Class 2 contains 2234 members Entering Unmasked Estep Score: -370536.625000 Penalty: 804.926453 Iteration 5F: 3 clusters Score -370536.6 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5067 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -370787.312500 Penalty: 804.926453 Iteration 6F: 3 clusters Score -370787.3 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5448 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -371088.218750 Penalty: 804.926453 Iteration 7F: 3 clusters Score -371088.2 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5822 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -371388.125000 Penalty: 804.926453 Iteration 8F: 3 clusters Score -371388.1 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6134 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -371637.500000 Penalty: 804.926453 Iteration 9Q: 3 clusters Score -371637.5 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6358 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -371800.062500 Penalty: 804.926453 Iteration 10Q: 3 clusters Score -371800.1 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6505 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -371906.375000 Penalty: 804.926453 Iteration 11Q: 3 clusters Score -371906.4 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6594 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -371982.125000 Penalty: 804.926453 Iteration 12Q: 3 clusters Score -371982.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6655 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -372039.156250 Penalty: 804.926453 Iteration 13Q: 3 clusters Score -372039.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6689 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -372072.531250 Penalty: 804.926453 Iteration 14Q: 3 clusters Score -372072.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6713 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -372088.031250 Penalty: 804.926453 Iteration 15Q: 3 clusters Score -372088 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6728 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -372097.218750 Penalty: 804.926453 Iteration 16Q: 3 clusters Score -372097.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6740 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -372104.531250 Penalty: 804.926453 Iteration 17Q: 3 clusters Score -372104.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6753 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -372114.531250 Penalty: 804.926453 Iteration 18Q: 3 clusters Score -372114.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6762 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -372121.031250 Penalty: 804.926453 Iteration 19Q: 3 clusters Score -372121 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6767 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -372126.656250 Penalty: 804.926453 Iteration 20F: 3 clusters Score -372126.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6773 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -372133.968750 Penalty: 804.926453 Iteration 21Q: 3 clusters Score -372134 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6778 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -372137.343750 Penalty: 804.926453 Iteration 22Q: 3 clusters Score -372137.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6780 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -372139.687500 Penalty: 804.926453 Iteration 23Q: 3 clusters Score -372139.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6784 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -372142.531250 Penalty: 804.926453 Iteration 24Q: 3 clusters Score -372142.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6787 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -372145.718750 Penalty: 804.926453 Iteration 25Q: 3 clusters Score -372145.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6789 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -372147.500000 Penalty: 804.926453 Iteration 26Q: 3 clusters Score -372147.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6791 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -372149.593750 Penalty: 804.926453 Iteration 27Q: 3 clusters Score -372149.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6793 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -372150.687500 Penalty: 804.926453 Iteration 28Q: 3 clusters Score -372150.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6793 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -372150.687500 Penalty: 804.926453 Iteration 29F: 3 clusters Score -372150.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (58037 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58037 members Entering Unmasked Estep Score: -3615784.750000 Penalty: 499.082031 Iteration 0F: 2 clusters Score -3615785 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29064 members Mstep: Class 2 contains 28973 members Entering Unmasked Estep Score: -3576980.750000 Penalty: 998.164062 Iteration 0F: 3 clusters Score -3576981 nChanged 27919 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29333 members Mstep: Class 2 contains 28704 members Entering Unmasked Estep Score: -3594622.000000 Penalty: 998.164062 Iteration 1F: 3 clusters Score -3594622 nChanged 3529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28918 members Mstep: Class 2 contains 29119 members Entering Unmasked Estep Score: -3596678.500000 Penalty: 998.164062 Iteration 2F: 3 clusters Score -3596678 nChanged 3894 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28384 members Mstep: Class 2 contains 29653 members Entering Unmasked Estep Score: -3599334.500000 Penalty: 998.164062 Iteration 3F: 3 clusters Score -3599334 nChanged 3802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28038 members Mstep: Class 2 contains 29999 members Entering Unmasked Estep Score: -3601927.500000 Penalty: 998.164062 Iteration 4F: 3 clusters Score -3601928 nChanged 3315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27733 members Mstep: Class 2 contains 30304 members Entering Unmasked Estep Score: -3603854.500000 Penalty: 998.164062 Iteration 5F: 3 clusters Score -3603854 nChanged 2489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27386 members Mstep: Class 2 contains 30651 members Entering Unmasked Estep Score: -3604929.500000 Penalty: 998.164062 Iteration 6Q: 3 clusters Score -3604930 nChanged 1609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26987 members Mstep: Class 2 contains 31050 members Entering Unmasked Estep Score: -3605365.750000 Penalty: 998.164062 Iteration 7Q: 3 clusters Score -3605366 nChanged 958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26519 members Mstep: Class 2 contains 31518 members Entering Unmasked Estep Score: -3605526.500000 Penalty: 998.164062 Iteration 8Q: 3 clusters Score -3605526 nChanged 659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26020 members Mstep: Class 2 contains 32017 members Entering Unmasked Estep Score: -3605638.500000 Penalty: 998.164062 Iteration 9Q: 3 clusters Score -3605638 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25464 members Mstep: Class 2 contains 32573 members Entering Unmasked Estep Score: -3605782.000000 Penalty: 998.164062 Iteration 10Q: 3 clusters Score -3605782 nChanged 716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24790 members Mstep: Class 2 contains 33247 members Entering Unmasked Estep Score: -3605905.500000 Penalty: 998.164062 Iteration 11Q: 3 clusters Score -3605906 nChanged 741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24081 members Mstep: Class 2 contains 33956 members Entering Unmasked Estep Score: -3606069.000000 Penalty: 998.164062 Iteration 12Q: 3 clusters Score -3606069 nChanged 784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23339 members Mstep: Class 2 contains 34698 members Entering Unmasked Estep Score: -3606240.500000 Penalty: 998.164062 Iteration 13Q: 3 clusters Score -3606240 nChanged 810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22569 members Mstep: Class 2 contains 35468 members Entering Unmasked Estep Score: -3606406.750000 Penalty: 998.164062 Iteration 14Q: 3 clusters Score -3606407 nChanged 871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21728 members Mstep: Class 2 contains 36309 members Entering Unmasked Estep Score: -3606627.750000 Penalty: 998.164062 Iteration 15Q: 3 clusters Score -3606628 nChanged 959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20805 members Mstep: Class 2 contains 37232 members Entering Unmasked Estep Score: -3606891.000000 Penalty: 998.164062 Iteration 16Q: 3 clusters Score -3606891 nChanged 1033 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19786 members Mstep: Class 2 contains 38251 members Entering Unmasked Estep Score: -3607180.250000 Penalty: 998.164062 Iteration 17Q: 3 clusters Score -3607180 nChanged 1097 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18699 members Mstep: Class 2 contains 39338 members Entering Unmasked Estep Score: -3607501.750000 Penalty: 998.164062 Iteration 18Q: 3 clusters Score -3607502 nChanged 1129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17576 members Mstep: Class 2 contains 40461 members Entering Unmasked Estep Score: -3607861.500000 Penalty: 998.164062 Iteration 19Q: 3 clusters Score -3607862 nChanged 1164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16416 members Mstep: Class 2 contains 41621 members Entering Unmasked Estep Score: -3608258.500000 Penalty: 998.164062 Iteration 20F: 3 clusters Score -3608258 nChanged 1184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15238 members Mstep: Class 2 contains 42799 members Entering Unmasked Estep Score: -3608703.750000 Penalty: 998.164062 Iteration 21Q: 3 clusters Score -3608704 nChanged 1235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14009 members Mstep: Class 2 contains 44028 members Entering Unmasked Estep Score: -3609183.000000 Penalty: 998.164062 Iteration 22Q: 3 clusters Score -3609183 nChanged 1245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12766 members Mstep: Class 2 contains 45271 members Entering Unmasked Estep Score: -3609673.000000 Penalty: 998.164062 Iteration 23Q: 3 clusters Score -3609673 nChanged 1273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11495 members Mstep: Class 2 contains 46542 members Entering Unmasked Estep Score: -3610274.500000 Penalty: 998.164062 Iteration 24Q: 3 clusters Score -3610274 nChanged 1258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10241 members Mstep: Class 2 contains 47796 members Entering Unmasked Estep Score: -3610841.000000 Penalty: 998.164062 Iteration 25Q: 3 clusters Score -3610841 nChanged 1180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9061 members Mstep: Class 2 contains 48976 members Entering Unmasked Estep Score: -3611388.500000 Penalty: 998.164062 Iteration 26Q: 3 clusters Score -3611388 nChanged 1126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7935 members Mstep: Class 2 contains 50102 members Entering Unmasked Estep Score: -3611956.750000 Penalty: 998.164062 Iteration 27Q: 3 clusters Score -3611957 nChanged 1024 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6913 members Mstep: Class 2 contains 51124 members Entering Unmasked Estep Score: -3612448.000000 Penalty: 998.164062 Iteration 28Q: 3 clusters Score -3612448 nChanged 922 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5991 members Mstep: Class 2 contains 52046 members Entering Unmasked Estep Score: -3612922.250000 Penalty: 998.164062 Iteration 29Q: 3 clusters Score -3612922 nChanged 840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5153 members Mstep: Class 2 contains 52884 members Entering Unmasked Estep Score: -3613296.250000 Penalty: 998.164062 Iteration 30Q: 3 clusters Score -3613296 nChanged 746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4409 members Mstep: Class 2 contains 53628 members Entering Unmasked Estep Score: -3613667.250000 Penalty: 998.164062 Iteration 31Q: 3 clusters Score -3613667 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3736 members Mstep: Class 2 contains 54301 members Entering Unmasked Estep Score: -3613991.500000 Penalty: 998.164062 Iteration 32Q: 3 clusters Score -3613992 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3145 members Mstep: Class 2 contains 54892 members Entering Unmasked Estep Score: -3614277.750000 Penalty: 998.164062 Iteration 33Q: 3 clusters Score -3614278 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 55411 members Entering Unmasked Estep Score: -3614556.250000 Penalty: 998.164062 Iteration 34Q: 3 clusters Score -3614556 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2183 members Mstep: Class 2 contains 55854 members Entering Unmasked Estep Score: -3614762.250000 Penalty: 998.164062 Iteration 35Q: 3 clusters Score -3614762 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 56214 members Entering Unmasked Estep Score: -3614942.750000 Penalty: 998.164062 Iteration 36Q: 3 clusters Score -3614943 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 56504 members Entering Unmasked Estep Score: -3615069.250000 Penalty: 998.164062 Iteration 37Q: 3 clusters Score -3615069 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 56720 members Entering Unmasked Estep Score: -3615143.500000 Penalty: 998.164062 Iteration 38Q: 3 clusters Score -3615144 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 56884 members Entering Unmasked Estep Score: -3615219.000000 Penalty: 998.164062 Iteration 39Q: 3 clusters Score -3615219 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 57019 members Entering Unmasked Estep Score: -3615286.250000 Penalty: 998.164062 Iteration 40F: 3 clusters Score -3615286 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 57137 members Entering Unmasked Estep Score: -3615338.750000 Penalty: 998.164062 Iteration 41Q: 3 clusters Score -3615339 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 57225 members Entering Unmasked Estep Score: -3615368.750000 Penalty: 998.164062 Iteration 42Q: 3 clusters Score -3615369 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 57307 members Entering Unmasked Estep Score: -3615396.500000 Penalty: 998.164062 Iteration 43Q: 3 clusters Score -3615396 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 57361 members Entering Unmasked Estep Score: -3615416.000000 Penalty: 998.164062 Iteration 44Q: 3 clusters Score -3615416 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 57400 members Entering Unmasked Estep Score: -3615431.250000 Penalty: 998.164062 Iteration 45Q: 3 clusters Score -3615431 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 57434 members Entering Unmasked Estep Score: -3615450.250000 Penalty: 998.164062 Iteration 46Q: 3 clusters Score -3615450 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 57468 members Entering Unmasked Estep Score: -3615458.250000 Penalty: 998.164062 Iteration 47Q: 3 clusters Score -3615458 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 57504 members Entering Unmasked Estep Score: -3615469.750000 Penalty: 998.164062 Iteration 48Q: 3 clusters Score -3615470 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 57529 members Entering Unmasked Estep Score: -3615481.750000 Penalty: 998.164062 Iteration 49Q: 3 clusters Score -3615482 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 57547 members Entering Unmasked Estep Score: -3615488.250000 Penalty: 998.164062 Iteration 50Q: 3 clusters Score -3615488 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 57561 members Entering Unmasked Estep Score: -3615493.000000 Penalty: 998.164062 Iteration 51Q: 3 clusters Score -3615493 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 57573 members Entering Unmasked Estep Score: -3615496.750000 Penalty: 998.164062 Iteration 52Q: 3 clusters Score -3615497 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 57580 members Entering Unmasked Estep Score: -3615501.500000 Penalty: 998.164062 Iteration 53Q: 3 clusters Score -3615502 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 57584 members Entering Unmasked Estep Score: -3615495.500000 Penalty: 998.164062 Iteration 54Q: 3 clusters Score -3615496 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 57587 members Entering Unmasked Estep Score: -3615496.500000 Penalty: 998.164062 Iteration 55Q: 3 clusters Score -3615496 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 57589 members Entering Unmasked Estep Score: -3615496.000000 Penalty: 998.164062 Iteration 56Q: 3 clusters Score -3615496 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 57589 members Entering Unmasked Estep Score: -3615494.500000 Penalty: 998.164062 Iteration 57Q: 3 clusters Score -3615494 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 57587 members Entering Unmasked Estep Score: -3615494.500000 Penalty: 998.164062 Iteration 58Q: 3 clusters Score -3615494 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 57588 members Entering Unmasked Estep Score: -3615496.250000 Penalty: 998.164062 Iteration 59Q: 3 clusters Score -3615496 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 57588 members Entering Unmasked Estep Score: -3615495.250000 Penalty: 998.164062 Iteration 60F: 3 clusters Score -3615495 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (4585 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4585 members Entering Unmasked Estep Score: -279934.093750 Penalty: 383.589844 Iteration 0F: 2 clusters Score -279934.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2273 members Mstep: Class 2 contains 2312 members Entering Unmasked Estep Score: -276813.250000 Penalty: 767.179688 Iteration 0F: 3 clusters Score -276813.2 nChanged 2072 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2113 members Mstep: Class 2 contains 2472 members Entering Unmasked Estep Score: -278021.531250 Penalty: 767.179688 Iteration 1F: 3 clusters Score -278021.5 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 2604 members Entering Unmasked Estep Score: -278158.031250 Penalty: 767.179688 Iteration 2F: 3 clusters Score -278158 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1795 members Mstep: Class 2 contains 2790 members Entering Unmasked Estep Score: -278290.312500 Penalty: 767.179688 Iteration 3F: 3 clusters Score -278290.3 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 2978 members Entering Unmasked Estep Score: -278406.718750 Penalty: 767.179688 Iteration 4F: 3 clusters Score -278406.7 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 3165 members Entering Unmasked Estep Score: -278526.656250 Penalty: 767.179688 Iteration 5Q: 3 clusters Score -278526.7 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 3374 members Entering Unmasked Estep Score: -278694.812500 Penalty: 767.179688 Iteration 6F: 3 clusters Score -278694.8 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 3588 members Entering Unmasked Estep Score: -278865.343750 Penalty: 767.179688 Iteration 7F: 3 clusters Score -278865.3 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 3775 members Entering Unmasked Estep Score: -279026.281250 Penalty: 767.179688 Iteration 8Q: 3 clusters Score -279026.3 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 3928 members Entering Unmasked Estep Score: -279162.031250 Penalty: 767.179688 Iteration 9Q: 3 clusters Score -279162 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 4069 members Entering Unmasked Estep Score: -279284.375000 Penalty: 767.179688 Iteration 10Q: 3 clusters Score -279284.4 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 4183 members Entering Unmasked Estep Score: -279381.218750 Penalty: 767.179688 Iteration 11Q: 3 clusters Score -279381.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 4244 members Entering Unmasked Estep Score: -279425.562500 Penalty: 767.179688 Iteration 12Q: 3 clusters Score -279425.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 4295 members Entering Unmasked Estep Score: -279461.062500 Penalty: 767.179688 Iteration 13Q: 3 clusters Score -279461.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 4342 members Entering Unmasked Estep Score: -279498.218750 Penalty: 767.179688 Iteration 14Q: 3 clusters Score -279498.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 4381 members Entering Unmasked Estep Score: -279529.031250 Penalty: 767.179688 Iteration 15Q: 3 clusters Score -279529 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 4406 members Entering Unmasked Estep Score: -279549.531250 Penalty: 767.179688 Iteration 16Q: 3 clusters Score -279549.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 4425 members Entering Unmasked Estep Score: -279566.062500 Penalty: 767.179688 Iteration 17Q: 3 clusters Score -279566.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 4436 members Entering Unmasked Estep Score: -279578.812500 Penalty: 767.179688 Iteration 18Q: 3 clusters Score -279578.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 4446 members Entering Unmasked Estep Score: -279589.875000 Penalty: 767.179688 Iteration 19Q: 3 clusters Score -279589.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 4456 members Entering Unmasked Estep Score: -279601.687500 Penalty: 767.179688 Iteration 20F: 3 clusters Score -279601.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 4467 members Entering Unmasked Estep Score: -279611.718750 Penalty: 767.179688 Iteration 21Q: 3 clusters Score -279611.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 4469 members Entering Unmasked Estep Score: -279616.531250 Penalty: 767.179688 Iteration 22Q: 3 clusters Score -279616.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 4475 members Entering Unmasked Estep Score: -279621.343750 Penalty: 767.179688 Iteration 23Q: 3 clusters Score -279621.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 4479 members Entering Unmasked Estep Score: -279626.312500 Penalty: 767.179688 Iteration 24Q: 3 clusters Score -279626.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 4482 members Entering Unmasked Estep Score: -279628.781250 Penalty: 767.179688 Iteration 25Q: 3 clusters Score -279628.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 4483 members Entering Unmasked Estep Score: -279631.468750 Penalty: 767.179688 Iteration 26Q: 3 clusters Score -279631.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 4484 members Entering Unmasked Estep Score: -279633.218750 Penalty: 767.179688 Iteration 27Q: 3 clusters Score -279633.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 4486 members Entering Unmasked Estep Score: -279635.281250 Penalty: 767.179688 Iteration 28Q: 3 clusters Score -279635.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 4490 members Entering Unmasked Estep Score: -279638.250000 Penalty: 767.179688 Iteration 29Q: 3 clusters Score -279638.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 4491 members Entering Unmasked Estep Score: -279638.281250 Penalty: 767.179688 Iteration 30Q: 3 clusters Score -279638.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 4491 members Entering Unmasked Estep Score: -279638.281250 Penalty: 767.179688 Iteration 31F: 3 clusters Score -279638.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (194 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Entering Unmasked Estep Score: -6208.005859 Penalty: 239.687546 Iteration 0F: 2 clusters Score -6208.006 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -5931.565918 Penalty: 479.375092 Iteration 0F: 3 clusters Score -5931.566 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -6016.550781 Penalty: 479.375092 Iteration 1F: 3 clusters Score -6016.551 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -6053.857910 Penalty: 479.375092 Iteration 2F: 3 clusters Score -6053.858 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -6073.189453 Penalty: 479.375092 Iteration 3Q: 3 clusters Score -6073.189 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -6080.651367 Penalty: 479.375092 Iteration 4Q: 3 clusters Score -6080.651 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -6095.197266 Penalty: 479.375092 Iteration 5Q: 3 clusters Score -6095.197 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -6102.751465 Penalty: 479.375092 Iteration 6Q: 3 clusters Score -6102.751 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -6103.235352 Penalty: 479.375092 Iteration 7Q: 3 clusters Score -6103.235 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -6103.938477 Penalty: 479.375092 Iteration 8Q: 3 clusters Score -6103.938 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -6104.233887 Penalty: 479.375092 Iteration 9Q: 3 clusters Score -6104.234 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -6104.336426 Penalty: 479.375092 Iteration 10F: 3 clusters Score -6104.336 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -6108.472168 Penalty: 479.375092 Iteration 11Q: 3 clusters Score -6108.472 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -6108.472168 Penalty: 479.375092 Iteration 12F: 3 clusters Score -6108.472 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (2632 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2632 members Entering Unmasked Estep Score: -156134.765625 Penalty: 358.335205 Iteration 0F: 2 clusters Score -156134.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -154283.359375 Penalty: 716.670410 Iteration 0F: 3 clusters Score -154283.4 nChanged 1148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -154950.078125 Penalty: 716.670410 Iteration 1F: 3 clusters Score -154950.1 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -155069.906250 Penalty: 716.670410 Iteration 2F: 3 clusters Score -155069.9 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -155199.984375 Penalty: 716.670410 Iteration 3F: 3 clusters Score -155200 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -155336.015625 Penalty: 716.670410 Iteration 4F: 3 clusters Score -155336 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -155492.500000 Penalty: 716.670410 Iteration 5F: 3 clusters Score -155492.5 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 1850 members Entering Unmasked Estep Score: -155637.281250 Penalty: 716.670410 Iteration 6F: 3 clusters Score -155637.3 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -155738.640625 Penalty: 716.670410 Iteration 7Q: 3 clusters Score -155738.6 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 1909 members Entering Unmasked Estep Score: -155792.718750 Penalty: 716.670410 Iteration 8Q: 3 clusters Score -155792.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -155821.734375 Penalty: 716.670410 Iteration 9Q: 3 clusters Score -155821.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 1939 members Entering Unmasked Estep Score: -155846.828125 Penalty: 716.670410 Iteration 10Q: 3 clusters Score -155846.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 1945 members Entering Unmasked Estep Score: -155866.453125 Penalty: 716.670410 Iteration 11Q: 3 clusters Score -155866.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 1949 members Entering Unmasked Estep Score: -155880.234375 Penalty: 716.670410 Iteration 12Q: 3 clusters Score -155880.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 1960 members Entering Unmasked Estep Score: -155891.609375 Penalty: 716.670410 Iteration 13Q: 3 clusters Score -155891.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -155902.796875 Penalty: 716.670410 Iteration 14Q: 3 clusters Score -155902.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 1970 members Entering Unmasked Estep Score: -155909.078125 Penalty: 716.670410 Iteration 15Q: 3 clusters Score -155909.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -155912.843750 Penalty: 716.670410 Iteration 16Q: 3 clusters Score -155912.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -155914.406250 Penalty: 716.670410 Iteration 17Q: 3 clusters Score -155914.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 1981 members Entering Unmasked Estep Score: -155914.921875 Penalty: 716.670410 Iteration 18Q: 3 clusters Score -155914.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 1983 members Entering Unmasked Estep Score: -155915.687500 Penalty: 716.670410 Iteration 19Q: 3 clusters Score -155915.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 1984 members Entering Unmasked Estep Score: -155915.687500 Penalty: 716.670410 Iteration 20F: 3 clusters Score -155915.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (3571 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3571 members Entering Unmasked Estep Score: -171993.390625 Penalty: 372.217346 Iteration 0F: 2 clusters Score -171993.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 1771 members Entering Unmasked Estep Score: -169597.796875 Penalty: 744.434692 Iteration 0F: 3 clusters Score -169597.8 nChanged 1597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -170661.906250 Penalty: 744.434692 Iteration 1F: 3 clusters Score -170661.9 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 1927 members Entering Unmasked Estep Score: -170815.984375 Penalty: 744.434692 Iteration 2F: 3 clusters Score -170816 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 2008 members Entering Unmasked Estep Score: -170939.515625 Penalty: 744.434692 Iteration 3F: 3 clusters Score -170939.5 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 2085 members Entering Unmasked Estep Score: -171032.343750 Penalty: 744.434692 Iteration 4F: 3 clusters Score -171032.3 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -171100.890625 Penalty: 744.434692 Iteration 5Q: 3 clusters Score -171100.9 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 2228 members Entering Unmasked Estep Score: -171144.187500 Penalty: 744.434692 Iteration 6Q: 3 clusters Score -171144.2 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 2291 members Entering Unmasked Estep Score: -171182.328125 Penalty: 744.434692 Iteration 7Q: 3 clusters Score -171182.3 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 2350 members Entering Unmasked Estep Score: -171217.875000 Penalty: 744.434692 Iteration 8Q: 3 clusters Score -171217.9 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 2417 members Entering Unmasked Estep Score: -171254.296875 Penalty: 744.434692 Iteration 9Q: 3 clusters Score -171254.3 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 2489 members Entering Unmasked Estep Score: -171289.000000 Penalty: 744.434692 Iteration 10Q: 3 clusters Score -171289 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 2569 members Entering Unmasked Estep Score: -171334.031250 Penalty: 744.434692 Iteration 11Q: 3 clusters Score -171334 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 2647 members Entering Unmasked Estep Score: -171377.296875 Penalty: 744.434692 Iteration 12Q: 3 clusters Score -171377.3 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 2722 members Entering Unmasked Estep Score: -171422.812500 Penalty: 744.434692 Iteration 13Q: 3 clusters Score -171422.8 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 2800 members Entering Unmasked Estep Score: -171471.484375 Penalty: 744.434692 Iteration 14Q: 3 clusters Score -171471.5 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 2874 members Entering Unmasked Estep Score: -171521.312500 Penalty: 744.434692 Iteration 15Q: 3 clusters Score -171521.3 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 2953 members Entering Unmasked Estep Score: -171577.421875 Penalty: 744.434692 Iteration 16Q: 3 clusters Score -171577.4 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 3024 members Entering Unmasked Estep Score: -171646.312500 Penalty: 744.434692 Iteration 17Q: 3 clusters Score -171646.3 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 3078 members Entering Unmasked Estep Score: -171698.156250 Penalty: 744.434692 Iteration 18Q: 3 clusters Score -171698.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 3098 members Entering Unmasked Estep Score: -171720.796875 Penalty: 744.434692 Iteration 19Q: 3 clusters Score -171720.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 3106 members Entering Unmasked Estep Score: -171737.859375 Penalty: 744.434692 Iteration 20F: 3 clusters Score -171737.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 3122 members Entering Unmasked Estep Score: -171750.515625 Penalty: 744.434692 Iteration 21Q: 3 clusters Score -171750.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 3134 members Entering Unmasked Estep Score: -171757.359375 Penalty: 744.434692 Iteration 22Q: 3 clusters Score -171757.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 3143 members Entering Unmasked Estep Score: -171766.281250 Penalty: 744.434692 Iteration 23Q: 3 clusters Score -171766.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 3149 members Entering Unmasked Estep Score: -171771.640625 Penalty: 744.434692 Iteration 24Q: 3 clusters Score -171771.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 3154 members Entering Unmasked Estep Score: -171774.500000 Penalty: 744.434692 Iteration 25Q: 3 clusters Score -171774.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 3163 members Entering Unmasked Estep Score: -171778.046875 Penalty: 744.434692 Iteration 26Q: 3 clusters Score -171778 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 3167 members Entering Unmasked Estep Score: -171780.093750 Penalty: 744.434692 Iteration 27Q: 3 clusters Score -171780.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 3168 members Entering Unmasked Estep Score: -171780.937500 Penalty: 744.434692 Iteration 28Q: 3 clusters Score -171780.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 3168 members Entering Unmasked Estep Score: -171781.406250 Penalty: 744.434692 Iteration 29Q: 3 clusters Score -171781.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 3171 members Entering Unmasked Estep Score: -171782.078125 Penalty: 744.434692 Iteration 30Q: 3 clusters Score -171782.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 3171 members Entering Unmasked Estep Score: -171782.312500 Penalty: 744.434692 Iteration 31Q: 3 clusters Score -171782.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 3171 members Entering Unmasked Estep Score: -171782.921875 Penalty: 744.434692 Iteration 32Q: 3 clusters Score -171782.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 3172 members Entering Unmasked Estep Score: -171782.875000 Penalty: 744.434692 Iteration 33Q: 3 clusters Score -171782.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 3172 members Entering Unmasked Estep Score: -171782.875000 Penalty: 744.434692 Iteration 34F: 3 clusters Score -171782.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (563 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Entering Unmasked Estep Score: -29522.722656 Penalty: 288.164215 Iteration 0F: 2 clusters Score -29522.72 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -29013.025391 Penalty: 576.328430 Iteration 0F: 3 clusters Score -29013.03 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -29202.921875 Penalty: 576.328430 Iteration 1F: 3 clusters Score -29202.92 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -29287.404297 Penalty: 576.328430 Iteration 2F: 3 clusters Score -29287.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -29369.703125 Penalty: 576.328430 Iteration 3F: 3 clusters Score -29369.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -29431.992188 Penalty: 576.328430 Iteration 4F: 3 clusters Score -29431.99 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -29458.324219 Penalty: 576.328430 Iteration 5Q: 3 clusters Score -29458.32 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -29471.234375 Penalty: 576.328430 Iteration 6Q: 3 clusters Score -29471.23 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -29476.369141 Penalty: 576.328430 Iteration 7Q: 3 clusters Score -29476.37 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -29478.835938 Penalty: 576.328430 Iteration 8Q: 3 clusters Score -29478.84 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -29479.976562 Penalty: 576.328430 Iteration 9Q: 3 clusters Score -29479.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -29483.113281 Penalty: 576.328430 Iteration 10Q: 3 clusters Score -29483.11 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -29486.197266 Penalty: 576.328430 Iteration 11Q: 3 clusters Score -29486.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -29487.060547 Penalty: 576.328430 Iteration 12Q: 3 clusters Score -29487.06 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -29487.060547 Penalty: 576.328430 Iteration 13F: 3 clusters Score -29487.06 nChanged 0 Entering ConstructFrom: Trying to split cluster 33 (1402 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Entering Unmasked Estep Score: -80398.328125 Penalty: 329.677307 Iteration 0F: 2 clusters Score -80398.33 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -79353.148438 Penalty: 659.354614 Iteration 0F: 3 clusters Score -79353.15 nChanged 594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -79760.859375 Penalty: 659.354614 Iteration 1F: 3 clusters Score -79760.86 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -79850.898438 Penalty: 659.354614 Iteration 2F: 3 clusters Score -79850.9 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -79915.687500 Penalty: 659.354614 Iteration 3F: 3 clusters Score -79915.69 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -79963.734375 Penalty: 659.354614 Iteration 4Q: 3 clusters Score -79963.73 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -80000.320312 Penalty: 659.354614 Iteration 5Q: 3 clusters Score -80000.32 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -80039.703125 Penalty: 659.354614 Iteration 6Q: 3 clusters Score -80039.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -80076.609375 Penalty: 659.354614 Iteration 7Q: 3 clusters Score -80076.61 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -80102.773438 Penalty: 659.354614 Iteration 8Q: 3 clusters Score -80102.77 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -80123.875000 Penalty: 659.354614 Iteration 9Q: 3 clusters Score -80123.88 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -80133.054688 Penalty: 659.354614 Iteration 10Q: 3 clusters Score -80133.05 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -80140.507812 Penalty: 659.354614 Iteration 11Q: 3 clusters Score -80140.51 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -80145.875000 Penalty: 659.354614 Iteration 12Q: 3 clusters Score -80145.88 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -80165.164062 Penalty: 659.354614 Iteration 13Q: 3 clusters Score -80165.16 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -80264.937500 Penalty: 659.354614 Iteration 14Q: 3 clusters Score -80264.94 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -80424.632812 Penalty: 659.354614 Iteration 15Q: 3 clusters Score -80424.63 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -80458.210938 Penalty: 659.354614 Iteration 16Q: 3 clusters Score -80458.21 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -80466.210938 Penalty: 659.354614 Iteration 17Q: 3 clusters Score -80466.21 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -80471.835938 Penalty: 659.354614 Iteration 18Q: 3 clusters Score -80471.84 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -80478.484375 Penalty: 659.354614 Iteration 19Q: 3 clusters Score -80478.48 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -80482.890625 Penalty: 659.354614 Iteration 20F: 3 clusters Score -80482.89 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -80486.562500 Penalty: 659.354614 Iteration 21Q: 3 clusters Score -80486.56 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -80489.859375 Penalty: 659.354614 Iteration 22Q: 3 clusters Score -80489.86 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -80492.968750 Penalty: 659.354614 Iteration 23Q: 3 clusters Score -80492.97 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -80494.070312 Penalty: 659.354614 Iteration 24Q: 3 clusters Score -80494.07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -80494.843750 Penalty: 659.354614 Iteration 25Q: 3 clusters Score -80494.84 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -80495.492188 Penalty: 659.354614 Iteration 26Q: 3 clusters Score -80495.49 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -80495.937500 Penalty: 659.354614 Iteration 27Q: 3 clusters Score -80495.94 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -80496.367188 Penalty: 659.354614 Iteration 28Q: 3 clusters Score -80496.37 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -80496.367188 Penalty: 659.354614 Iteration 29F: 3 clusters Score -80496.37 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 27751 members Mstep: Class 2 contains 18527 members Mstep: Class 3 contains 4893 members Mstep: Class 4 contains 2415 members Mstep: Class 5 contains 4277 members Mstep: Class 6 contains 2141 members Mstep: Class 7 contains 3969 members Mstep: Class 8 contains 1121 members Mstep: Class 9 contains 380 members Mstep: Class 10 contains 4950 members Mstep: Class 11 contains 15414 members Mstep: Class 12 contains 5485 members Mstep: Class 13 contains 898 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5553 members Mstep: Class 16 contains 1086 members Mstep: Class 17 contains 1593 members Mstep: Class 18 contains 572 members Mstep: Class 19 contains 419 members Mstep: Class 20 contains 8475 members Mstep: Class 21 contains 102889 members Mstep: Class 22 contains 1832 members Mstep: Class 23 contains 2119 members Mstep: Class 24 contains 2500 members Mstep: Class 25 contains 3753 members Mstep: Class 26 contains 6942 members Mstep: Class 27 contains 58037 members Mstep: Class 28 contains 4585 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2632 members Mstep: Class 31 contains 3571 members Mstep: Class 32 contains 563 members Mstep: Class 33 contains 830 members Mstep: Class 34 contains 11261 members Entering Unmasked Estep Score: -17799098.000000 Penalty: 19569.839844 Splitting cluster 33 changes total score from -17799236.000000 to -17799098.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 34 (11261 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11261 members Entering Unmasked Estep Score: -684690.937500 Penalty: 424.474091 Iteration 0F: 2 clusters Score -684690.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5681 members Mstep: Class 2 contains 5580 members Entering Unmasked Estep Score: -677291.125000 Penalty: 848.948181 Iteration 0F: 3 clusters Score -677291.1 nChanged 5218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5987 members Mstep: Class 2 contains 5274 members Entering Unmasked Estep Score: -680470.562500 Penalty: 848.948181 Iteration 1F: 3 clusters Score -680470.6 nChanged 795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6290 members Mstep: Class 2 contains 4971 members Entering Unmasked Estep Score: -680944.500000 Penalty: 848.948181 Iteration 2F: 3 clusters Score -680944.5 nChanged 833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6739 members Mstep: Class 2 contains 4522 members Entering Unmasked Estep Score: -681434.000000 Penalty: 848.948181 Iteration 3F: 3 clusters Score -681434 nChanged 767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7242 members Mstep: Class 2 contains 4019 members Entering Unmasked Estep Score: -681859.125000 Penalty: 848.948181 Iteration 4F: 3 clusters Score -681859.1 nChanged 659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7733 members Mstep: Class 2 contains 3528 members Entering Unmasked Estep Score: -682224.687500 Penalty: 848.948181 Iteration 5F: 3 clusters Score -682224.7 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8204 members Mstep: Class 2 contains 3057 members Entering Unmasked Estep Score: -682568.500000 Penalty: 848.948181 Iteration 6F: 3 clusters Score -682568.5 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8622 members Mstep: Class 2 contains 2639 members Entering Unmasked Estep Score: -682881.750000 Penalty: 848.948181 Iteration 7Q: 3 clusters Score -682881.8 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9002 members Mstep: Class 2 contains 2259 members Entering Unmasked Estep Score: -683161.125000 Penalty: 848.948181 Iteration 8Q: 3 clusters Score -683161.1 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9341 members Mstep: Class 2 contains 1920 members Entering Unmasked Estep Score: -683378.062500 Penalty: 848.948181 Iteration 9Q: 3 clusters Score -683378.1 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9628 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -683549.562500 Penalty: 848.948181 Iteration 10Q: 3 clusters Score -683549.6 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9891 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -683723.625000 Penalty: 848.948181 Iteration 11Q: 3 clusters Score -683723.6 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10114 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -683860.125000 Penalty: 848.948181 Iteration 12Q: 3 clusters Score -683860.1 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10301 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -683977.000000 Penalty: 848.948181 Iteration 13Q: 3 clusters Score -683977 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10465 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -684101.750000 Penalty: 848.948181 Iteration 14Q: 3 clusters Score -684101.8 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10593 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -684205.625000 Penalty: 848.948181 Iteration 15Q: 3 clusters Score -684205.6 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10693 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -684290.687500 Penalty: 848.948181 Iteration 16Q: 3 clusters Score -684290.7 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10756 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -684333.625000 Penalty: 848.948181 Iteration 17Q: 3 clusters Score -684333.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10804 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -684355.437500 Penalty: 848.948181 Iteration 18Q: 3 clusters Score -684355.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10840 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -684378.437500 Penalty: 848.948181 Iteration 19Q: 3 clusters Score -684378.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10866 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -684395.250000 Penalty: 848.948181 Iteration 20F: 3 clusters Score -684395.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10888 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -684406.687500 Penalty: 848.948181 Iteration 21Q: 3 clusters Score -684406.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10904 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -684414.000000 Penalty: 848.948181 Iteration 22Q: 3 clusters Score -684414 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10912 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -684417.000000 Penalty: 848.948181 Iteration 23Q: 3 clusters Score -684417 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10916 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -684418.125000 Penalty: 848.948181 Iteration 24Q: 3 clusters Score -684418.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10922 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -684421.125000 Penalty: 848.948181 Iteration 25Q: 3 clusters Score -684421.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10926 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -684421.750000 Penalty: 848.948181 Iteration 26Q: 3 clusters Score -684421.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10930 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -684425.312500 Penalty: 848.948181 Iteration 27Q: 3 clusters Score -684425.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10932 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -684425.625000 Penalty: 848.948181 Iteration 28Q: 3 clusters Score -684425.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10933 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -684426.187500 Penalty: 848.948181 Iteration 29Q: 3 clusters Score -684426.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10935 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -684425.687500 Penalty: 848.948181 Iteration 30Q: 3 clusters Score -684425.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10937 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -684426.562500 Penalty: 848.948181 Iteration 31Q: 3 clusters Score -684426.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10939 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -684427.062500 Penalty: 848.948181 Iteration 32Q: 3 clusters Score -684427.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10939 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -684427.062500 Penalty: 848.948181 Iteration 33F: 3 clusters Score -684427.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 27751 members Mstep: Class 2 contains 18527 members Mstep: Class 3 contains 4893 members Mstep: Class 4 contains 2415 members Mstep: Class 5 contains 4277 members Mstep: Class 6 contains 2141 members Mstep: Class 7 contains 3969 members Mstep: Class 8 contains 1121 members Mstep: Class 9 contains 380 members Mstep: Class 10 contains 4950 members Mstep: Class 11 contains 15414 members Mstep: Class 12 contains 5485 members Mstep: Class 13 contains 898 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5553 members Mstep: Class 16 contains 1086 members Mstep: Class 17 contains 1593 members Mstep: Class 19 contains 419 members Mstep: Class 20 contains 8475 members Mstep: Class 21 contains 102889 members Mstep: Class 22 contains 1832 members Mstep: Class 23 contains 2119 members Mstep: Class 24 contains 2500 members Mstep: Class 25 contains 3753 members Mstep: Class 26 contains 6942 members Mstep: Class 27 contains 58037 members Mstep: Class 28 contains 4585 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2632 members Mstep: Class 31 contains 3571 members Mstep: Class 32 contains 563 members Mstep: Class 33 contains 1402 members Mstep: Class 34 contains 11261 members Entering Unmasked Estep ConsiderDeletion Score: -17799242.000000 Penalty: 18994.255859 Iteration 119Q: 34 clusters Score -1.779924e+07 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 27736 members Mstep: Class 2 contains 18524 members Mstep: Class 3 contains 4894 members Mstep: Class 4 contains 2419 members Mstep: Class 5 contains 4288 members Mstep: Class 6 contains 2123 members Mstep: Class 7 contains 3973 members Mstep: Class 8 contains 1123 members Mstep: Class 9 contains 380 members Mstep: Class 10 contains 4958 members Mstep: Class 11 contains 15424 members Mstep: Class 12 contains 5484 members Mstep: Class 13 contains 902 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5553 members Mstep: Class 16 contains 1086 members Mstep: Class 17 contains 1590 members Mstep: Class 19 contains 419 members Mstep: Class 20 contains 8454 members Mstep: Class 21 contains 102892 members Mstep: Class 22 contains 1839 members Mstep: Class 23 contains 2119 members Mstep: Class 24 contains 2500 members Mstep: Class 25 contains 3735 members Mstep: Class 26 contains 6956 members Mstep: Class 27 contains 58032 members Mstep: Class 28 contains 4599 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2627 members Mstep: Class 31 contains 3577 members Mstep: Class 32 contains 562 members Mstep: Class 33 contains 1402 members Mstep: Class 34 contains 11263 members Entering Unmasked Estep ConsiderDeletion Score: -17799244.000000 Penalty: 18994.255859 Iteration 120F: 34 clusters Score -1.779924e+07 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 27726 members Mstep: Class 2 contains 18523 members Mstep: Class 3 contains 4896 members Mstep: Class 4 contains 2421 members Mstep: Class 5 contains 4300 members Mstep: Class 6 contains 2108 members Mstep: Class 7 contains 3971 members Mstep: Class 8 contains 1123 members Mstep: Class 9 contains 380 members Mstep: Class 10 contains 4963 members Mstep: Class 11 contains 15438 members Mstep: Class 12 contains 5478 members Mstep: Class 13 contains 906 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5552 members Mstep: Class 16 contains 1088 members Mstep: Class 17 contains 1594 members Mstep: Class 19 contains 419 members Mstep: Class 20 contains 8426 members Mstep: Class 21 contains 102891 members Mstep: Class 22 contains 1848 members Mstep: Class 23 contains 2117 members Mstep: Class 24 contains 2500 members Mstep: Class 25 contains 3720 members Mstep: Class 26 contains 6964 members Mstep: Class 27 contains 58033 members Mstep: Class 28 contains 4612 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2623 members Mstep: Class 31 contains 3579 members Mstep: Class 32 contains 561 members Mstep: Class 33 contains 1402 members Mstep: Class 34 contains 11271 members Entering Unmasked Estep ConsiderDeletion Score: -17799256.000000 Penalty: 18994.255859 Iteration 121Q: 34 clusters Score -1.779926e+07 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 27714 members Mstep: Class 2 contains 18521 members Mstep: Class 3 contains 4891 members Mstep: Class 4 contains 2425 members Mstep: Class 5 contains 4311 members Mstep: Class 6 contains 2088 members Mstep: Class 7 contains 3968 members Mstep: Class 8 contains 1123 members Mstep: Class 9 contains 381 members Mstep: Class 10 contains 4965 members Mstep: Class 11 contains 15463 members Mstep: Class 12 contains 5479 members Mstep: Class 13 contains 908 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5549 members Mstep: Class 16 contains 1089 members Mstep: Class 17 contains 1595 members Mstep: Class 19 contains 419 members Mstep: Class 20 contains 8402 members Mstep: Class 21 contains 102896 members Mstep: Class 22 contains 1852 members Mstep: Class 23 contains 2115 members Mstep: Class 24 contains 2500 members Mstep: Class 25 contains 3706 members Mstep: Class 26 contains 6975 members Mstep: Class 27 contains 58035 members Mstep: Class 28 contains 4619 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2619 members Mstep: Class 31 contains 3586 members Mstep: Class 32 contains 559 members Mstep: Class 33 contains 1402 members Mstep: Class 34 contains 11278 members Entering Unmasked Estep ConsiderDeletion Score: -17799276.000000 Penalty: 18994.255859 Iteration 122Q: 34 clusters Score -1.779928e+07 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27704 members Mstep: Class 2 contains 18516 members Mstep: Class 3 contains 4888 members Mstep: Class 4 contains 2435 members Mstep: Class 5 contains 4313 members Mstep: Class 6 contains 2059 members Mstep: Class 7 contains 3975 members Mstep: Class 8 contains 1123 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 4973 members Mstep: Class 11 contains 15495 members Mstep: Class 12 contains 5477 members Mstep: Class 13 contains 908 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5551 members Mstep: Class 16 contains 1089 members Mstep: Class 17 contains 1599 members Mstep: Class 19 contains 419 members Mstep: Class 20 contains 8382 members Mstep: Class 21 contains 102900 members Mstep: Class 22 contains 1854 members Mstep: Class 23 contains 2115 members Mstep: Class 24 contains 2500 members Mstep: Class 25 contains 3686 members Mstep: Class 26 contains 6977 members Mstep: Class 27 contains 58030 members Mstep: Class 28 contains 4623 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2618 members Mstep: Class 31 contains 3594 members Mstep: Class 32 contains 559 members Mstep: Class 33 contains 1402 members Mstep: Class 34 contains 11287 members Entering Unmasked Estep ConsiderDeletion Score: -17799302.000000 Penalty: 18994.255859 Iteration 123Q: 34 clusters Score -1.77993e+07 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27698 members Mstep: Class 2 contains 18511 members Mstep: Class 3 contains 4881 members Mstep: Class 4 contains 2435 members Mstep: Class 5 contains 4316 members Mstep: Class 6 contains 2044 members Mstep: Class 7 contains 3990 members Mstep: Class 8 contains 1123 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 4984 members Mstep: Class 11 contains 15512 members Mstep: Class 12 contains 5466 members Mstep: Class 13 contains 908 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5556 members Mstep: Class 16 contains 1090 members Mstep: Class 17 contains 1601 members Mstep: Class 19 contains 419 members Mstep: Class 20 contains 8365 members Mstep: Class 21 contains 102906 members Mstep: Class 22 contains 1860 members Mstep: Class 23 contains 2117 members Mstep: Class 24 contains 2501 members Mstep: Class 25 contains 3669 members Mstep: Class 26 contains 6981 members Mstep: Class 27 contains 58023 members Mstep: Class 28 contains 4632 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2616 members Mstep: Class 31 contains 3597 members Mstep: Class 32 contains 558 members Mstep: Class 33 contains 1402 members Mstep: Class 34 contains 11290 members Entering Unmasked Estep ConsiderDeletion Score: -17799334.000000 Penalty: 18994.255859 Iteration 124Q: 34 clusters Score -1.779933e+07 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27687 members Mstep: Class 2 contains 18506 members Mstep: Class 3 contains 4881 members Mstep: Class 4 contains 2440 members Mstep: Class 5 contains 4322 members Mstep: Class 6 contains 2026 members Mstep: Class 7 contains 4002 members Mstep: Class 8 contains 1123 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 4994 members Mstep: Class 11 contains 15528 members Mstep: Class 12 contains 5455 members Mstep: Class 13 contains 909 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5559 members Mstep: Class 16 contains 1090 members Mstep: Class 17 contains 1601 members Mstep: Class 19 contains 419 members Mstep: Class 20 contains 8353 members Mstep: Class 21 contains 102908 members Mstep: Class 22 contains 1862 members Mstep: Class 23 contains 2117 members Mstep: Class 24 contains 2501 members Mstep: Class 25 contains 3649 members Mstep: Class 26 contains 6987 members Mstep: Class 27 contains 58023 members Mstep: Class 28 contains 4637 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2615 members Mstep: Class 31 contains 3604 members Mstep: Class 32 contains 556 members Mstep: Class 33 contains 1402 members Mstep: Class 34 contains 11295 members Entering Unmasked Estep ConsiderDeletion Score: -17799332.000000 Penalty: 18994.255859 Iteration 125Q: 34 clusters Score -1.779933e+07 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27682 members Mstep: Class 2 contains 18504 members Mstep: Class 3 contains 4879 members Mstep: Class 4 contains 2449 members Mstep: Class 5 contains 4327 members Mstep: Class 6 contains 2001 members Mstep: Class 7 contains 4008 members Mstep: Class 8 contains 1122 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5009 members Mstep: Class 11 contains 15543 members Mstep: Class 12 contains 5448 members Mstep: Class 13 contains 910 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5562 members Mstep: Class 16 contains 1090 members Mstep: Class 17 contains 1602 members Mstep: Class 19 contains 419 members Mstep: Class 20 contains 8341 members Mstep: Class 21 contains 102904 members Mstep: Class 22 contains 1866 members Mstep: Class 23 contains 2121 members Mstep: Class 24 contains 2501 members Mstep: Class 25 contains 3626 members Mstep: Class 26 contains 6991 members Mstep: Class 27 contains 58026 members Mstep: Class 28 contains 4646 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2614 members Mstep: Class 31 contains 3608 members Mstep: Class 32 contains 554 members Mstep: Class 33 contains 1402 members Mstep: Class 34 contains 11296 members Entering Unmasked Estep ConsiderDeletion Score: -17799338.000000 Penalty: 18994.255859 Iteration 126Q: 34 clusters Score -1.779934e+07 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27682 members Mstep: Class 2 contains 18501 members Mstep: Class 3 contains 4871 members Mstep: Class 4 contains 2449 members Mstep: Class 5 contains 4329 members Mstep: Class 6 contains 1994 members Mstep: Class 7 contains 4013 members Mstep: Class 8 contains 1120 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5026 members Mstep: Class 11 contains 15546 members Mstep: Class 12 contains 5441 members Mstep: Class 13 contains 910 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5562 members Mstep: Class 16 contains 1090 members Mstep: Class 17 contains 1604 members Mstep: Class 19 contains 419 members Mstep: Class 20 contains 8334 members Mstep: Class 21 contains 102905 members Mstep: Class 22 contains 1872 members Mstep: Class 23 contains 2121 members Mstep: Class 24 contains 2501 members Mstep: Class 25 contains 3606 members Mstep: Class 26 contains 6997 members Mstep: Class 27 contains 58023 members Mstep: Class 28 contains 4655 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2612 members Mstep: Class 31 contains 3616 members Mstep: Class 32 contains 550 members Mstep: Class 33 contains 1402 members Mstep: Class 34 contains 11300 members Entering Unmasked Estep ConsiderDeletion Score: -17799330.000000 Penalty: 18994.255859 Iteration 127Q: 34 clusters Score -1.779933e+07 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27682 members Mstep: Class 2 contains 18496 members Mstep: Class 3 contains 4866 members Mstep: Class 4 contains 2451 members Mstep: Class 5 contains 4331 members Mstep: Class 6 contains 1979 members Mstep: Class 7 contains 4019 members Mstep: Class 8 contains 1120 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5037 members Mstep: Class 11 contains 15548 members Mstep: Class 12 contains 5434 members Mstep: Class 13 contains 910 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5562 members Mstep: Class 16 contains 1090 members Mstep: Class 17 contains 1604 members Mstep: Class 19 contains 419 members Mstep: Class 20 contains 8328 members Mstep: Class 21 contains 102908 members Mstep: Class 22 contains 1878 members Mstep: Class 23 contains 2121 members Mstep: Class 24 contains 2501 members Mstep: Class 25 contains 3580 members Mstep: Class 26 contains 7000 members Mstep: Class 27 contains 58029 members Mstep: Class 28 contains 4668 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2611 members Mstep: Class 31 contains 3624 members Mstep: Class 32 contains 550 members Mstep: Class 33 contains 1402 members Mstep: Class 34 contains 11303 members Entering Unmasked Estep ConsiderDeletion Score: -17799336.000000 Penalty: 18994.255859 Iteration 128Q: 34 clusters Score -1.779934e+07 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27685 members Mstep: Class 2 contains 18492 members Mstep: Class 3 contains 4869 members Mstep: Class 4 contains 2453 members Mstep: Class 5 contains 4333 members Mstep: Class 6 contains 1963 members Mstep: Class 7 contains 4014 members Mstep: Class 8 contains 1121 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5053 members Mstep: Class 11 contains 15560 members Mstep: Class 12 contains 5433 members Mstep: Class 13 contains 910 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5559 members Mstep: Class 16 contains 1090 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 419 members Mstep: Class 20 contains 8323 members Mstep: Class 21 contains 102906 members Mstep: Class 22 contains 1884 members Mstep: Class 23 contains 2121 members Mstep: Class 24 contains 2502 members Mstep: Class 25 contains 3560 members Mstep: Class 26 contains 7003 members Mstep: Class 27 contains 58028 members Mstep: Class 28 contains 4672 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2609 members Mstep: Class 31 contains 3629 members Mstep: Class 32 contains 545 members Mstep: Class 33 contains 1402 members Mstep: Class 34 contains 11307 members Entering Unmasked Estep ConsiderDeletion Score: -17799334.000000 Penalty: 18994.255859 Iteration 129Q: 34 clusters Score -1.779933e+07 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27686 members Mstep: Class 2 contains 18486 members Mstep: Class 3 contains 4873 members Mstep: Class 4 contains 2461 members Mstep: Class 5 contains 4334 members Mstep: Class 6 contains 1942 members Mstep: Class 7 contains 4013 members Mstep: Class 8 contains 1121 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5072 members Mstep: Class 11 contains 15574 members Mstep: Class 12 contains 5428 members Mstep: Class 13 contains 910 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5559 members Mstep: Class 16 contains 1090 members Mstep: Class 17 contains 1608 members Mstep: Class 19 contains 419 members Mstep: Class 20 contains 8314 members Mstep: Class 21 contains 102908 members Mstep: Class 22 contains 1891 members Mstep: Class 23 contains 2121 members Mstep: Class 24 contains 2502 members Mstep: Class 25 contains 3540 members Mstep: Class 26 contains 7008 members Mstep: Class 27 contains 58023 members Mstep: Class 28 contains 4675 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2607 members Mstep: Class 31 contains 3631 members Mstep: Class 32 contains 542 members Mstep: Class 33 contains 1401 members Mstep: Class 34 contains 11312 members Entering Unmasked Estep ConsiderDeletion Score: -17799334.000000 Penalty: 18994.255859 Iteration 130Q: 34 clusters Score -1.779933e+07 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27683 members Mstep: Class 2 contains 18483 members Mstep: Class 3 contains 4875 members Mstep: Class 4 contains 2461 members Mstep: Class 5 contains 4335 members Mstep: Class 6 contains 1926 members Mstep: Class 7 contains 4012 members Mstep: Class 8 contains 1119 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5086 members Mstep: Class 11 contains 15592 members Mstep: Class 12 contains 5422 members Mstep: Class 13 contains 910 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5563 members Mstep: Class 16 contains 1090 members Mstep: Class 17 contains 1608 members Mstep: Class 19 contains 419 members Mstep: Class 20 contains 8312 members Mstep: Class 21 contains 102900 members Mstep: Class 22 contains 1900 members Mstep: Class 23 contains 2121 members Mstep: Class 24 contains 2502 members Mstep: Class 25 contains 3519 members Mstep: Class 26 contains 7010 members Mstep: Class 27 contains 58018 members Mstep: Class 28 contains 4685 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2607 members Mstep: Class 31 contains 3631 members Mstep: Class 32 contains 539 members Mstep: Class 33 contains 1402 members Mstep: Class 34 contains 11321 members Entering Unmasked Estep ConsiderDeletion Score: -17799320.000000 Penalty: 18994.255859 Iteration 131Q: 34 clusters Score -1.779932e+07 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27677 members Mstep: Class 2 contains 18484 members Mstep: Class 3 contains 4872 members Mstep: Class 4 contains 2460 members Mstep: Class 5 contains 4336 members Mstep: Class 6 contains 1913 members Mstep: Class 7 contains 4005 members Mstep: Class 8 contains 1118 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5092 members Mstep: Class 11 contains 15607 members Mstep: Class 12 contains 5423 members Mstep: Class 13 contains 910 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5563 members Mstep: Class 16 contains 1089 members Mstep: Class 17 contains 1609 members Mstep: Class 19 contains 419 members Mstep: Class 20 contains 8305 members Mstep: Class 21 contains 102903 members Mstep: Class 22 contains 1917 members Mstep: Class 23 contains 2121 members Mstep: Class 24 contains 2502 members Mstep: Class 25 contains 3496 members Mstep: Class 26 contains 7010 members Mstep: Class 27 contains 58018 members Mstep: Class 28 contains 4692 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2608 members Mstep: Class 31 contains 3636 members Mstep: Class 32 contains 538 members Mstep: Class 33 contains 1402 members Mstep: Class 34 contains 11326 members Entering Unmasked Estep ConsiderDeletion Score: -17799320.000000 Penalty: 18994.255859 Iteration 132Q: 34 clusters Score -1.779932e+07 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27672 members Mstep: Class 2 contains 18484 members Mstep: Class 3 contains 4870 members Mstep: Class 4 contains 2461 members Mstep: Class 5 contains 4335 members Mstep: Class 6 contains 1904 members Mstep: Class 7 contains 4002 members Mstep: Class 8 contains 1118 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5105 members Mstep: Class 11 contains 15619 members Mstep: Class 12 contains 5424 members Mstep: Class 13 contains 911 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5559 members Mstep: Class 16 contains 1090 members Mstep: Class 17 contains 1610 members Mstep: Class 19 contains 419 members Mstep: Class 20 contains 8302 members Mstep: Class 21 contains 102899 members Mstep: Class 22 contains 1928 members Mstep: Class 23 contains 2123 members Mstep: Class 24 contains 2502 members Mstep: Class 25 contains 3472 members Mstep: Class 26 contains 7010 members Mstep: Class 27 contains 58015 members Mstep: Class 28 contains 4701 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2610 members Mstep: Class 31 contains 3642 members Mstep: Class 32 contains 534 members Mstep: Class 33 contains 1402 members Mstep: Class 34 contains 11328 members Entering Unmasked Estep ConsiderDeletion Score: -17799340.000000 Penalty: 18994.255859 Iteration 133Q: 34 clusters Score -1.779934e+07 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27670 members Mstep: Class 2 contains 18485 members Mstep: Class 3 contains 4868 members Mstep: Class 4 contains 2459 members Mstep: Class 5 contains 4334 members Mstep: Class 6 contains 1886 members Mstep: Class 7 contains 3999 members Mstep: Class 8 contains 1118 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5126 members Mstep: Class 11 contains 15638 members Mstep: Class 12 contains 5430 members Mstep: Class 13 contains 913 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5561 members Mstep: Class 16 contains 1091 members Mstep: Class 17 contains 1610 members Mstep: Class 19 contains 419 members Mstep: Class 20 contains 8298 members Mstep: Class 21 contains 102892 members Mstep: Class 22 contains 1929 members Mstep: Class 23 contains 2123 members Mstep: Class 24 contains 2502 members Mstep: Class 25 contains 3441 members Mstep: Class 26 contains 7009 members Mstep: Class 27 contains 58011 members Mstep: Class 28 contains 4710 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2610 members Mstep: Class 31 contains 3647 members Mstep: Class 32 contains 532 members Mstep: Class 33 contains 1403 members Mstep: Class 34 contains 11337 members Entering Unmasked Estep ConsiderDeletion Score: -17799370.000000 Penalty: 18994.255859 Iteration 134Q: 34 clusters Score -1.779937e+07 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27661 members Mstep: Class 2 contains 18480 members Mstep: Class 3 contains 4859 members Mstep: Class 4 contains 2461 members Mstep: Class 5 contains 4335 members Mstep: Class 6 contains 1866 members Mstep: Class 7 contains 3997 members Mstep: Class 8 contains 1117 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5140 members Mstep: Class 11 contains 15666 members Mstep: Class 12 contains 5434 members Mstep: Class 13 contains 913 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5564 members Mstep: Class 16 contains 1091 members Mstep: Class 17 contains 1610 members Mstep: Class 19 contains 419 members Mstep: Class 20 contains 8293 members Mstep: Class 21 contains 102891 members Mstep: Class 22 contains 1934 members Mstep: Class 23 contains 2124 members Mstep: Class 24 contains 2503 members Mstep: Class 25 contains 3409 members Mstep: Class 26 contains 7013 members Mstep: Class 27 contains 58016 members Mstep: Class 28 contains 4716 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2609 members Mstep: Class 31 contains 3650 members Mstep: Class 32 contains 530 members Mstep: Class 33 contains 1404 members Mstep: Class 34 contains 11346 members Entering Unmasked Estep ConsiderDeletion Score: -17799418.000000 Penalty: 18994.255859 Iteration 135Q: 34 clusters Score -1.779942e+07 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27653 members Mstep: Class 2 contains 18480 members Mstep: Class 3 contains 4852 members Mstep: Class 4 contains 2459 members Mstep: Class 5 contains 4334 members Mstep: Class 6 contains 1844 members Mstep: Class 7 contains 3988 members Mstep: Class 8 contains 1117 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5157 members Mstep: Class 11 contains 15693 members Mstep: Class 12 contains 5442 members Mstep: Class 13 contains 913 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5571 members Mstep: Class 16 contains 1091 members Mstep: Class 17 contains 1608 members Mstep: Class 19 contains 419 members Mstep: Class 20 contains 8285 members Mstep: Class 21 contains 102887 members Mstep: Class 22 contains 1949 members Mstep: Class 23 contains 2125 members Mstep: Class 24 contains 2502 members Mstep: Class 25 contains 3374 members Mstep: Class 26 contains 7011 members Mstep: Class 27 contains 58017 members Mstep: Class 28 contains 4727 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2610 members Mstep: Class 31 contains 3654 members Mstep: Class 32 contains 529 members Mstep: Class 33 contains 1404 members Mstep: Class 34 contains 11356 members Entering Unmasked Estep ConsiderDeletion Score: -17799470.000000 Penalty: 18994.255859 Iteration 136Q: 34 clusters Score -1.779947e+07 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27645 members Mstep: Class 2 contains 18485 members Mstep: Class 3 contains 4839 members Mstep: Class 4 contains 2461 members Mstep: Class 5 contains 4332 members Mstep: Class 6 contains 1821 members Mstep: Class 7 contains 3980 members Mstep: Class 8 contains 1116 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5169 members Mstep: Class 11 contains 15716 members Mstep: Class 12 contains 5449 members Mstep: Class 13 contains 914 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5577 members Mstep: Class 16 contains 1091 members Mstep: Class 17 contains 1608 members Mstep: Class 19 contains 419 members Mstep: Class 20 contains 8281 members Mstep: Class 21 contains 102882 members Mstep: Class 22 contains 1964 members Mstep: Class 23 contains 2126 members Mstep: Class 24 contains 2502 members Mstep: Class 25 contains 3340 members Mstep: Class 26 contains 7010 members Mstep: Class 27 contains 58020 members Mstep: Class 28 contains 4737 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2609 members Mstep: Class 31 contains 3657 members Mstep: Class 32 contains 529 members Mstep: Class 33 contains 1405 members Mstep: Class 34 contains 11367 members Entering Unmasked Estep ConsiderDeletion Score: -17799498.000000 Penalty: 18994.255859 Iteration 137Q: 34 clusters Score -1.77995e+07 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27639 members Mstep: Class 2 contains 18489 members Mstep: Class 3 contains 4827 members Mstep: Class 4 contains 2466 members Mstep: Class 5 contains 4329 members Mstep: Class 6 contains 1803 members Mstep: Class 7 contains 3977 members Mstep: Class 8 contains 1116 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5194 members Mstep: Class 11 contains 15736 members Mstep: Class 12 contains 5449 members Mstep: Class 13 contains 914 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5581 members Mstep: Class 16 contains 1091 members Mstep: Class 17 contains 1609 members Mstep: Class 19 contains 420 members Mstep: Class 20 contains 8273 members Mstep: Class 21 contains 102880 members Mstep: Class 22 contains 1983 members Mstep: Class 23 contains 2129 members Mstep: Class 24 contains 2502 members Mstep: Class 25 contains 3298 members Mstep: Class 26 contains 7006 members Mstep: Class 27 contains 58012 members Mstep: Class 28 contains 4744 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2609 members Mstep: Class 31 contains 3664 members Mstep: Class 32 contains 528 members Mstep: Class 33 contains 1405 members Mstep: Class 34 contains 11378 members Entering Unmasked Estep ConsiderDeletion Score: -17799504.000000 Penalty: 18994.255859 Iteration 138Q: 34 clusters Score -1.77995e+07 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27628 members Mstep: Class 2 contains 18491 members Mstep: Class 3 contains 4817 members Mstep: Class 4 contains 2467 members Mstep: Class 5 contains 4324 members Mstep: Class 6 contains 1782 members Mstep: Class 7 contains 3969 members Mstep: Class 8 contains 1115 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5220 members Mstep: Class 11 contains 15769 members Mstep: Class 12 contains 5453 members Mstep: Class 13 contains 914 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5585 members Mstep: Class 16 contains 1091 members Mstep: Class 17 contains 1609 members Mstep: Class 19 contains 420 members Mstep: Class 20 contains 8267 members Mstep: Class 21 contains 102875 members Mstep: Class 22 contains 1997 members Mstep: Class 23 contains 2131 members Mstep: Class 24 contains 2502 members Mstep: Class 25 contains 3255 members Mstep: Class 26 contains 7003 members Mstep: Class 27 contains 58017 members Mstep: Class 28 contains 4754 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2609 members Mstep: Class 31 contains 3672 members Mstep: Class 32 contains 527 members Mstep: Class 33 contains 1405 members Mstep: Class 34 contains 11383 members Entering Unmasked Estep ConsiderDeletion Score: -17799546.000000 Penalty: 18994.255859 Iteration 139Q: 34 clusters Score -1.779955e+07 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27618 members Mstep: Class 2 contains 18493 members Mstep: Class 3 contains 4817 members Mstep: Class 4 contains 2466 members Mstep: Class 5 contains 4320 members Mstep: Class 6 contains 1763 members Mstep: Class 7 contains 3963 members Mstep: Class 8 contains 1115 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5252 members Mstep: Class 11 contains 15795 members Mstep: Class 12 contains 5453 members Mstep: Class 13 contains 914 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5589 members Mstep: Class 16 contains 1091 members Mstep: Class 17 contains 1610 members Mstep: Class 19 contains 421 members Mstep: Class 20 contains 8259 members Mstep: Class 21 contains 102877 members Mstep: Class 22 contains 2016 members Mstep: Class 23 contains 2131 members Mstep: Class 24 contains 2502 members Mstep: Class 25 contains 3199 members Mstep: Class 26 contains 6998 members Mstep: Class 27 contains 58020 members Mstep: Class 28 contains 4761 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2609 members Mstep: Class 31 contains 3678 members Mstep: Class 32 contains 527 members Mstep: Class 33 contains 1406 members Mstep: Class 34 contains 11388 members Entering Unmasked Estep ConsiderDeletion Score: -17799602.000000 Penalty: 18994.255859 Iteration 140F: 34 clusters Score -1.77996e+07 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27614 members Mstep: Class 2 contains 18493 members Mstep: Class 3 contains 4817 members Mstep: Class 4 contains 2463 members Mstep: Class 5 contains 4317 members Mstep: Class 6 contains 1751 members Mstep: Class 7 contains 3954 members Mstep: Class 8 contains 1114 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5275 members Mstep: Class 11 contains 15803 members Mstep: Class 12 contains 5454 members Mstep: Class 13 contains 914 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5597 members Mstep: Class 16 contains 1092 members Mstep: Class 17 contains 1611 members Mstep: Class 19 contains 421 members Mstep: Class 20 contains 8249 members Mstep: Class 21 contains 102883 members Mstep: Class 22 contains 2026 members Mstep: Class 23 contains 2130 members Mstep: Class 24 contains 2503 members Mstep: Class 25 contains 3153 members Mstep: Class 26 contains 6996 members Mstep: Class 27 contains 58027 members Mstep: Class 28 contains 4770 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2608 members Mstep: Class 31 contains 3683 members Mstep: Class 32 contains 526 members Mstep: Class 33 contains 1406 members Mstep: Class 34 contains 11401 members Entering Unmasked Estep ConsiderDeletion Score: -17799614.000000 Penalty: 18994.255859 Iteration 141Q: 34 clusters Score -1.779961e+07 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27613 members Mstep: Class 2 contains 18493 members Mstep: Class 3 contains 4809 members Mstep: Class 4 contains 2460 members Mstep: Class 5 contains 4316 members Mstep: Class 6 contains 1742 members Mstep: Class 7 contains 3942 members Mstep: Class 8 contains 1116 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5301 members Mstep: Class 11 contains 15802 members Mstep: Class 12 contains 5451 members Mstep: Class 13 contains 914 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5602 members Mstep: Class 16 contains 1093 members Mstep: Class 17 contains 1611 members Mstep: Class 19 contains 421 members Mstep: Class 20 contains 8238 members Mstep: Class 21 contains 102888 members Mstep: Class 22 contains 2038 members Mstep: Class 23 contains 2132 members Mstep: Class 24 contains 2504 members Mstep: Class 25 contains 3115 members Mstep: Class 26 contains 6997 members Mstep: Class 27 contains 58025 members Mstep: Class 28 contains 4783 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2608 members Mstep: Class 31 contains 3691 members Mstep: Class 32 contains 525 members Mstep: Class 33 contains 1406 members Mstep: Class 34 contains 11415 members Entering Unmasked Estep ConsiderDeletion Score: -17799610.000000 Penalty: 18994.255859 Iteration 142Q: 34 clusters Score -1.779961e+07 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27611 members Mstep: Class 2 contains 18495 members Mstep: Class 3 contains 4804 members Mstep: Class 4 contains 2456 members Mstep: Class 5 contains 4314 members Mstep: Class 6 contains 1729 members Mstep: Class 7 contains 3936 members Mstep: Class 8 contains 1115 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5324 members Mstep: Class 11 contains 15805 members Mstep: Class 12 contains 5448 members Mstep: Class 13 contains 915 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5608 members Mstep: Class 16 contains 1095 members Mstep: Class 17 contains 1611 members Mstep: Class 19 contains 421 members Mstep: Class 20 contains 8231 members Mstep: Class 21 contains 102888 members Mstep: Class 22 contains 2041 members Mstep: Class 23 contains 2131 members Mstep: Class 24 contains 2504 members Mstep: Class 25 contains 3076 members Mstep: Class 26 contains 6996 members Mstep: Class 27 contains 58032 members Mstep: Class 28 contains 4800 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2607 members Mstep: Class 31 contains 3694 members Mstep: Class 32 contains 526 members Mstep: Class 33 contains 1407 members Mstep: Class 34 contains 11431 members Entering Unmasked Estep ConsiderDeletion Score: -17799638.000000 Penalty: 18994.255859 Iteration 143Q: 34 clusters Score -1.779964e+07 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27613 members Mstep: Class 2 contains 18495 members Mstep: Class 3 contains 4804 members Mstep: Class 4 contains 2454 members Mstep: Class 5 contains 4311 members Mstep: Class 6 contains 1719 members Mstep: Class 7 contains 3929 members Mstep: Class 8 contains 1115 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5345 members Mstep: Class 11 contains 15805 members Mstep: Class 12 contains 5449 members Mstep: Class 13 contains 915 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5609 members Mstep: Class 16 contains 1095 members Mstep: Class 17 contains 1611 members Mstep: Class 19 contains 421 members Mstep: Class 20 contains 8225 members Mstep: Class 21 contains 102892 members Mstep: Class 22 contains 2048 members Mstep: Class 23 contains 2130 members Mstep: Class 24 contains 2504 members Mstep: Class 25 contains 3040 members Mstep: Class 26 contains 6992 members Mstep: Class 27 contains 58036 members Mstep: Class 28 contains 4814 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2607 members Mstep: Class 31 contains 3699 members Mstep: Class 32 contains 527 members Mstep: Class 33 contains 1408 members Mstep: Class 34 contains 11439 members Entering Unmasked Estep ConsiderDeletion Score: -17799694.000000 Penalty: 18994.255859 Iteration 144Q: 34 clusters Score -1.779969e+07 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27609 members Mstep: Class 2 contains 18495 members Mstep: Class 3 contains 4812 members Mstep: Class 4 contains 2453 members Mstep: Class 5 contains 4310 members Mstep: Class 6 contains 1711 members Mstep: Class 7 contains 3925 members Mstep: Class 8 contains 1116 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5362 members Mstep: Class 11 contains 15806 members Mstep: Class 12 contains 5445 members Mstep: Class 13 contains 915 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5610 members Mstep: Class 16 contains 1096 members Mstep: Class 17 contains 1609 members Mstep: Class 19 contains 421 members Mstep: Class 20 contains 8217 members Mstep: Class 21 contains 102891 members Mstep: Class 22 contains 2049 members Mstep: Class 23 contains 2130 members Mstep: Class 24 contains 2504 members Mstep: Class 25 contains 3009 members Mstep: Class 26 contains 6990 members Mstep: Class 27 contains 58045 members Mstep: Class 28 contains 4830 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2607 members Mstep: Class 31 contains 3707 members Mstep: Class 32 contains 527 members Mstep: Class 33 contains 1409 members Mstep: Class 34 contains 11441 members Entering Unmasked Estep ConsiderDeletion Score: -17799736.000000 Penalty: 18994.255859 Iteration 145Q: 34 clusters Score -1.779974e+07 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27606 members Mstep: Class 2 contains 18498 members Mstep: Class 3 contains 4815 members Mstep: Class 4 contains 2456 members Mstep: Class 5 contains 4311 members Mstep: Class 6 contains 1704 members Mstep: Class 7 contains 3925 members Mstep: Class 8 contains 1116 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5377 members Mstep: Class 11 contains 15794 members Mstep: Class 12 contains 5444 members Mstep: Class 13 contains 916 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5614 members Mstep: Class 16 contains 1098 members Mstep: Class 17 contains 1609 members Mstep: Class 19 contains 421 members Mstep: Class 20 contains 8212 members Mstep: Class 21 contains 102889 members Mstep: Class 22 contains 2051 members Mstep: Class 23 contains 2130 members Mstep: Class 24 contains 2504 members Mstep: Class 25 contains 2980 members Mstep: Class 26 contains 6992 members Mstep: Class 27 contains 58047 members Mstep: Class 28 contains 4843 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2604 members Mstep: Class 31 contains 3710 members Mstep: Class 32 contains 527 members Mstep: Class 33 contains 1410 members Mstep: Class 34 contains 11448 members Entering Unmasked Estep ConsiderDeletion Score: -17799732.000000 Penalty: 18994.255859 Iteration 146Q: 34 clusters Score -1.779973e+07 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27604 members Mstep: Class 2 contains 18498 members Mstep: Class 3 contains 4811 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4306 members Mstep: Class 6 contains 1701 members Mstep: Class 7 contains 3923 members Mstep: Class 8 contains 1115 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5393 members Mstep: Class 11 contains 15781 members Mstep: Class 12 contains 5444 members Mstep: Class 13 contains 916 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5615 members Mstep: Class 16 contains 1099 members Mstep: Class 17 contains 1609 members Mstep: Class 19 contains 421 members Mstep: Class 20 contains 8210 members Mstep: Class 21 contains 102890 members Mstep: Class 22 contains 2053 members Mstep: Class 23 contains 2131 members Mstep: Class 24 contains 2504 members Mstep: Class 25 contains 2953 members Mstep: Class 26 contains 6988 members Mstep: Class 27 contains 58051 members Mstep: Class 28 contains 4860 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2603 members Mstep: Class 31 contains 3714 members Mstep: Class 32 contains 527 members Mstep: Class 33 contains 1412 members Mstep: Class 34 contains 11457 members Entering Unmasked Estep ConsiderDeletion Score: -17799782.000000 Penalty: 18994.255859 Iteration 147Q: 34 clusters Score -1.779978e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27597 members Mstep: Class 2 contains 18500 members Mstep: Class 3 contains 4808 members Mstep: Class 4 contains 2465 members Mstep: Class 5 contains 4305 members Mstep: Class 6 contains 1701 members Mstep: Class 7 contains 3923 members Mstep: Class 8 contains 1113 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5403 members Mstep: Class 11 contains 15765 members Mstep: Class 12 contains 5442 members Mstep: Class 13 contains 916 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5616 members Mstep: Class 16 contains 1101 members Mstep: Class 17 contains 1609 members Mstep: Class 19 contains 421 members Mstep: Class 20 contains 8207 members Mstep: Class 21 contains 102892 members Mstep: Class 22 contains 2053 members Mstep: Class 23 contains 2132 members Mstep: Class 24 contains 2505 members Mstep: Class 25 contains 2937 members Mstep: Class 26 contains 6986 members Mstep: Class 27 contains 58054 members Mstep: Class 28 contains 4879 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2603 members Mstep: Class 31 contains 3717 members Mstep: Class 32 contains 527 members Mstep: Class 33 contains 1412 members Mstep: Class 34 contains 11462 members Entering Unmasked Estep ConsiderDeletion Score: -17799776.000000 Penalty: 18994.255859 Iteration 148Q: 34 clusters Score -1.779978e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27594 members Mstep: Class 2 contains 18500 members Mstep: Class 3 contains 4806 members Mstep: Class 4 contains 2466 members Mstep: Class 5 contains 4302 members Mstep: Class 6 contains 1703 members Mstep: Class 7 contains 3915 members Mstep: Class 8 contains 1114 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5413 members Mstep: Class 11 contains 15754 members Mstep: Class 12 contains 5445 members Mstep: Class 13 contains 916 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5617 members Mstep: Class 16 contains 1103 members Mstep: Class 17 contains 1609 members Mstep: Class 19 contains 421 members Mstep: Class 20 contains 8205 members Mstep: Class 21 contains 102889 members Mstep: Class 22 contains 2059 members Mstep: Class 23 contains 2132 members Mstep: Class 24 contains 2505 members Mstep: Class 25 contains 2918 members Mstep: Class 26 contains 6988 members Mstep: Class 27 contains 58058 members Mstep: Class 28 contains 4896 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2601 members Mstep: Class 31 contains 3720 members Mstep: Class 32 contains 527 members Mstep: Class 33 contains 1412 members Mstep: Class 34 contains 11463 members Entering Unmasked Estep ConsiderDeletion Score: -17799796.000000 Penalty: 18994.255859 Iteration 149Q: 34 clusters Score -1.77998e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27591 members Mstep: Class 2 contains 18499 members Mstep: Class 3 contains 4804 members Mstep: Class 4 contains 2468 members Mstep: Class 5 contains 4304 members Mstep: Class 6 contains 1700 members Mstep: Class 7 contains 3911 members Mstep: Class 8 contains 1115 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5425 members Mstep: Class 11 contains 15755 members Mstep: Class 12 contains 5448 members Mstep: Class 13 contains 916 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5614 members Mstep: Class 16 contains 1104 members Mstep: Class 17 contains 1608 members Mstep: Class 19 contains 421 members Mstep: Class 20 contains 8202 members Mstep: Class 21 contains 102889 members Mstep: Class 22 contains 2073 members Mstep: Class 23 contains 2132 members Mstep: Class 24 contains 2505 members Mstep: Class 25 contains 2897 members Mstep: Class 26 contains 6990 members Mstep: Class 27 contains 58058 members Mstep: Class 28 contains 4903 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2600 members Mstep: Class 31 contains 3724 members Mstep: Class 32 contains 526 members Mstep: Class 33 contains 1411 members Mstep: Class 34 contains 11458 members Entering Unmasked Estep ConsiderDeletion Score: -17799820.000000 Penalty: 18994.255859 Iteration 150Q: 34 clusters Score -1.779982e+07 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27586 members Mstep: Class 2 contains 18499 members Mstep: Class 3 contains 4798 members Mstep: Class 4 contains 2473 members Mstep: Class 5 contains 4305 members Mstep: Class 6 contains 1696 members Mstep: Class 7 contains 3909 members Mstep: Class 8 contains 1115 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5434 members Mstep: Class 11 contains 15754 members Mstep: Class 12 contains 5447 members Mstep: Class 13 contains 916 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5614 members Mstep: Class 16 contains 1105 members Mstep: Class 17 contains 1608 members Mstep: Class 19 contains 421 members Mstep: Class 20 contains 8199 members Mstep: Class 21 contains 102887 members Mstep: Class 22 contains 2082 members Mstep: Class 23 contains 2132 members Mstep: Class 24 contains 2505 members Mstep: Class 25 contains 2878 members Mstep: Class 26 contains 6990 members Mstep: Class 27 contains 58068 members Mstep: Class 28 contains 4911 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2599 members Mstep: Class 31 contains 3726 members Mstep: Class 32 contains 526 members Mstep: Class 33 contains 1412 members Mstep: Class 34 contains 11456 members Entering Unmasked Estep ConsiderDeletion Score: -17799832.000000 Penalty: 18994.255859 Iteration 151Q: 34 clusters Score -1.779983e+07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27580 members Mstep: Class 2 contains 18503 members Mstep: Class 3 contains 4790 members Mstep: Class 4 contains 2483 members Mstep: Class 5 contains 4302 members Mstep: Class 6 contains 1689 members Mstep: Class 7 contains 3908 members Mstep: Class 8 contains 1115 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5439 members Mstep: Class 11 contains 15757 members Mstep: Class 12 contains 5446 members Mstep: Class 13 contains 915 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5614 members Mstep: Class 16 contains 1106 members Mstep: Class 17 contains 1608 members Mstep: Class 19 contains 421 members Mstep: Class 20 contains 8197 members Mstep: Class 21 contains 102880 members Mstep: Class 22 contains 2089 members Mstep: Class 23 contains 2132 members Mstep: Class 24 contains 2506 members Mstep: Class 25 contains 2863 members Mstep: Class 26 contains 6990 members Mstep: Class 27 contains 58074 members Mstep: Class 28 contains 4924 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2597 members Mstep: Class 31 contains 3727 members Mstep: Class 32 contains 526 members Mstep: Class 33 contains 1412 members Mstep: Class 34 contains 11458 members Entering Unmasked Estep ConsiderDeletion Score: -17799810.000000 Penalty: 18994.255859 Iteration 152Q: 34 clusters Score -1.779981e+07 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27569 members Mstep: Class 2 contains 18507 members Mstep: Class 3 contains 4779 members Mstep: Class 4 contains 2488 members Mstep: Class 5 contains 4299 members Mstep: Class 6 contains 1692 members Mstep: Class 7 contains 3903 members Mstep: Class 8 contains 1115 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5451 members Mstep: Class 11 contains 15753 members Mstep: Class 12 contains 5446 members Mstep: Class 13 contains 915 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5616 members Mstep: Class 16 contains 1107 members Mstep: Class 17 contains 1608 members Mstep: Class 19 contains 421 members Mstep: Class 20 contains 8194 members Mstep: Class 21 contains 102879 members Mstep: Class 22 contains 2095 members Mstep: Class 23 contains 2133 members Mstep: Class 24 contains 2507 members Mstep: Class 25 contains 2845 members Mstep: Class 26 contains 6992 members Mstep: Class 27 contains 58078 members Mstep: Class 28 contains 4936 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2595 members Mstep: Class 31 contains 3730 members Mstep: Class 32 contains 525 members Mstep: Class 33 contains 1413 members Mstep: Class 34 contains 11460 members Entering Unmasked Estep ConsiderDeletion Score: -17799818.000000 Penalty: 18994.255859 Iteration 153Q: 34 clusters Score -1.779982e+07 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27559 members Mstep: Class 2 contains 18511 members Mstep: Class 3 contains 4772 members Mstep: Class 4 contains 2487 members Mstep: Class 5 contains 4299 members Mstep: Class 6 contains 1693 members Mstep: Class 7 contains 3899 members Mstep: Class 8 contains 1114 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5458 members Mstep: Class 11 contains 15750 members Mstep: Class 12 contains 5445 members Mstep: Class 13 contains 915 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5619 members Mstep: Class 16 contains 1109 members Mstep: Class 17 contains 1608 members Mstep: Class 19 contains 421 members Mstep: Class 20 contains 8192 members Mstep: Class 21 contains 102878 members Mstep: Class 22 contains 2107 members Mstep: Class 23 contains 2134 members Mstep: Class 24 contains 2506 members Mstep: Class 25 contains 2827 members Mstep: Class 26 contains 6991 members Mstep: Class 27 contains 58084 members Mstep: Class 28 contains 4951 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2593 members Mstep: Class 31 contains 3731 members Mstep: Class 32 contains 524 members Mstep: Class 33 contains 1414 members Mstep: Class 34 contains 11460 members Entering Unmasked Estep ConsiderDeletion Score: -17799846.000000 Penalty: 18994.255859 Iteration 154Q: 34 clusters Score -1.779985e+07 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27549 members Mstep: Class 2 contains 18515 members Mstep: Class 3 contains 4769 members Mstep: Class 4 contains 2486 members Mstep: Class 5 contains 4302 members Mstep: Class 6 contains 1690 members Mstep: Class 7 contains 3896 members Mstep: Class 8 contains 1114 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5470 members Mstep: Class 11 contains 15750 members Mstep: Class 12 contains 5444 members Mstep: Class 13 contains 915 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5620 members Mstep: Class 16 contains 1110 members Mstep: Class 17 contains 1609 members Mstep: Class 19 contains 421 members Mstep: Class 20 contains 8189 members Mstep: Class 21 contains 102877 members Mstep: Class 22 contains 2114 members Mstep: Class 23 contains 2133 members Mstep: Class 24 contains 2505 members Mstep: Class 25 contains 2810 members Mstep: Class 26 contains 6987 members Mstep: Class 27 contains 58087 members Mstep: Class 28 contains 4964 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2593 members Mstep: Class 31 contains 3732 members Mstep: Class 32 contains 524 members Mstep: Class 33 contains 1415 members Mstep: Class 34 contains 11461 members Entering Unmasked Estep ConsiderDeletion Score: -17799836.000000 Penalty: 18994.255859 Iteration 155Q: 34 clusters Score -1.779984e+07 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27537 members Mstep: Class 2 contains 18519 members Mstep: Class 3 contains 4772 members Mstep: Class 4 contains 2488 members Mstep: Class 5 contains 4301 members Mstep: Class 6 contains 1687 members Mstep: Class 7 contains 3894 members Mstep: Class 8 contains 1115 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5483 members Mstep: Class 11 contains 15739 members Mstep: Class 12 contains 5439 members Mstep: Class 13 contains 915 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5622 members Mstep: Class 16 contains 1111 members Mstep: Class 17 contains 1608 members Mstep: Class 19 contains 420 members Mstep: Class 20 contains 8187 members Mstep: Class 21 contains 102884 members Mstep: Class 22 contains 2123 members Mstep: Class 23 contains 2133 members Mstep: Class 24 contains 2505 members Mstep: Class 25 contains 2789 members Mstep: Class 26 contains 6982 members Mstep: Class 27 contains 58093 members Mstep: Class 28 contains 4978 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2593 members Mstep: Class 31 contains 3733 members Mstep: Class 32 contains 524 members Mstep: Class 33 contains 1416 members Mstep: Class 34 contains 11461 members Entering Unmasked Estep ConsiderDeletion Score: -17799816.000000 Penalty: 18994.255859 Iteration 156Q: 34 clusters Score -1.779982e+07 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27525 members Mstep: Class 2 contains 18521 members Mstep: Class 3 contains 4770 members Mstep: Class 4 contains 2489 members Mstep: Class 5 contains 4302 members Mstep: Class 6 contains 1685 members Mstep: Class 7 contains 3892 members Mstep: Class 8 contains 1117 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5485 members Mstep: Class 11 contains 15731 members Mstep: Class 12 contains 5440 members Mstep: Class 13 contains 915 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5622 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1607 members Mstep: Class 19 contains 419 members Mstep: Class 20 contains 8187 members Mstep: Class 21 contains 102885 members Mstep: Class 22 contains 2139 members Mstep: Class 23 contains 2133 members Mstep: Class 24 contains 2507 members Mstep: Class 25 contains 2772 members Mstep: Class 26 contains 6982 members Mstep: Class 27 contains 58102 members Mstep: Class 28 contains 4993 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2591 members Mstep: Class 31 contains 3734 members Mstep: Class 32 contains 524 members Mstep: Class 33 contains 1417 members Mstep: Class 34 contains 11453 members Entering Unmasked Estep ConsiderDeletion Score: -17799836.000000 Penalty: 18994.255859 Iteration 157Q: 34 clusters Score -1.779984e+07 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27516 members Mstep: Class 2 contains 18526 members Mstep: Class 3 contains 4768 members Mstep: Class 4 contains 2487 members Mstep: Class 5 contains 4302 members Mstep: Class 6 contains 1684 members Mstep: Class 7 contains 3889 members Mstep: Class 8 contains 1117 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5486 members Mstep: Class 11 contains 15725 members Mstep: Class 12 contains 5441 members Mstep: Class 13 contains 915 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5622 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1607 members Mstep: Class 19 contains 419 members Mstep: Class 20 contains 8184 members Mstep: Class 21 contains 102900 members Mstep: Class 22 contains 2152 members Mstep: Class 23 contains 2133 members Mstep: Class 24 contains 2507 members Mstep: Class 25 contains 2753 members Mstep: Class 26 contains 6978 members Mstep: Class 27 contains 58110 members Mstep: Class 28 contains 5003 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2590 members Mstep: Class 31 contains 3732 members Mstep: Class 32 contains 524 members Mstep: Class 33 contains 1416 members Mstep: Class 34 contains 11453 members Entering Unmasked Estep ConsiderDeletion Score: -17799832.000000 Penalty: 18994.255859 Iteration 158Q: 34 clusters Score -1.779983e+07 nChanged 104 Entering ConstructFrom: Score: -17799832.000000 Penalty: 18994.255859 Entering ConstructFrom: Trying to split cluster 1 (27505 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27505 members Entering Unmasked Estep Score: -1633496.750000 Penalty: 465.106598 Iteration 0F: 2 clusters Score -1633497 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13805 members Mstep: Class 2 contains 13700 members Entering Unmasked Estep Score: -1615095.500000 Penalty: 930.213196 Iteration 0F: 3 clusters Score -1615096 nChanged 13217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13614 members Mstep: Class 2 contains 13891 members Entering Unmasked Estep Score: -1623535.500000 Penalty: 930.213196 Iteration 1F: 3 clusters Score -1623536 nChanged 1378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13466 members Mstep: Class 2 contains 14039 members Entering Unmasked Estep Score: -1624053.500000 Penalty: 930.213196 Iteration 2F: 3 clusters Score -1624054 nChanged 1246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13300 members Mstep: Class 2 contains 14205 members Entering Unmasked Estep Score: -1624499.375000 Penalty: 930.213196 Iteration 3Q: 3 clusters Score -1624499 nChanged 1140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13184 members Mstep: Class 2 contains 14321 members Entering Unmasked Estep Score: -1624932.000000 Penalty: 930.213196 Iteration 4Q: 3 clusters Score -1624932 nChanged 1139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13111 members Mstep: Class 2 contains 14394 members Entering Unmasked Estep Score: -1625337.125000 Penalty: 930.213196 Iteration 5Q: 3 clusters Score -1625337 nChanged 1090 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13089 members Mstep: Class 2 contains 14416 members Entering Unmasked Estep Score: -1625806.875000 Penalty: 930.213196 Iteration 6Q: 3 clusters Score -1625807 nChanged 1136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13127 members Mstep: Class 2 contains 14378 members Entering Unmasked Estep Score: -1626374.000000 Penalty: 930.213196 Iteration 7Q: 3 clusters Score -1626374 nChanged 1232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13175 members Mstep: Class 2 contains 14330 members Entering Unmasked Estep Score: -1627065.875000 Penalty: 930.213196 Iteration 8Q: 3 clusters Score -1627066 nChanged 1315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13276 members Mstep: Class 2 contains 14229 members Entering Unmasked Estep Score: -1627880.000000 Penalty: 930.213196 Iteration 9Q: 3 clusters Score -1627880 nChanged 1250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13356 members Mstep: Class 2 contains 14149 members Entering Unmasked Estep Score: -1628576.500000 Penalty: 930.213196 Iteration 10Q: 3 clusters Score -1628576 nChanged 1034 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13416 members Mstep: Class 2 contains 14089 members Entering Unmasked Estep Score: -1629007.750000 Penalty: 930.213196 Iteration 11Q: 3 clusters Score -1629008 nChanged 703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13395 members Mstep: Class 2 contains 14110 members Entering Unmasked Estep Score: -1629228.375000 Penalty: 930.213196 Iteration 12Q: 3 clusters Score -1629228 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13335 members Mstep: Class 2 contains 14170 members Entering Unmasked Estep Score: -1629353.875000 Penalty: 930.213196 Iteration 13Q: 3 clusters Score -1629354 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13265 members Mstep: Class 2 contains 14240 members Entering Unmasked Estep Score: -1629420.875000 Penalty: 930.213196 Iteration 14Q: 3 clusters Score -1629421 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13207 members Mstep: Class 2 contains 14298 members Entering Unmasked Estep Score: -1629465.125000 Penalty: 930.213196 Iteration 15Q: 3 clusters Score -1629465 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13126 members Mstep: Class 2 contains 14379 members Entering Unmasked Estep Score: -1629513.500000 Penalty: 930.213196 Iteration 16Q: 3 clusters Score -1629514 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13080 members Mstep: Class 2 contains 14425 members Entering Unmasked Estep Score: -1629555.375000 Penalty: 930.213196 Iteration 17Q: 3 clusters Score -1629555 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13018 members Mstep: Class 2 contains 14487 members Entering Unmasked Estep Score: -1629606.500000 Penalty: 930.213196 Iteration 18Q: 3 clusters Score -1629606 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12948 members Mstep: Class 2 contains 14557 members Entering Unmasked Estep Score: -1629652.500000 Penalty: 930.213196 Iteration 19Q: 3 clusters Score -1629652 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12877 members Mstep: Class 2 contains 14628 members Entering Unmasked Estep Score: -1629697.125000 Penalty: 930.213196 Iteration 20F: 3 clusters Score -1629697 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12770 members Mstep: Class 2 contains 14735 members Entering Unmasked Estep Score: -1629759.875000 Penalty: 930.213196 Iteration 21Q: 3 clusters Score -1629760 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12673 members Mstep: Class 2 contains 14832 members Entering Unmasked Estep Score: -1629816.125000 Penalty: 930.213196 Iteration 22Q: 3 clusters Score -1629816 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12568 members Mstep: Class 2 contains 14937 members Entering Unmasked Estep Score: -1629878.125000 Penalty: 930.213196 Iteration 23Q: 3 clusters Score -1629878 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12474 members Mstep: Class 2 contains 15031 members Entering Unmasked Estep Score: -1629948.375000 Penalty: 930.213196 Iteration 24Q: 3 clusters Score -1629948 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12397 members Mstep: Class 2 contains 15108 members Entering Unmasked Estep Score: -1630014.750000 Penalty: 930.213196 Iteration 25Q: 3 clusters Score -1630015 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12322 members Mstep: Class 2 contains 15183 members Entering Unmasked Estep Score: -1630065.500000 Penalty: 930.213196 Iteration 26Q: 3 clusters Score -1630066 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12251 members Mstep: Class 2 contains 15254 members Entering Unmasked Estep Score: -1630121.250000 Penalty: 930.213196 Iteration 27Q: 3 clusters Score -1630121 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12192 members Mstep: Class 2 contains 15313 members Entering Unmasked Estep Score: -1630178.250000 Penalty: 930.213196 Iteration 28Q: 3 clusters Score -1630178 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12125 members Mstep: Class 2 contains 15380 members Entering Unmasked Estep Score: -1630238.625000 Penalty: 930.213196 Iteration 29Q: 3 clusters Score -1630239 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12053 members Mstep: Class 2 contains 15452 members Entering Unmasked Estep Score: -1630301.500000 Penalty: 930.213196 Iteration 30Q: 3 clusters Score -1630302 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11946 members Mstep: Class 2 contains 15559 members Entering Unmasked Estep Score: -1630337.500000 Penalty: 930.213196 Iteration 31Q: 3 clusters Score -1630338 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11836 members Mstep: Class 2 contains 15669 members Entering Unmasked Estep Score: -1630383.625000 Penalty: 930.213196 Iteration 32Q: 3 clusters Score -1630384 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11672 members Mstep: Class 2 contains 15833 members Entering Unmasked Estep Score: -1630440.375000 Penalty: 930.213196 Iteration 33Q: 3 clusters Score -1630440 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11517 members Mstep: Class 2 contains 15988 members Entering Unmasked Estep Score: -1630480.875000 Penalty: 930.213196 Iteration 34Q: 3 clusters Score -1630481 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11336 members Mstep: Class 2 contains 16169 members Entering Unmasked Estep Score: -1630529.750000 Penalty: 930.213196 Iteration 35Q: 3 clusters Score -1630530 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11147 members Mstep: Class 2 contains 16358 members Entering Unmasked Estep Score: -1630589.500000 Penalty: 930.213196 Iteration 36Q: 3 clusters Score -1630590 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10954 members Mstep: Class 2 contains 16551 members Entering Unmasked Estep Score: -1630639.500000 Penalty: 930.213196 Iteration 37Q: 3 clusters Score -1630640 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10730 members Mstep: Class 2 contains 16775 members Entering Unmasked Estep Score: -1630702.000000 Penalty: 930.213196 Iteration 38Q: 3 clusters Score -1630702 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10492 members Mstep: Class 2 contains 17013 members Entering Unmasked Estep Score: -1630774.125000 Penalty: 930.213196 Iteration 39Q: 3 clusters Score -1630774 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10221 members Mstep: Class 2 contains 17284 members Entering Unmasked Estep Score: -1630846.375000 Penalty: 930.213196 Iteration 40F: 3 clusters Score -1630846 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9944 members Mstep: Class 2 contains 17561 members Entering Unmasked Estep Score: -1630943.125000 Penalty: 930.213196 Iteration 41Q: 3 clusters Score -1630943 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9623 members Mstep: Class 2 contains 17882 members Entering Unmasked Estep Score: -1631073.875000 Penalty: 930.213196 Iteration 42Q: 3 clusters Score -1631074 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9267 members Mstep: Class 2 contains 18238 members Entering Unmasked Estep Score: -1631222.375000 Penalty: 930.213196 Iteration 43Q: 3 clusters Score -1631222 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8891 members Mstep: Class 2 contains 18614 members Entering Unmasked Estep Score: -1631394.500000 Penalty: 930.213196 Iteration 44Q: 3 clusters Score -1631394 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8511 members Mstep: Class 2 contains 18994 members Entering Unmasked Estep Score: -1631558.750000 Penalty: 930.213196 Iteration 45Q: 3 clusters Score -1631559 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8125 members Mstep: Class 2 contains 19380 members Entering Unmasked Estep Score: -1631699.875000 Penalty: 930.213196 Iteration 46Q: 3 clusters Score -1631700 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7767 members Mstep: Class 2 contains 19738 members Entering Unmasked Estep Score: -1631807.000000 Penalty: 930.213196 Iteration 47Q: 3 clusters Score -1631807 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7430 members Mstep: Class 2 contains 20075 members Entering Unmasked Estep Score: -1631913.250000 Penalty: 930.213196 Iteration 48Q: 3 clusters Score -1631913 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7090 members Mstep: Class 2 contains 20415 members Entering Unmasked Estep Score: -1632016.500000 Penalty: 930.213196 Iteration 49Q: 3 clusters Score -1632016 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6737 members Mstep: Class 2 contains 20768 members Entering Unmasked Estep Score: -1632123.750000 Penalty: 930.213196 Iteration 50Q: 3 clusters Score -1632124 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6412 members Mstep: Class 2 contains 21093 members Entering Unmasked Estep Score: -1632218.000000 Penalty: 930.213196 Iteration 51Q: 3 clusters Score -1632218 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6093 members Mstep: Class 2 contains 21412 members Entering Unmasked Estep Score: -1632303.625000 Penalty: 930.213196 Iteration 52Q: 3 clusters Score -1632304 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5764 members Mstep: Class 2 contains 21741 members Entering Unmasked Estep Score: -1632389.250000 Penalty: 930.213196 Iteration 53Q: 3 clusters Score -1632389 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5481 members Mstep: Class 2 contains 22024 members Entering Unmasked Estep Score: -1632465.625000 Penalty: 930.213196 Iteration 54Q: 3 clusters Score -1632466 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5188 members Mstep: Class 2 contains 22317 members Entering Unmasked Estep Score: -1632545.125000 Penalty: 930.213196 Iteration 55Q: 3 clusters Score -1632545 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4899 members Mstep: Class 2 contains 22606 members Entering Unmasked Estep Score: -1632622.625000 Penalty: 930.213196 Iteration 56Q: 3 clusters Score -1632623 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4634 members Mstep: Class 2 contains 22871 members Entering Unmasked Estep Score: -1632683.500000 Penalty: 930.213196 Iteration 57Q: 3 clusters Score -1632684 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4391 members Mstep: Class 2 contains 23114 members Entering Unmasked Estep Score: -1632739.000000 Penalty: 930.213196 Iteration 58Q: 3 clusters Score -1632739 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4175 members Mstep: Class 2 contains 23330 members Entering Unmasked Estep Score: -1632788.250000 Penalty: 930.213196 Iteration 59Q: 3 clusters Score -1632788 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3964 members Mstep: Class 2 contains 23541 members Entering Unmasked Estep Score: -1632844.750000 Penalty: 930.213196 Iteration 60F: 3 clusters Score -1632845 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3747 members Mstep: Class 2 contains 23758 members Entering Unmasked Estep Score: -1632911.000000 Penalty: 930.213196 Iteration 61Q: 3 clusters Score -1632911 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3533 members Mstep: Class 2 contains 23972 members Entering Unmasked Estep Score: -1632977.125000 Penalty: 930.213196 Iteration 62Q: 3 clusters Score -1632977 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3348 members Mstep: Class 2 contains 24157 members Entering Unmasked Estep Score: -1633014.375000 Penalty: 930.213196 Iteration 63Q: 3 clusters Score -1633014 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3188 members Mstep: Class 2 contains 24317 members Entering Unmasked Estep Score: -1633050.000000 Penalty: 930.213196 Iteration 64Q: 3 clusters Score -1633050 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3054 members Mstep: Class 2 contains 24451 members Entering Unmasked Estep Score: -1633077.125000 Penalty: 930.213196 Iteration 65Q: 3 clusters Score -1633077 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2940 members Mstep: Class 2 contains 24565 members Entering Unmasked Estep Score: -1633096.625000 Penalty: 930.213196 Iteration 66Q: 3 clusters Score -1633097 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2833 members Mstep: Class 2 contains 24672 members Entering Unmasked Estep Score: -1633111.000000 Penalty: 930.213196 Iteration 67Q: 3 clusters Score -1633111 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2734 members Mstep: Class 2 contains 24771 members Entering Unmasked Estep Score: -1633130.875000 Penalty: 930.213196 Iteration 68Q: 3 clusters Score -1633131 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2628 members Mstep: Class 2 contains 24877 members Entering Unmasked Estep Score: -1633148.375000 Penalty: 930.213196 Iteration 69Q: 3 clusters Score -1633148 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2531 members Mstep: Class 2 contains 24974 members Entering Unmasked Estep Score: -1633163.375000 Penalty: 930.213196 Iteration 70Q: 3 clusters Score -1633163 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2452 members Mstep: Class 2 contains 25053 members Entering Unmasked Estep Score: -1633175.500000 Penalty: 930.213196 Iteration 71Q: 3 clusters Score -1633176 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2387 members Mstep: Class 2 contains 25118 members Entering Unmasked Estep Score: -1633181.500000 Penalty: 930.213196 Iteration 72Q: 3 clusters Score -1633182 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Mstep: Class 2 contains 25176 members Entering Unmasked Estep Score: -1633186.125000 Penalty: 930.213196 Iteration 73Q: 3 clusters Score -1633186 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2272 members Mstep: Class 2 contains 25233 members Entering Unmasked Estep Score: -1633190.125000 Penalty: 930.213196 Iteration 74Q: 3 clusters Score -1633190 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2218 members Mstep: Class 2 contains 25287 members Entering Unmasked Estep Score: -1633192.625000 Penalty: 930.213196 Iteration 75Q: 3 clusters Score -1633193 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2165 members Mstep: Class 2 contains 25340 members Entering Unmasked Estep Score: -1633204.375000 Penalty: 930.213196 Iteration 76Q: 3 clusters Score -1633204 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Mstep: Class 2 contains 25394 members Entering Unmasked Estep Score: -1633209.125000 Penalty: 930.213196 Iteration 77Q: 3 clusters Score -1633209 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2061 members Mstep: Class 2 contains 25444 members Entering Unmasked Estep Score: -1633214.875000 Penalty: 930.213196 Iteration 78Q: 3 clusters Score -1633215 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2018 members Mstep: Class 2 contains 25487 members Entering Unmasked Estep Score: -1633222.125000 Penalty: 930.213196 Iteration 79Q: 3 clusters Score -1633222 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1984 members Mstep: Class 2 contains 25521 members Entering Unmasked Estep Score: -1633224.500000 Penalty: 930.213196 Iteration 80F: 3 clusters Score -1633224 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 25552 members Entering Unmasked Estep Score: -1633229.875000 Penalty: 930.213196 Iteration 81Q: 3 clusters Score -1633230 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 25578 members Entering Unmasked Estep Score: -1633232.500000 Penalty: 930.213196 Iteration 82Q: 3 clusters Score -1633232 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 25598 members Entering Unmasked Estep Score: -1633235.375000 Penalty: 930.213196 Iteration 83Q: 3 clusters Score -1633235 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Mstep: Class 2 contains 25616 members Entering Unmasked Estep Score: -1633238.250000 Penalty: 930.213196 Iteration 84Q: 3 clusters Score -1633238 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 25638 members Entering Unmasked Estep Score: -1633244.875000 Penalty: 930.213196 Iteration 85Q: 3 clusters Score -1633245 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 25653 members Entering Unmasked Estep Score: -1633244.250000 Penalty: 930.213196 Iteration 86Q: 3 clusters Score -1633244 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 25669 members Entering Unmasked Estep Score: -1633244.250000 Penalty: 930.213196 Iteration 87Q: 3 clusters Score -1633244 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1819 members Mstep: Class 2 contains 25686 members Entering Unmasked Estep Score: -1633245.375000 Penalty: 930.213196 Iteration 88Q: 3 clusters Score -1633245 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 25708 members Entering Unmasked Estep Score: -1633248.500000 Penalty: 930.213196 Iteration 89Q: 3 clusters Score -1633248 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 25731 members Entering Unmasked Estep Score: -1633252.500000 Penalty: 930.213196 Iteration 90Q: 3 clusters Score -1633252 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 25754 members Entering Unmasked Estep Score: -1633259.750000 Penalty: 930.213196 Iteration 91Q: 3 clusters Score -1633260 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 25786 members Entering Unmasked Estep Score: -1633265.125000 Penalty: 930.213196 Iteration 92Q: 3 clusters Score -1633265 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 25813 members Entering Unmasked Estep Score: -1633268.500000 Penalty: 930.213196 Iteration 93Q: 3 clusters Score -1633268 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 25839 members Entering Unmasked Estep Score: -1633269.250000 Penalty: 930.213196 Iteration 94Q: 3 clusters Score -1633269 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 25857 members Entering Unmasked Estep Score: -1633270.625000 Penalty: 930.213196 Iteration 95Q: 3 clusters Score -1633271 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 25874 members Entering Unmasked Estep Score: -1633269.250000 Penalty: 930.213196 Iteration 96Q: 3 clusters Score -1633269 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 25897 members Entering Unmasked Estep Score: -1633274.875000 Penalty: 930.213196 Iteration 97Q: 3 clusters Score -1633275 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 25923 members Entering Unmasked Estep Score: -1633276.625000 Penalty: 930.213196 Iteration 98Q: 3 clusters Score -1633277 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 25945 members Entering Unmasked Estep Score: -1633279.750000 Penalty: 930.213196 Iteration 99Q: 3 clusters Score -1633280 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 25972 members Entering Unmasked Estep Score: -1633286.000000 Penalty: 930.213196 Iteration 100F: 3 clusters Score -1633286 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 25992 members Entering Unmasked Estep Score: -1633284.750000 Penalty: 930.213196 Iteration 101Q: 3 clusters Score -1633285 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 26013 members Entering Unmasked Estep Score: -1633292.000000 Penalty: 930.213196 Iteration 102Q: 3 clusters Score -1633292 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 26037 members Entering Unmasked Estep Score: -1633292.875000 Penalty: 930.213196 Iteration 103Q: 3 clusters Score -1633293 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 26060 members Entering Unmasked Estep Score: -1633300.500000 Penalty: 930.213196 Iteration 104Q: 3 clusters Score -1633300 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 26075 members Entering Unmasked Estep Score: -1633300.875000 Penalty: 930.213196 Iteration 105Q: 3 clusters Score -1633301 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 26085 members Entering Unmasked Estep Score: -1633303.875000 Penalty: 930.213196 Iteration 106Q: 3 clusters Score -1633304 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 26091 members Entering Unmasked Estep Score: -1633303.000000 Penalty: 930.213196 Iteration 107Q: 3 clusters Score -1633303 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 26097 members Entering Unmasked Estep Score: -1633302.500000 Penalty: 930.213196 Iteration 108Q: 3 clusters Score -1633302 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 26105 members Entering Unmasked Estep Score: -1633301.000000 Penalty: 930.213196 Iteration 109Q: 3 clusters Score -1633301 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 26108 members Entering Unmasked Estep Score: -1633299.250000 Penalty: 930.213196 Iteration 110Q: 3 clusters Score -1633299 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 26111 members Entering Unmasked Estep Score: -1633302.625000 Penalty: 930.213196 Iteration 111Q: 3 clusters Score -1633303 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 26115 members Entering Unmasked Estep Score: -1633299.750000 Penalty: 930.213196 Iteration 112Q: 3 clusters Score -1633300 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 26117 members Entering Unmasked Estep Score: -1633301.375000 Penalty: 930.213196 Iteration 113Q: 3 clusters Score -1633301 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 26118 members Entering Unmasked Estep Score: -1633300.250000 Penalty: 930.213196 Iteration 114Q: 3 clusters Score -1633300 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 26118 members Entering Unmasked Estep Score: -1633301.250000 Penalty: 930.213196 Iteration 115Q: 3 clusters Score -1633301 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 26121 members Entering Unmasked Estep Score: -1633302.000000 Penalty: 930.213196 Iteration 116Q: 3 clusters Score -1633302 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 26125 members Entering Unmasked Estep Score: -1633301.375000 Penalty: 930.213196 Iteration 117Q: 3 clusters Score -1633301 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 26128 members Entering Unmasked Estep Score: -1633299.625000 Penalty: 930.213196 Iteration 118Q: 3 clusters Score -1633300 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 26132 members Entering Unmasked Estep Score: -1633299.250000 Penalty: 930.213196 Iteration 119Q: 3 clusters Score -1633299 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 26135 members Entering Unmasked Estep Score: -1633298.750000 Penalty: 930.213196 Iteration 120F: 3 clusters Score -1633299 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (18530 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18530 members Entering Unmasked Estep Score: -1120143.500000 Penalty: 447.135162 Iteration 0F: 2 clusters Score -1120144 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9265 members Mstep: Class 2 contains 9265 members Entering Unmasked Estep Score: -1107714.500000 Penalty: 894.270325 Iteration 0F: 3 clusters Score -1107714 nChanged 8846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9437 members Mstep: Class 2 contains 9093 members Entering Unmasked Estep Score: -1113141.250000 Penalty: 894.270325 Iteration 1F: 3 clusters Score -1113141 nChanged 965 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9576 members Mstep: Class 2 contains 8954 members Entering Unmasked Estep Score: -1113530.250000 Penalty: 894.270325 Iteration 2F: 3 clusters Score -1113530 nChanged 932 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9752 members Mstep: Class 2 contains 8778 members Entering Unmasked Estep Score: -1113925.750000 Penalty: 894.270325 Iteration 3F: 3 clusters Score -1113926 nChanged 907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9925 members Mstep: Class 2 contains 8605 members Entering Unmasked Estep Score: -1114285.625000 Penalty: 894.270325 Iteration 4Q: 3 clusters Score -1114286 nChanged 819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10144 members Mstep: Class 2 contains 8386 members Entering Unmasked Estep Score: -1114646.875000 Penalty: 894.270325 Iteration 5Q: 3 clusters Score -1114647 nChanged 830 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10382 members Mstep: Class 2 contains 8148 members Entering Unmasked Estep Score: -1115035.000000 Penalty: 894.270325 Iteration 6Q: 3 clusters Score -1115035 nChanged 872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10648 members Mstep: Class 2 contains 7882 members Entering Unmasked Estep Score: -1115498.000000 Penalty: 894.270325 Iteration 7Q: 3 clusters Score -1115498 nChanged 877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10891 members Mstep: Class 2 contains 7639 members Entering Unmasked Estep Score: -1116001.250000 Penalty: 894.270325 Iteration 8Q: 3 clusters Score -1116001 nChanged 858 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11135 members Mstep: Class 2 contains 7395 members Entering Unmasked Estep Score: -1116563.000000 Penalty: 894.270325 Iteration 9Q: 3 clusters Score -1116563 nChanged 770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11305 members Mstep: Class 2 contains 7225 members Entering Unmasked Estep Score: -1117038.750000 Penalty: 894.270325 Iteration 10Q: 3 clusters Score -1117039 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11447 members Mstep: Class 2 contains 7083 members Entering Unmasked Estep Score: -1117343.000000 Penalty: 894.270325 Iteration 11Q: 3 clusters Score -1117343 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11577 members Mstep: Class 2 contains 6953 members Entering Unmasked Estep Score: -1117514.875000 Penalty: 894.270325 Iteration 12Q: 3 clusters Score -1117515 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11753 members Mstep: Class 2 contains 6777 members Entering Unmasked Estep Score: -1117644.625000 Penalty: 894.270325 Iteration 13Q: 3 clusters Score -1117645 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11932 members Mstep: Class 2 contains 6598 members Entering Unmasked Estep Score: -1117774.125000 Penalty: 894.270325 Iteration 14Q: 3 clusters Score -1117774 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12146 members Mstep: Class 2 contains 6384 members Entering Unmasked Estep Score: -1117921.000000 Penalty: 894.270325 Iteration 15Q: 3 clusters Score -1117921 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12374 members Mstep: Class 2 contains 6156 members Entering Unmasked Estep Score: -1118060.875000 Penalty: 894.270325 Iteration 16Q: 3 clusters Score -1118061 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12589 members Mstep: Class 2 contains 5941 members Entering Unmasked Estep Score: -1118200.375000 Penalty: 894.270325 Iteration 17Q: 3 clusters Score -1118200 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12806 members Mstep: Class 2 contains 5724 members Entering Unmasked Estep Score: -1118327.750000 Penalty: 894.270325 Iteration 18Q: 3 clusters Score -1118328 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13008 members Mstep: Class 2 contains 5522 members Entering Unmasked Estep Score: -1118428.375000 Penalty: 894.270325 Iteration 19Q: 3 clusters Score -1118428 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13204 members Mstep: Class 2 contains 5326 members Entering Unmasked Estep Score: -1118516.875000 Penalty: 894.270325 Iteration 20F: 3 clusters Score -1118517 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13404 members Mstep: Class 2 contains 5126 members Entering Unmasked Estep Score: -1118604.250000 Penalty: 894.270325 Iteration 21Q: 3 clusters Score -1118604 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13618 members Mstep: Class 2 contains 4912 members Entering Unmasked Estep Score: -1118694.250000 Penalty: 894.270325 Iteration 22Q: 3 clusters Score -1118694 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13843 members Mstep: Class 2 contains 4687 members Entering Unmasked Estep Score: -1118776.000000 Penalty: 894.270325 Iteration 23Q: 3 clusters Score -1118776 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14022 members Mstep: Class 2 contains 4508 members Entering Unmasked Estep Score: -1118824.250000 Penalty: 894.270325 Iteration 24Q: 3 clusters Score -1118824 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14209 members Mstep: Class 2 contains 4321 members Entering Unmasked Estep Score: -1118876.375000 Penalty: 894.270325 Iteration 25Q: 3 clusters Score -1118876 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14372 members Mstep: Class 2 contains 4158 members Entering Unmasked Estep Score: -1118915.125000 Penalty: 894.270325 Iteration 26Q: 3 clusters Score -1118915 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14514 members Mstep: Class 2 contains 4016 members Entering Unmasked Estep Score: -1118951.500000 Penalty: 894.270325 Iteration 27Q: 3 clusters Score -1118952 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14639 members Mstep: Class 2 contains 3891 members Entering Unmasked Estep Score: -1118981.375000 Penalty: 894.270325 Iteration 28Q: 3 clusters Score -1118981 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14773 members Mstep: Class 2 contains 3757 members Entering Unmasked Estep Score: -1119007.625000 Penalty: 894.270325 Iteration 29Q: 3 clusters Score -1119008 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14893 members Mstep: Class 2 contains 3637 members Entering Unmasked Estep Score: -1119034.500000 Penalty: 894.270325 Iteration 30Q: 3 clusters Score -1119034 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15023 members Mstep: Class 2 contains 3507 members Entering Unmasked Estep Score: -1119063.750000 Penalty: 894.270325 Iteration 31Q: 3 clusters Score -1119064 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15134 members Mstep: Class 2 contains 3396 members Entering Unmasked Estep Score: -1119090.250000 Penalty: 894.270325 Iteration 32Q: 3 clusters Score -1119090 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15254 members Mstep: Class 2 contains 3276 members Entering Unmasked Estep Score: -1119117.750000 Penalty: 894.270325 Iteration 33Q: 3 clusters Score -1119118 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15374 members Mstep: Class 2 contains 3156 members Entering Unmasked Estep Score: -1119146.250000 Penalty: 894.270325 Iteration 34Q: 3 clusters Score -1119146 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15490 members Mstep: Class 2 contains 3040 members Entering Unmasked Estep Score: -1119177.625000 Penalty: 894.270325 Iteration 35Q: 3 clusters Score -1119178 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15607 members Mstep: Class 2 contains 2923 members Entering Unmasked Estep Score: -1119218.125000 Penalty: 894.270325 Iteration 36Q: 3 clusters Score -1119218 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15732 members Mstep: Class 2 contains 2798 members Entering Unmasked Estep Score: -1119253.500000 Penalty: 894.270325 Iteration 37Q: 3 clusters Score -1119254 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15854 members Mstep: Class 2 contains 2676 members Entering Unmasked Estep Score: -1119290.375000 Penalty: 894.270325 Iteration 38Q: 3 clusters Score -1119290 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15962 members Mstep: Class 2 contains 2568 members Entering Unmasked Estep Score: -1119313.500000 Penalty: 894.270325 Iteration 39Q: 3 clusters Score -1119314 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16051 members Mstep: Class 2 contains 2479 members Entering Unmasked Estep Score: -1119341.125000 Penalty: 894.270325 Iteration 40F: 3 clusters Score -1119341 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16140 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -1119364.375000 Penalty: 894.270325 Iteration 41Q: 3 clusters Score -1119364 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16225 members Mstep: Class 2 contains 2305 members Entering Unmasked Estep Score: -1119386.000000 Penalty: 894.270325 Iteration 42Q: 3 clusters Score -1119386 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16301 members Mstep: Class 2 contains 2229 members Entering Unmasked Estep Score: -1119404.250000 Penalty: 894.270325 Iteration 43Q: 3 clusters Score -1119404 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16382 members Mstep: Class 2 contains 2148 members Entering Unmasked Estep Score: -1119424.500000 Penalty: 894.270325 Iteration 44Q: 3 clusters Score -1119424 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16454 members Mstep: Class 2 contains 2076 members Entering Unmasked Estep Score: -1119435.250000 Penalty: 894.270325 Iteration 45Q: 3 clusters Score -1119435 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16533 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -1119454.875000 Penalty: 894.270325 Iteration 46Q: 3 clusters Score -1119455 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16607 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -1119476.750000 Penalty: 894.270325 Iteration 47Q: 3 clusters Score -1119477 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16677 members Mstep: Class 2 contains 1853 members Entering Unmasked Estep Score: -1119493.250000 Penalty: 894.270325 Iteration 48Q: 3 clusters Score -1119493 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16745 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -1119514.000000 Penalty: 894.270325 Iteration 49Q: 3 clusters Score -1119514 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16815 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -1119533.500000 Penalty: 894.270325 Iteration 50Q: 3 clusters Score -1119534 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16874 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -1119542.750000 Penalty: 894.270325 Iteration 51Q: 3 clusters Score -1119543 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16919 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -1119555.375000 Penalty: 894.270325 Iteration 52Q: 3 clusters Score -1119555 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16953 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -1119557.500000 Penalty: 894.270325 Iteration 53Q: 3 clusters Score -1119558 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16988 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -1119564.125000 Penalty: 894.270325 Iteration 54Q: 3 clusters Score -1119564 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17032 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -1119576.375000 Penalty: 894.270325 Iteration 55Q: 3 clusters Score -1119576 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17069 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -1119585.250000 Penalty: 894.270325 Iteration 56Q: 3 clusters Score -1119585 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17113 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -1119595.500000 Penalty: 894.270325 Iteration 57Q: 3 clusters Score -1119596 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17149 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -1119605.500000 Penalty: 894.270325 Iteration 58Q: 3 clusters Score -1119606 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17189 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -1119616.625000 Penalty: 894.270325 Iteration 59Q: 3 clusters Score -1119617 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17226 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -1119623.375000 Penalty: 894.270325 Iteration 60F: 3 clusters Score -1119623 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17258 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -1119628.250000 Penalty: 894.270325 Iteration 61Q: 3 clusters Score -1119628 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17292 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -1119637.250000 Penalty: 894.270325 Iteration 62Q: 3 clusters Score -1119637 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17325 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -1119649.125000 Penalty: 894.270325 Iteration 63Q: 3 clusters Score -1119649 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17365 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -1119662.250000 Penalty: 894.270325 Iteration 64Q: 3 clusters Score -1119662 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17406 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -1119675.250000 Penalty: 894.270325 Iteration 65Q: 3 clusters Score -1119675 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17431 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -1119683.125000 Penalty: 894.270325 Iteration 66Q: 3 clusters Score -1119683 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17451 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -1119688.000000 Penalty: 894.270325 Iteration 67Q: 3 clusters Score -1119688 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17467 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -1119691.875000 Penalty: 894.270325 Iteration 68Q: 3 clusters Score -1119692 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17485 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -1119697.000000 Penalty: 894.270325 Iteration 69Q: 3 clusters Score -1119697 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17504 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -1119698.875000 Penalty: 894.270325 Iteration 70Q: 3 clusters Score -1119699 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17523 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -1119703.250000 Penalty: 894.270325 Iteration 71Q: 3 clusters Score -1119703 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17543 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -1119705.375000 Penalty: 894.270325 Iteration 72Q: 3 clusters Score -1119705 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17560 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -1119709.750000 Penalty: 894.270325 Iteration 73Q: 3 clusters Score -1119710 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17575 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -1119715.125000 Penalty: 894.270325 Iteration 74Q: 3 clusters Score -1119715 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17595 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -1119720.375000 Penalty: 894.270325 Iteration 75Q: 3 clusters Score -1119720 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17614 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -1119728.000000 Penalty: 894.270325 Iteration 76Q: 3 clusters Score -1119728 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17631 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -1119731.000000 Penalty: 894.270325 Iteration 77Q: 3 clusters Score -1119731 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17654 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -1119735.625000 Penalty: 894.270325 Iteration 78Q: 3 clusters Score -1119736 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17670 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -1119735.375000 Penalty: 894.270325 Iteration 79Q: 3 clusters Score -1119735 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17682 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -1119738.875000 Penalty: 894.270325 Iteration 80F: 3 clusters Score -1119739 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17693 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -1119742.250000 Penalty: 894.270325 Iteration 81Q: 3 clusters Score -1119742 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17705 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -1119745.875000 Penalty: 894.270325 Iteration 82Q: 3 clusters Score -1119746 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17718 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -1119746.500000 Penalty: 894.270325 Iteration 83Q: 3 clusters Score -1119746 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17728 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -1119750.000000 Penalty: 894.270325 Iteration 84Q: 3 clusters Score -1119750 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17741 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -1119753.250000 Penalty: 894.270325 Iteration 85Q: 3 clusters Score -1119753 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17749 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -1119755.250000 Penalty: 894.270325 Iteration 86Q: 3 clusters Score -1119755 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17764 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -1119760.500000 Penalty: 894.270325 Iteration 87Q: 3 clusters Score -1119760 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17778 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -1119763.000000 Penalty: 894.270325 Iteration 88Q: 3 clusters Score -1119763 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17790 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -1119766.125000 Penalty: 894.270325 Iteration 89Q: 3 clusters Score -1119766 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17801 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -1119766.750000 Penalty: 894.270325 Iteration 90Q: 3 clusters Score -1119767 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17812 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -1119768.000000 Penalty: 894.270325 Iteration 91Q: 3 clusters Score -1119768 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17822 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -1119772.000000 Penalty: 894.270325 Iteration 92Q: 3 clusters Score -1119772 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17830 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -1119773.250000 Penalty: 894.270325 Iteration 93Q: 3 clusters Score -1119773 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17841 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -1119779.750000 Penalty: 894.270325 Iteration 94Q: 3 clusters Score -1119780 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17846 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -1119779.500000 Penalty: 894.270325 Iteration 95Q: 3 clusters Score -1119780 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17849 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -1119779.375000 Penalty: 894.270325 Iteration 96Q: 3 clusters Score -1119779 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17850 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -1119779.875000 Penalty: 894.270325 Iteration 97Q: 3 clusters Score -1119780 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17850 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -1119779.875000 Penalty: 894.270325 Iteration 98F: 3 clusters Score -1119780 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (4769 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4769 members Entering Unmasked Estep Score: -224215.453125 Penalty: 385.380066 Iteration 0F: 2 clusters Score -224215.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 2394 members Entering Unmasked Estep Score: -221071.593750 Penalty: 770.760132 Iteration 0F: 3 clusters Score -221071.6 nChanged 2121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2454 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -222359.671875 Penalty: 770.760132 Iteration 1F: 3 clusters Score -222359.7 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2478 members Mstep: Class 2 contains 2291 members Entering Unmasked Estep Score: -222502.109375 Penalty: 770.760132 Iteration 2F: 3 clusters Score -222502.1 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2522 members Mstep: Class 2 contains 2247 members Entering Unmasked Estep Score: -222646.000000 Penalty: 770.760132 Iteration 3F: 3 clusters Score -222646 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2583 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -222802.281250 Penalty: 770.760132 Iteration 4F: 3 clusters Score -222802.3 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2634 members Mstep: Class 2 contains 2135 members Entering Unmasked Estep Score: -222942.265625 Penalty: 770.760132 Iteration 5Q: 3 clusters Score -222942.3 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2692 members Mstep: Class 2 contains 2077 members Entering Unmasked Estep Score: -223073.890625 Penalty: 770.760132 Iteration 6Q: 3 clusters Score -223073.9 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2750 members Mstep: Class 2 contains 2019 members Entering Unmasked Estep Score: -223183.359375 Penalty: 770.760132 Iteration 7Q: 3 clusters Score -223183.4 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2801 members Mstep: Class 2 contains 1968 members Entering Unmasked Estep Score: -223261.718750 Penalty: 770.760132 Iteration 8Q: 3 clusters Score -223261.7 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2837 members Mstep: Class 2 contains 1932 members Entering Unmasked Estep Score: -223312.375000 Penalty: 770.760132 Iteration 9Q: 3 clusters Score -223312.4 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2869 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -223351.156250 Penalty: 770.760132 Iteration 10Q: 3 clusters Score -223351.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2891 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -223385.265625 Penalty: 770.760132 Iteration 11Q: 3 clusters Score -223385.3 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2933 members Mstep: Class 2 contains 1836 members Entering Unmasked Estep Score: -223417.078125 Penalty: 770.760132 Iteration 12Q: 3 clusters Score -223417.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2965 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -223441.109375 Penalty: 770.760132 Iteration 13Q: 3 clusters Score -223441.1 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3002 members Mstep: Class 2 contains 1767 members Entering Unmasked Estep Score: -223461.218750 Penalty: 770.760132 Iteration 14Q: 3 clusters Score -223461.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3044 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -223480.937500 Penalty: 770.760132 Iteration 15Q: 3 clusters Score -223480.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3085 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -223500.875000 Penalty: 770.760132 Iteration 16Q: 3 clusters Score -223500.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3125 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -223518.109375 Penalty: 770.760132 Iteration 17Q: 3 clusters Score -223518.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3163 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -223533.437500 Penalty: 770.760132 Iteration 18Q: 3 clusters Score -223533.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3191 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -223546.718750 Penalty: 770.760132 Iteration 19Q: 3 clusters Score -223546.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3228 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -223563.218750 Penalty: 770.760132 Iteration 20F: 3 clusters Score -223563.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3276 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -223580.500000 Penalty: 770.760132 Iteration 21Q: 3 clusters Score -223580.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3315 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -223590.437500 Penalty: 770.760132 Iteration 22Q: 3 clusters Score -223590.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3344 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -223596.281250 Penalty: 770.760132 Iteration 23Q: 3 clusters Score -223596.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3371 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -223603.375000 Penalty: 770.760132 Iteration 24Q: 3 clusters Score -223603.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3395 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -223610.062500 Penalty: 770.760132 Iteration 25Q: 3 clusters Score -223610.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3424 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -223616.546875 Penalty: 770.760132 Iteration 26Q: 3 clusters Score -223616.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3445 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -223621.000000 Penalty: 770.760132 Iteration 27Q: 3 clusters Score -223621 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3469 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -223626.265625 Penalty: 770.760132 Iteration 28Q: 3 clusters Score -223626.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3494 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -223632.906250 Penalty: 770.760132 Iteration 29Q: 3 clusters Score -223632.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3522 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -223642.375000 Penalty: 770.760132 Iteration 30Q: 3 clusters Score -223642.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3563 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -223661.234375 Penalty: 770.760132 Iteration 31Q: 3 clusters Score -223661.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3607 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -223672.296875 Penalty: 770.760132 Iteration 32Q: 3 clusters Score -223672.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3648 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -223681.828125 Penalty: 770.760132 Iteration 33Q: 3 clusters Score -223681.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3690 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -223691.875000 Penalty: 770.760132 Iteration 34Q: 3 clusters Score -223691.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3741 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -223706.281250 Penalty: 770.760132 Iteration 35Q: 3 clusters Score -223706.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3800 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -223727.625000 Penalty: 770.760132 Iteration 36Q: 3 clusters Score -223727.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3868 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -223757.390625 Penalty: 770.760132 Iteration 37Q: 3 clusters Score -223757.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3933 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -223787.609375 Penalty: 770.760132 Iteration 38Q: 3 clusters Score -223787.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4000 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -223823.109375 Penalty: 770.760132 Iteration 39Q: 3 clusters Score -223823.1 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4086 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -223880.218750 Penalty: 770.760132 Iteration 40F: 3 clusters Score -223880.2 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4176 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -223937.984375 Penalty: 770.760132 Iteration 41Q: 3 clusters Score -223938 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4252 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -223985.703125 Penalty: 770.760132 Iteration 42Q: 3 clusters Score -223985.7 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4305 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -224016.593750 Penalty: 770.760132 Iteration 43Q: 3 clusters Score -224016.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4350 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -224039.421875 Penalty: 770.760132 Iteration 44Q: 3 clusters Score -224039.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4387 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -224056.296875 Penalty: 770.760132 Iteration 45Q: 3 clusters Score -224056.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4418 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -224068.546875 Penalty: 770.760132 Iteration 46Q: 3 clusters Score -224068.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4452 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -224084.609375 Penalty: 770.760132 Iteration 47Q: 3 clusters Score -224084.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4490 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -224105.187500 Penalty: 770.760132 Iteration 48Q: 3 clusters Score -224105.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4521 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -224121.375000 Penalty: 770.760132 Iteration 49Q: 3 clusters Score -224121.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4544 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -224130.343750 Penalty: 770.760132 Iteration 50Q: 3 clusters Score -224130.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4556 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -224135.609375 Penalty: 770.760132 Iteration 51Q: 3 clusters Score -224135.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4566 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -224140.328125 Penalty: 770.760132 Iteration 52Q: 3 clusters Score -224140.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -224144.515625 Penalty: 770.760132 Iteration 53Q: 3 clusters Score -224144.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4583 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -224147.796875 Penalty: 770.760132 Iteration 54Q: 3 clusters Score -224147.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4590 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -224150.062500 Penalty: 770.760132 Iteration 55Q: 3 clusters Score -224150.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4597 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -224151.500000 Penalty: 770.760132 Iteration 56Q: 3 clusters Score -224151.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4598 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -224152.062500 Penalty: 770.760132 Iteration 57Q: 3 clusters Score -224152.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4598 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -224152.062500 Penalty: 770.760132 Iteration 58F: 3 clusters Score -224152.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2482 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2482 members Entering Unmasked Estep Score: -142627.906250 Penalty: 355.665314 Iteration 0F: 2 clusters Score -142627.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -140883.234375 Penalty: 711.330627 Iteration 0F: 3 clusters Score -140883.2 nChanged 1061 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -141549.187500 Penalty: 711.330627 Iteration 1F: 3 clusters Score -141549.2 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -141692.515625 Penalty: 711.330627 Iteration 2F: 3 clusters Score -141692.5 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -141817.828125 Penalty: 711.330627 Iteration 3F: 3 clusters Score -141817.8 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -141959.421875 Penalty: 711.330627 Iteration 4F: 3 clusters Score -141959.4 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -142085.593750 Penalty: 711.330627 Iteration 5F: 3 clusters Score -142085.6 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 1950 members Entering Unmasked Estep Score: -142166.125000 Penalty: 711.330627 Iteration 6Q: 3 clusters Score -142166.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -142215.515625 Penalty: 711.330627 Iteration 7Q: 3 clusters Score -142215.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -142254.687500 Penalty: 711.330627 Iteration 8Q: 3 clusters Score -142254.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -142279.265625 Penalty: 711.330627 Iteration 9Q: 3 clusters Score -142279.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -142289.718750 Penalty: 711.330627 Iteration 10Q: 3 clusters Score -142289.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 2079 members Entering Unmasked Estep Score: -142296.250000 Penalty: 711.330627 Iteration 11Q: 3 clusters Score -142296.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 2093 members Entering Unmasked Estep Score: -142303.187500 Penalty: 711.330627 Iteration 12Q: 3 clusters Score -142303.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -142306.359375 Penalty: 711.330627 Iteration 13Q: 3 clusters Score -142306.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 2107 members Entering Unmasked Estep Score: -142307.640625 Penalty: 711.330627 Iteration 14Q: 3 clusters Score -142307.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 2109 members Entering Unmasked Estep Score: -142308.187500 Penalty: 711.330627 Iteration 15Q: 3 clusters Score -142308.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 2112 members Entering Unmasked Estep Score: -142309.375000 Penalty: 711.330627 Iteration 16Q: 3 clusters Score -142309.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -142310.093750 Penalty: 711.330627 Iteration 17Q: 3 clusters Score -142310.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -142310.968750 Penalty: 711.330627 Iteration 18Q: 3 clusters Score -142311 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 2121 members Entering Unmasked Estep Score: -142312.234375 Penalty: 711.330627 Iteration 19Q: 3 clusters Score -142312.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 2123 members Entering Unmasked Estep Score: -142312.156250 Penalty: 711.330627 Iteration 20F: 3 clusters Score -142312.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (4302 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4302 members Entering Unmasked Estep Score: -238516.265625 Penalty: 380.691010 Iteration 0F: 2 clusters Score -238516.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2109 members Mstep: Class 2 contains 2193 members Entering Unmasked Estep Score: -235595.078125 Penalty: 761.382019 Iteration 0F: 3 clusters Score -235595.1 nChanged 1914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 2235 members Entering Unmasked Estep Score: -236747.250000 Penalty: 761.382019 Iteration 1F: 3 clusters Score -236747.2 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2056 members Mstep: Class 2 contains 2246 members Entering Unmasked Estep Score: -236872.578125 Penalty: 761.382019 Iteration 2F: 3 clusters Score -236872.6 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 2276 members Entering Unmasked Estep Score: -236982.187500 Penalty: 761.382019 Iteration 3F: 3 clusters Score -236982.2 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1998 members Mstep: Class 2 contains 2304 members Entering Unmasked Estep Score: -237070.546875 Penalty: 761.382019 Iteration 4Q: 3 clusters Score -237070.5 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -237149.640625 Penalty: 761.382019 Iteration 5Q: 3 clusters Score -237149.6 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Mstep: Class 2 contains 2413 members Entering Unmasked Estep Score: -237224.187500 Penalty: 761.382019 Iteration 6Q: 3 clusters Score -237224.2 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 2471 members Entering Unmasked Estep Score: -237303.750000 Penalty: 761.382019 Iteration 7Q: 3 clusters Score -237303.8 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 2531 members Entering Unmasked Estep Score: -237389.328125 Penalty: 761.382019 Iteration 8Q: 3 clusters Score -237389.3 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 2596 members Entering Unmasked Estep Score: -237467.781250 Penalty: 761.382019 Iteration 9Q: 3 clusters Score -237467.8 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 2654 members Entering Unmasked Estep Score: -237517.203125 Penalty: 761.382019 Iteration 10Q: 3 clusters Score -237517.2 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 2695 members Entering Unmasked Estep Score: -237542.218750 Penalty: 761.382019 Iteration 11Q: 3 clusters Score -237542.2 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 2728 members Entering Unmasked Estep Score: -237554.921875 Penalty: 761.382019 Iteration 12Q: 3 clusters Score -237554.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 2756 members Entering Unmasked Estep Score: -237566.375000 Penalty: 761.382019 Iteration 13Q: 3 clusters Score -237566.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 2787 members Entering Unmasked Estep Score: -237577.562500 Penalty: 761.382019 Iteration 14Q: 3 clusters Score -237577.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 2817 members Entering Unmasked Estep Score: -237587.109375 Penalty: 761.382019 Iteration 15Q: 3 clusters Score -237587.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 2836 members Entering Unmasked Estep Score: -237593.406250 Penalty: 761.382019 Iteration 16Q: 3 clusters Score -237593.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 2857 members Entering Unmasked Estep Score: -237600.203125 Penalty: 761.382019 Iteration 17Q: 3 clusters Score -237600.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 2876 members Entering Unmasked Estep Score: -237606.921875 Penalty: 761.382019 Iteration 18Q: 3 clusters Score -237606.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 2903 members Entering Unmasked Estep Score: -237616.296875 Penalty: 761.382019 Iteration 19Q: 3 clusters Score -237616.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 2938 members Entering Unmasked Estep Score: -237625.796875 Penalty: 761.382019 Iteration 20F: 3 clusters Score -237625.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 2970 members Entering Unmasked Estep Score: -237633.625000 Penalty: 761.382019 Iteration 21Q: 3 clusters Score -237633.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 3001 members Entering Unmasked Estep Score: -237643.281250 Penalty: 761.382019 Iteration 22Q: 3 clusters Score -237643.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 3039 members Entering Unmasked Estep Score: -237653.859375 Penalty: 761.382019 Iteration 23Q: 3 clusters Score -237653.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 3079 members Entering Unmasked Estep Score: -237661.531250 Penalty: 761.382019 Iteration 24Q: 3 clusters Score -237661.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 3116 members Entering Unmasked Estep Score: -237670.296875 Penalty: 761.382019 Iteration 25Q: 3 clusters Score -237670.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 3151 members Entering Unmasked Estep Score: -237678.750000 Penalty: 761.382019 Iteration 26Q: 3 clusters Score -237678.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 3186 members Entering Unmasked Estep Score: -237689.609375 Penalty: 761.382019 Iteration 27Q: 3 clusters Score -237689.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 3228 members Entering Unmasked Estep Score: -237698.859375 Penalty: 761.382019 Iteration 28Q: 3 clusters Score -237698.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 3268 members Entering Unmasked Estep Score: -237711.281250 Penalty: 761.382019 Iteration 29Q: 3 clusters Score -237711.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 3310 members Entering Unmasked Estep Score: -237724.140625 Penalty: 761.382019 Iteration 30Q: 3 clusters Score -237724.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 3351 members Entering Unmasked Estep Score: -237736.453125 Penalty: 761.382019 Iteration 31Q: 3 clusters Score -237736.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 3392 members Entering Unmasked Estep Score: -237749.687500 Penalty: 761.382019 Iteration 32Q: 3 clusters Score -237749.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 3445 members Entering Unmasked Estep Score: -237768.171875 Penalty: 761.382019 Iteration 33Q: 3 clusters Score -237768.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 3500 members Entering Unmasked Estep Score: -237787.421875 Penalty: 761.382019 Iteration 34Q: 3 clusters Score -237787.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 3550 members Entering Unmasked Estep Score: -237806.015625 Penalty: 761.382019 Iteration 35Q: 3 clusters Score -237806 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 3600 members Entering Unmasked Estep Score: -237827.921875 Penalty: 761.382019 Iteration 36Q: 3 clusters Score -237827.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 3658 members Entering Unmasked Estep Score: -237850.781250 Penalty: 761.382019 Iteration 37Q: 3 clusters Score -237850.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 3706 members Entering Unmasked Estep Score: -237871.859375 Penalty: 761.382019 Iteration 38Q: 3 clusters Score -237871.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 3756 members Entering Unmasked Estep Score: -237897.046875 Penalty: 761.382019 Iteration 39Q: 3 clusters Score -237897 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 3801 members Entering Unmasked Estep Score: -237917.953125 Penalty: 761.382019 Iteration 40F: 3 clusters Score -237918 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 3847 members Entering Unmasked Estep Score: -237945.281250 Penalty: 761.382019 Iteration 41Q: 3 clusters Score -237945.3 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 3903 members Entering Unmasked Estep Score: -237983.328125 Penalty: 761.382019 Iteration 42Q: 3 clusters Score -237983.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 3950 members Entering Unmasked Estep Score: -238017.843750 Penalty: 761.382019 Iteration 43Q: 3 clusters Score -238017.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 4001 members Entering Unmasked Estep Score: -238054.390625 Penalty: 761.382019 Iteration 44Q: 3 clusters Score -238054.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 4042 members Entering Unmasked Estep Score: -238084.734375 Penalty: 761.382019 Iteration 45Q: 3 clusters Score -238084.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 4072 members Entering Unmasked Estep Score: -238109.531250 Penalty: 761.382019 Iteration 46Q: 3 clusters Score -238109.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 4103 members Entering Unmasked Estep Score: -238129.000000 Penalty: 761.382019 Iteration 47Q: 3 clusters Score -238129 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 4123 members Entering Unmasked Estep Score: -238140.203125 Penalty: 761.382019 Iteration 48Q: 3 clusters Score -238140.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 4139 members Entering Unmasked Estep Score: -238148.062500 Penalty: 761.382019 Iteration 49Q: 3 clusters Score -238148.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 4149 members Entering Unmasked Estep Score: -238154.531250 Penalty: 761.382019 Iteration 50Q: 3 clusters Score -238154.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 4158 members Entering Unmasked Estep Score: -238159.625000 Penalty: 761.382019 Iteration 51Q: 3 clusters Score -238159.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 4168 members Entering Unmasked Estep Score: -238166.937500 Penalty: 761.382019 Iteration 52Q: 3 clusters Score -238166.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 4173 members Entering Unmasked Estep Score: -238172.671875 Penalty: 761.382019 Iteration 53Q: 3 clusters Score -238172.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 4180 members Entering Unmasked Estep Score: -238177.937500 Penalty: 761.382019 Iteration 54Q: 3 clusters Score -238177.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 4185 members Entering Unmasked Estep Score: -238182.984375 Penalty: 761.382019 Iteration 55Q: 3 clusters Score -238183 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 4189 members Entering Unmasked Estep Score: -238188.968750 Penalty: 761.382019 Iteration 56Q: 3 clusters Score -238189 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 4192 members Entering Unmasked Estep Score: -238193.156250 Penalty: 761.382019 Iteration 57Q: 3 clusters Score -238193.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 4193 members Entering Unmasked Estep Score: -238195.625000 Penalty: 761.382019 Iteration 58Q: 3 clusters Score -238195.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 4194 members Entering Unmasked Estep Score: -238196.312500 Penalty: 761.382019 Iteration 59Q: 3 clusters Score -238196.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 4197 members Entering Unmasked Estep Score: -238198.421875 Penalty: 761.382019 Iteration 60F: 3 clusters Score -238198.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 4199 members Entering Unmasked Estep Score: -238199.750000 Penalty: 761.382019 Iteration 61Q: 3 clusters Score -238199.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 4199 members Entering Unmasked Estep Score: -238199.750000 Penalty: 761.382019 Iteration 62F: 3 clusters Score -238199.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1681 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Entering Unmasked Estep Score: -92644.687500 Penalty: 337.935059 Iteration 0F: 2 clusters Score -92644.69 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -91391.320312 Penalty: 675.870117 Iteration 0F: 3 clusters Score -91391.32 nChanged 719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -91818.843750 Penalty: 675.870117 Iteration 1F: 3 clusters Score -91818.84 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -91866.695312 Penalty: 675.870117 Iteration 2F: 3 clusters Score -91866.7 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -91912.359375 Penalty: 675.870117 Iteration 3F: 3 clusters Score -91912.36 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -91945.187500 Penalty: 675.870117 Iteration 4Q: 3 clusters Score -91945.19 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -91973.445312 Penalty: 675.870117 Iteration 5Q: 3 clusters Score -91973.45 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -92003.359375 Penalty: 675.870117 Iteration 6Q: 3 clusters Score -92003.36 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -92032.679688 Penalty: 675.870117 Iteration 7Q: 3 clusters Score -92032.68 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -92061.570312 Penalty: 675.870117 Iteration 8Q: 3 clusters Score -92061.57 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -92084.812500 Penalty: 675.870117 Iteration 9Q: 3 clusters Score -92084.81 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -92104.679688 Penalty: 675.870117 Iteration 10Q: 3 clusters Score -92104.68 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -92124.101562 Penalty: 675.870117 Iteration 11Q: 3 clusters Score -92124.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -92150.585938 Penalty: 675.870117 Iteration 12Q: 3 clusters Score -92150.59 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -92176.742188 Penalty: 675.870117 Iteration 13Q: 3 clusters Score -92176.74 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -92194.726562 Penalty: 675.870117 Iteration 14Q: 3 clusters Score -92194.73 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -92210.812500 Penalty: 675.870117 Iteration 15Q: 3 clusters Score -92210.81 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -92223.812500 Penalty: 675.870117 Iteration 16Q: 3 clusters Score -92223.81 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -92237.781250 Penalty: 675.870117 Iteration 17Q: 3 clusters Score -92237.78 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -92251.109375 Penalty: 675.870117 Iteration 18Q: 3 clusters Score -92251.11 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -92264.820312 Penalty: 675.870117 Iteration 19Q: 3 clusters Score -92264.82 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -92273.375000 Penalty: 675.870117 Iteration 20F: 3 clusters Score -92273.38 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -92278.078125 Penalty: 675.870117 Iteration 21Q: 3 clusters Score -92278.08 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -92283.281250 Penalty: 675.870117 Iteration 22Q: 3 clusters Score -92283.28 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -92290.281250 Penalty: 675.870117 Iteration 23Q: 3 clusters Score -92290.28 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -92296.843750 Penalty: 675.870117 Iteration 24Q: 3 clusters Score -92296.84 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -92298.726562 Penalty: 675.870117 Iteration 25Q: 3 clusters Score -92298.73 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -92301.023438 Penalty: 675.870117 Iteration 26Q: 3 clusters Score -92301.02 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -92303.664062 Penalty: 675.870117 Iteration 27Q: 3 clusters Score -92303.66 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -92304.117188 Penalty: 675.870117 Iteration 28Q: 3 clusters Score -92304.12 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -92304.828125 Penalty: 675.870117 Iteration 29Q: 3 clusters Score -92304.83 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -92305.085938 Penalty: 675.870117 Iteration 30Q: 3 clusters Score -92305.09 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -92305.085938 Penalty: 675.870117 Iteration 31F: 3 clusters Score -92305.09 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (3883 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3883 members Entering Unmasked Estep Score: -210504.484375 Penalty: 376.028534 Iteration 0F: 2 clusters Score -210504.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 1913 members Entering Unmasked Estep Score: -207842.156250 Penalty: 752.057068 Iteration 0F: 3 clusters Score -207842.2 nChanged 1742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 1903 members Entering Unmasked Estep Score: -208847.500000 Penalty: 752.057068 Iteration 1F: 3 clusters Score -208847.5 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 1935 members Entering Unmasked Estep Score: -208975.000000 Penalty: 752.057068 Iteration 2F: 3 clusters Score -208975 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -209117.109375 Penalty: 752.057068 Iteration 3F: 3 clusters Score -209117.1 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1819 members Mstep: Class 2 contains 2064 members Entering Unmasked Estep Score: -209246.640625 Penalty: 752.057068 Iteration 4F: 3 clusters Score -209246.6 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 2108 members Entering Unmasked Estep Score: -209362.984375 Penalty: 752.057068 Iteration 5Q: 3 clusters Score -209363 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 2143 members Entering Unmasked Estep Score: -209469.125000 Penalty: 752.057068 Iteration 6Q: 3 clusters Score -209469.1 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 2156 members Entering Unmasked Estep Score: -209551.593750 Penalty: 752.057068 Iteration 7Q: 3 clusters Score -209551.6 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 2171 members Entering Unmasked Estep Score: -209629.781250 Penalty: 752.057068 Iteration 8Q: 3 clusters Score -209629.8 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 2146 members Entering Unmasked Estep Score: -209697.687500 Penalty: 752.057068 Iteration 9Q: 3 clusters Score -209697.7 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1756 members Mstep: Class 2 contains 2127 members Entering Unmasked Estep Score: -209749.109375 Penalty: 752.057068 Iteration 10Q: 3 clusters Score -209749.1 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 2108 members Entering Unmasked Estep Score: -209788.671875 Penalty: 752.057068 Iteration 11Q: 3 clusters Score -209788.7 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 2082 members Entering Unmasked Estep Score: -209826.312500 Penalty: 752.057068 Iteration 12Q: 3 clusters Score -209826.3 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 2047 members Entering Unmasked Estep Score: -209857.375000 Penalty: 752.057068 Iteration 13Q: 3 clusters Score -209857.4 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -209890.250000 Penalty: 752.057068 Iteration 14Q: 3 clusters Score -209890.2 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -209918.343750 Penalty: 752.057068 Iteration 15Q: 3 clusters Score -209918.3 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 1913 members Entering Unmasked Estep Score: -209941.171875 Penalty: 752.057068 Iteration 16Q: 3 clusters Score -209941.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2014 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -209961.328125 Penalty: 752.057068 Iteration 17Q: 3 clusters Score -209961.3 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2061 members Mstep: Class 2 contains 1822 members Entering Unmasked Estep Score: -209987.296875 Penalty: 752.057068 Iteration 18Q: 3 clusters Score -209987.3 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2119 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -210020.921875 Penalty: 752.057068 Iteration 19Q: 3 clusters Score -210020.9 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2183 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -210060.046875 Penalty: 752.057068 Iteration 20F: 3 clusters Score -210060 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2254 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -210095.500000 Penalty: 752.057068 Iteration 21Q: 3 clusters Score -210095.5 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2331 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -210134.593750 Penalty: 752.057068 Iteration 22Q: 3 clusters Score -210134.6 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2403 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -210175.593750 Penalty: 752.057068 Iteration 23Q: 3 clusters Score -210175.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -210214.046875 Penalty: 752.057068 Iteration 24Q: 3 clusters Score -210214 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2520 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -210245.078125 Penalty: 752.057068 Iteration 25Q: 3 clusters Score -210245.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2573 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -210282.531250 Penalty: 752.057068 Iteration 26Q: 3 clusters Score -210282.5 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -210321.171875 Penalty: 752.057068 Iteration 27Q: 3 clusters Score -210321.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2668 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -210348.687500 Penalty: 752.057068 Iteration 28Q: 3 clusters Score -210348.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2705 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -210375.250000 Penalty: 752.057068 Iteration 29Q: 3 clusters Score -210375.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2734 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -210396.265625 Penalty: 752.057068 Iteration 30Q: 3 clusters Score -210396.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2761 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -210418.859375 Penalty: 752.057068 Iteration 31Q: 3 clusters Score -210418.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2787 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -210441.656250 Penalty: 752.057068 Iteration 32Q: 3 clusters Score -210441.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2817 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -210457.515625 Penalty: 752.057068 Iteration 33Q: 3 clusters Score -210457.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2831 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -210462.281250 Penalty: 752.057068 Iteration 34Q: 3 clusters Score -210462.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2841 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -210464.000000 Penalty: 752.057068 Iteration 35Q: 3 clusters Score -210464 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2846 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -210465.046875 Penalty: 752.057068 Iteration 36Q: 3 clusters Score -210465 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2848 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -210466.234375 Penalty: 752.057068 Iteration 37Q: 3 clusters Score -210466.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2849 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -210466.671875 Penalty: 752.057068 Iteration 38Q: 3 clusters Score -210466.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2849 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -210466.546875 Penalty: 752.057068 Iteration 39Q: 3 clusters Score -210466.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2851 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -210466.843750 Penalty: 752.057068 Iteration 40F: 3 clusters Score -210466.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1117 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Entering Unmasked Estep Score: -55256.765625 Penalty: 319.337280 Iteration 0F: 2 clusters Score -55256.77 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -54409.488281 Penalty: 638.674561 Iteration 0F: 3 clusters Score -54409.49 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -54683.070312 Penalty: 638.674561 Iteration 1F: 3 clusters Score -54683.07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -54714.285156 Penalty: 638.674561 Iteration 2F: 3 clusters Score -54714.29 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -54730.488281 Penalty: 638.674561 Iteration 3Q: 3 clusters Score -54730.49 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -54743.105469 Penalty: 638.674561 Iteration 4Q: 3 clusters Score -54743.11 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -54747.917969 Penalty: 638.674561 Iteration 5Q: 3 clusters Score -54747.92 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -54749.886719 Penalty: 638.674561 Iteration 6Q: 3 clusters Score -54749.89 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -54753.308594 Penalty: 638.674561 Iteration 7Q: 3 clusters Score -54753.31 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -54757.222656 Penalty: 638.674561 Iteration 8Q: 3 clusters Score -54757.22 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -54760.359375 Penalty: 638.674561 Iteration 9Q: 3 clusters Score -54760.36 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -54763.519531 Penalty: 638.674561 Iteration 10Q: 3 clusters Score -54763.52 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -54769.597656 Penalty: 638.674561 Iteration 11Q: 3 clusters Score -54769.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -54782.835938 Penalty: 638.674561 Iteration 12Q: 3 clusters Score -54782.84 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -54800.355469 Penalty: 638.674561 Iteration 13Q: 3 clusters Score -54800.36 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -54818.125000 Penalty: 638.674561 Iteration 14Q: 3 clusters Score -54818.12 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -54838.824219 Penalty: 638.674561 Iteration 15Q: 3 clusters Score -54838.82 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -54856.835938 Penalty: 638.674561 Iteration 16Q: 3 clusters Score -54856.84 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -54874.101562 Penalty: 638.674561 Iteration 17Q: 3 clusters Score -54874.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -54907.296875 Penalty: 638.674561 Iteration 18Q: 3 clusters Score -54907.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -54938.585938 Penalty: 638.674561 Iteration 19Q: 3 clusters Score -54938.59 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -54966.402344 Penalty: 638.674561 Iteration 20F: 3 clusters Score -54966.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -55008.839844 Penalty: 638.674561 Iteration 21Q: 3 clusters Score -55008.84 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -55064.117188 Penalty: 638.674561 Iteration 22Q: 3 clusters Score -55064.12 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -55104.148438 Penalty: 638.674561 Iteration 23Q: 3 clusters Score -55104.15 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -55135.214844 Penalty: 638.674561 Iteration 24Q: 3 clusters Score -55135.21 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -55149.750000 Penalty: 638.674561 Iteration 25Q: 3 clusters Score -55149.75 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -55155.679688 Penalty: 638.674561 Iteration 26Q: 3 clusters Score -55155.68 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -55157.402344 Penalty: 638.674561 Iteration 27Q: 3 clusters Score -55157.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -55159.109375 Penalty: 638.674561 Iteration 28Q: 3 clusters Score -55159.11 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -55159.433594 Penalty: 638.674561 Iteration 29Q: 3 clusters Score -55159.43 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -55160.992188 Penalty: 638.674561 Iteration 30Q: 3 clusters Score -55160.99 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -55161.882812 Penalty: 638.674561 Iteration 31Q: 3 clusters Score -55161.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -55161.882812 Penalty: 638.674561 Iteration 32F: 3 clusters Score -55161.88 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (383 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Entering Unmasked Estep Score: -16387.306641 Penalty: 270.635590 Iteration 0F: 2 clusters Score -16387.31 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 202 members Entering Unmasked Estep Score: -15997.514648 Penalty: 541.271179 Iteration 0F: 3 clusters Score -15997.51 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -16179.138672 Penalty: 541.271179 Iteration 1F: 3 clusters Score -16179.14 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -16349.378906 Penalty: 541.271179 Iteration 2F: 3 clusters Score -16349.38 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -16441.548828 Penalty: 541.271179 Iteration 3F: 3 clusters Score -16441.55 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -16482.923828 Penalty: 541.271179 Iteration 4F: 3 clusters Score -16482.92 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -16501.671875 Penalty: 541.271179 Iteration 5Q: 3 clusters Score -16501.67 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -16517.859375 Penalty: 541.271179 Iteration 6Q: 3 clusters Score -16517.86 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -16534.431641 Penalty: 541.271179 Iteration 7Q: 3 clusters Score -16534.43 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -16541.818359 Penalty: 541.271179 Iteration 8Q: 3 clusters Score -16541.82 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -16552.394531 Penalty: 541.271179 Iteration 9Q: 3 clusters Score -16552.39 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -16561.203125 Penalty: 541.271179 Iteration 10Q: 3 clusters Score -16561.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -16565.798828 Penalty: 541.271179 Iteration 11Q: 3 clusters Score -16565.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -16567.042969 Penalty: 541.271179 Iteration 12Q: 3 clusters Score -16567.04 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -16568.550781 Penalty: 541.271179 Iteration 13Q: 3 clusters Score -16568.55 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -16568.550781 Penalty: 541.271179 Iteration 14F: 3 clusters Score -16568.55 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27505 members Mstep: Class 2 contains 18530 members Mstep: Class 3 contains 4769 members Mstep: Class 4 contains 2482 members Mstep: Class 5 contains 4302 members Mstep: Class 6 contains 1681 members Mstep: Class 7 contains 3883 members Mstep: Class 8 contains 1117 members Mstep: Class 9 contains 285 members Mstep: Class 10 contains 5488 members Mstep: Class 11 contains 15723 members Mstep: Class 12 contains 5441 members Mstep: Class 13 contains 915 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5623 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1608 members Mstep: Class 18 contains 98 members Mstep: Class 19 contains 419 members Mstep: Class 20 contains 8182 members Mstep: Class 21 contains 102911 members Mstep: Class 22 contains 2169 members Mstep: Class 23 contains 2134 members Mstep: Class 24 contains 2508 members Mstep: Class 25 contains 2739 members Mstep: Class 26 contains 6974 members Mstep: Class 27 contains 58115 members Mstep: Class 28 contains 5011 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2589 members Mstep: Class 31 contains 3732 members Mstep: Class 32 contains 524 members Mstep: Class 33 contains 1416 members Mstep: Class 34 contains 11449 members Entering Unmasked Estep Score: -17799694.000000 Penalty: 19569.839844 Splitting cluster 9 changes total score from -17799832.000000 to -17799694.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 10 (5488 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5488 members Entering Unmasked Estep Score: -333041.750000 Penalty: 391.769531 Iteration 0F: 2 clusters Score -333041.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2806 members Mstep: Class 2 contains 2682 members Entering Unmasked Estep Score: -329321.312500 Penalty: 783.539062 Iteration 0F: 3 clusters Score -329321.3 nChanged 2458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3458 members Mstep: Class 2 contains 2030 members Entering Unmasked Estep Score: -330979.000000 Penalty: 783.539062 Iteration 1F: 3 clusters Score -330979 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3820 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -331404.625000 Penalty: 783.539062 Iteration 2F: 3 clusters Score -331404.6 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4136 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -331796.593750 Penalty: 783.539062 Iteration 3F: 3 clusters Score -331796.6 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4361 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -332103.093750 Penalty: 783.539062 Iteration 4F: 3 clusters Score -332103.1 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4473 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -332327.718750 Penalty: 783.539062 Iteration 5Q: 3 clusters Score -332327.7 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4537 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -332524.312500 Penalty: 783.539062 Iteration 6Q: 3 clusters Score -332524.3 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4570 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -332639.125000 Penalty: 783.539062 Iteration 7Q: 3 clusters Score -332639.1 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4596 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -332703.312500 Penalty: 783.539062 Iteration 8Q: 3 clusters Score -332703.3 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4623 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -332740.125000 Penalty: 783.539062 Iteration 9Q: 3 clusters Score -332740.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4650 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -332761.437500 Penalty: 783.539062 Iteration 10Q: 3 clusters Score -332761.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4663 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -332771.468750 Penalty: 783.539062 Iteration 11Q: 3 clusters Score -332771.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4671 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -332778.218750 Penalty: 783.539062 Iteration 12Q: 3 clusters Score -332778.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4678 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -332783.218750 Penalty: 783.539062 Iteration 13Q: 3 clusters Score -332783.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4686 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -332786.000000 Penalty: 783.539062 Iteration 14Q: 3 clusters Score -332786 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4692 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -332787.531250 Penalty: 783.539062 Iteration 15Q: 3 clusters Score -332787.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4696 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -332791.468750 Penalty: 783.539062 Iteration 16Q: 3 clusters Score -332791.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4703 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -332792.968750 Penalty: 783.539062 Iteration 17Q: 3 clusters Score -332793 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4710 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -332793.625000 Penalty: 783.539062 Iteration 18Q: 3 clusters Score -332793.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4717 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -332795.531250 Penalty: 783.539062 Iteration 19Q: 3 clusters Score -332795.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4729 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -332798.187500 Penalty: 783.539062 Iteration 20F: 3 clusters Score -332798.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4734 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -332799.250000 Penalty: 783.539062 Iteration 21Q: 3 clusters Score -332799.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4737 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -332799.875000 Penalty: 783.539062 Iteration 22Q: 3 clusters Score -332799.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4738 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -332799.937500 Penalty: 783.539062 Iteration 23Q: 3 clusters Score -332799.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4739 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -332799.718750 Penalty: 783.539062 Iteration 24Q: 3 clusters Score -332799.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4740 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -332799.906250 Penalty: 783.539062 Iteration 25Q: 3 clusters Score -332799.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4742 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -332800.406250 Penalty: 783.539062 Iteration 26Q: 3 clusters Score -332800.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4745 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -332801.250000 Penalty: 783.539062 Iteration 27Q: 3 clusters Score -332801.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4748 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -332802.312500 Penalty: 783.539062 Iteration 28Q: 3 clusters Score -332802.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4751 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -332802.718750 Penalty: 783.539062 Iteration 29Q: 3 clusters Score -332802.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4754 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -332803.343750 Penalty: 783.539062 Iteration 30Q: 3 clusters Score -332803.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4757 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -332803.875000 Penalty: 783.539062 Iteration 31Q: 3 clusters Score -332803.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4758 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -332804.437500 Penalty: 783.539062 Iteration 32Q: 3 clusters Score -332804.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4760 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -332804.468750 Penalty: 783.539062 Iteration 33Q: 3 clusters Score -332804.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4763 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -332805.093750 Penalty: 783.539062 Iteration 34Q: 3 clusters Score -332805.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4766 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -332806.593750 Penalty: 783.539062 Iteration 35Q: 3 clusters Score -332806.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4771 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -332808.093750 Penalty: 783.539062 Iteration 36Q: 3 clusters Score -332808.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4771 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -332807.781250 Penalty: 783.539062 Iteration 37Q: 3 clusters Score -332807.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4772 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -332808.000000 Penalty: 783.539062 Iteration 38Q: 3 clusters Score -332808 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4773 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -332808.718750 Penalty: 783.539062 Iteration 39Q: 3 clusters Score -332808.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4775 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -332808.593750 Penalty: 783.539062 Iteration 40F: 3 clusters Score -332808.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4777 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -332809.031250 Penalty: 783.539062 Iteration 41Q: 3 clusters Score -332809 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4779 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -332809.218750 Penalty: 783.539062 Iteration 42Q: 3 clusters Score -332809.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4781 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -332809.562500 Penalty: 783.539062 Iteration 43Q: 3 clusters Score -332809.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4786 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -332811.593750 Penalty: 783.539062 Iteration 44Q: 3 clusters Score -332811.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4792 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -332812.718750 Penalty: 783.539062 Iteration 45Q: 3 clusters Score -332812.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4795 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -332813.406250 Penalty: 783.539062 Iteration 46Q: 3 clusters Score -332813.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4796 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -332813.187500 Penalty: 783.539062 Iteration 47Q: 3 clusters Score -332813.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4797 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -332813.312500 Penalty: 783.539062 Iteration 48Q: 3 clusters Score -332813.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4801 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -332815.156250 Penalty: 783.539062 Iteration 49Q: 3 clusters Score -332815.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4806 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -332815.843750 Penalty: 783.539062 Iteration 50Q: 3 clusters Score -332815.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4808 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -332816.531250 Penalty: 783.539062 Iteration 51Q: 3 clusters Score -332816.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4814 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -332817.281250 Penalty: 783.539062 Iteration 52Q: 3 clusters Score -332817.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4815 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -332817.906250 Penalty: 783.539062 Iteration 53Q: 3 clusters Score -332817.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4818 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -332818.156250 Penalty: 783.539062 Iteration 54Q: 3 clusters Score -332818.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4819 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -332818.375000 Penalty: 783.539062 Iteration 55Q: 3 clusters Score -332818.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4819 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -332818.375000 Penalty: 783.539062 Iteration 56F: 3 clusters Score -332818.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (15723 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15723 members Entering Unmasked Estep Score: -867489.437500 Penalty: 439.661041 Iteration 0F: 2 clusters Score -867489.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7847 members Mstep: Class 2 contains 7876 members Entering Unmasked Estep Score: -857044.250000 Penalty: 879.322083 Iteration 0F: 3 clusters Score -857044.2 nChanged 7409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7392 members Mstep: Class 2 contains 8331 members Entering Unmasked Estep Score: -861542.000000 Penalty: 879.322083 Iteration 1F: 3 clusters Score -861542 nChanged 948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7152 members Mstep: Class 2 contains 8571 members Entering Unmasked Estep Score: -861955.437500 Penalty: 879.322083 Iteration 2F: 3 clusters Score -861955.4 nChanged 892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6886 members Mstep: Class 2 contains 8837 members Entering Unmasked Estep Score: -862325.375000 Penalty: 879.322083 Iteration 3F: 3 clusters Score -862325.4 nChanged 832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6558 members Mstep: Class 2 contains 9165 members Entering Unmasked Estep Score: -862692.375000 Penalty: 879.322083 Iteration 4F: 3 clusters Score -862692.4 nChanged 851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6137 members Mstep: Class 2 contains 9586 members Entering Unmasked Estep Score: -863093.875000 Penalty: 879.322083 Iteration 5F: 3 clusters Score -863093.9 nChanged 795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5686 members Mstep: Class 2 contains 10037 members Entering Unmasked Estep Score: -863480.500000 Penalty: 879.322083 Iteration 6F: 3 clusters Score -863480.5 nChanged 740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5178 members Mstep: Class 2 contains 10545 members Entering Unmasked Estep Score: -863902.812500 Penalty: 879.322083 Iteration 7Q: 3 clusters Score -863902.8 nChanged 703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4607 members Mstep: Class 2 contains 11116 members Entering Unmasked Estep Score: -864439.187500 Penalty: 879.322083 Iteration 8Q: 3 clusters Score -864439.2 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4121 members Mstep: Class 2 contains 11602 members Entering Unmasked Estep Score: -864919.937500 Penalty: 879.322083 Iteration 9Q: 3 clusters Score -864919.9 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3687 members Mstep: Class 2 contains 12036 members Entering Unmasked Estep Score: -865334.437500 Penalty: 879.322083 Iteration 10Q: 3 clusters Score -865334.4 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3304 members Mstep: Class 2 contains 12419 members Entering Unmasked Estep Score: -865624.687500 Penalty: 879.322083 Iteration 11Q: 3 clusters Score -865624.7 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2960 members Mstep: Class 2 contains 12763 members Entering Unmasked Estep Score: -865829.562500 Penalty: 879.322083 Iteration 12Q: 3 clusters Score -865829.6 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2677 members Mstep: Class 2 contains 13046 members Entering Unmasked Estep Score: -865966.812500 Penalty: 879.322083 Iteration 13Q: 3 clusters Score -865966.8 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2419 members Mstep: Class 2 contains 13304 members Entering Unmasked Estep Score: -866084.875000 Penalty: 879.322083 Iteration 14Q: 3 clusters Score -866084.9 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 13536 members Entering Unmasked Estep Score: -866189.625000 Penalty: 879.322083 Iteration 15Q: 3 clusters Score -866189.6 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 13749 members Entering Unmasked Estep Score: -866292.750000 Penalty: 879.322083 Iteration 16Q: 3 clusters Score -866292.8 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 13959 members Entering Unmasked Estep Score: -866396.062500 Penalty: 879.322083 Iteration 17Q: 3 clusters Score -866396.1 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 14150 members Entering Unmasked Estep Score: -866499.500000 Penalty: 879.322083 Iteration 18Q: 3 clusters Score -866499.5 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 14333 members Entering Unmasked Estep Score: -866604.187500 Penalty: 879.322083 Iteration 19Q: 3 clusters Score -866604.2 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 14493 members Entering Unmasked Estep Score: -866702.937500 Penalty: 879.322083 Iteration 20F: 3 clusters Score -866702.9 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 14646 members Entering Unmasked Estep Score: -866791.812500 Penalty: 879.322083 Iteration 21Q: 3 clusters Score -866791.8 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 14756 members Entering Unmasked Estep Score: -866855.437500 Penalty: 879.322083 Iteration 22Q: 3 clusters Score -866855.4 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 14843 members Entering Unmasked Estep Score: -866901.625000 Penalty: 879.322083 Iteration 23Q: 3 clusters Score -866901.6 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 14918 members Entering Unmasked Estep Score: -866938.062500 Penalty: 879.322083 Iteration 24Q: 3 clusters Score -866938.1 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 14982 members Entering Unmasked Estep Score: -866973.687500 Penalty: 879.322083 Iteration 25Q: 3 clusters Score -866973.7 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 15050 members Entering Unmasked Estep Score: -867015.500000 Penalty: 879.322083 Iteration 26Q: 3 clusters Score -867015.5 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 15105 members Entering Unmasked Estep Score: -867041.687500 Penalty: 879.322083 Iteration 27Q: 3 clusters Score -867041.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 15150 members Entering Unmasked Estep Score: -867062.875000 Penalty: 879.322083 Iteration 28Q: 3 clusters Score -867062.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 15184 members Entering Unmasked Estep Score: -867076.250000 Penalty: 879.322083 Iteration 29Q: 3 clusters Score -867076.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 15207 members Entering Unmasked Estep Score: -867081.937500 Penalty: 879.322083 Iteration 30Q: 3 clusters Score -867081.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 15227 members Entering Unmasked Estep Score: -867084.125000 Penalty: 879.322083 Iteration 31Q: 3 clusters Score -867084.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 15242 members Entering Unmasked Estep Score: -867089.312500 Penalty: 879.322083 Iteration 32Q: 3 clusters Score -867089.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 15254 members Entering Unmasked Estep Score: -867093.437500 Penalty: 879.322083 Iteration 33Q: 3 clusters Score -867093.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 15264 members Entering Unmasked Estep Score: -867094.375000 Penalty: 879.322083 Iteration 34Q: 3 clusters Score -867094.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 15274 members Entering Unmasked Estep Score: -867099.062500 Penalty: 879.322083 Iteration 35Q: 3 clusters Score -867099.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 15284 members Entering Unmasked Estep Score: -867099.500000 Penalty: 879.322083 Iteration 36Q: 3 clusters Score -867099.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 15295 members Entering Unmasked Estep Score: -867100.750000 Penalty: 879.322083 Iteration 37Q: 3 clusters Score -867100.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 15304 members Entering Unmasked Estep Score: -867103.062500 Penalty: 879.322083 Iteration 38Q: 3 clusters Score -867103.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 15309 members Entering Unmasked Estep Score: -867106.937500 Penalty: 879.322083 Iteration 39Q: 3 clusters Score -867106.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 15318 members Entering Unmasked Estep Score: -867109.125000 Penalty: 879.322083 Iteration 40F: 3 clusters Score -867109.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 15328 members Entering Unmasked Estep Score: -867112.375000 Penalty: 879.322083 Iteration 41Q: 3 clusters Score -867112.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 15336 members Entering Unmasked Estep Score: -867115.500000 Penalty: 879.322083 Iteration 42Q: 3 clusters Score -867115.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 15342 members Entering Unmasked Estep Score: -867116.062500 Penalty: 879.322083 Iteration 43Q: 3 clusters Score -867116.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 15347 members Entering Unmasked Estep Score: -867116.812500 Penalty: 879.322083 Iteration 44Q: 3 clusters Score -867116.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 15349 members Entering Unmasked Estep Score: -867117.687500 Penalty: 879.322083 Iteration 45Q: 3 clusters Score -867117.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 15350 members Entering Unmasked Estep Score: -867117.062500 Penalty: 879.322083 Iteration 46Q: 3 clusters Score -867117.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 15353 members Entering Unmasked Estep Score: -867117.750000 Penalty: 879.322083 Iteration 47Q: 3 clusters Score -867117.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 15356 members Entering Unmasked Estep Score: -867118.125000 Penalty: 879.322083 Iteration 48Q: 3 clusters Score -867118.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 15359 members Entering Unmasked Estep Score: -867121.125000 Penalty: 879.322083 Iteration 49Q: 3 clusters Score -867121.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 15362 members Entering Unmasked Estep Score: -867120.812500 Penalty: 879.322083 Iteration 50Q: 3 clusters Score -867120.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 15362 members Entering Unmasked Estep Score: -867120.812500 Penalty: 879.322083 Iteration 51F: 3 clusters Score -867120.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (5441 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5441 members Entering Unmasked Estep Score: -316163.500000 Penalty: 391.378174 Iteration 0F: 2 clusters Score -316163.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2718 members Mstep: Class 2 contains 2723 members Entering Unmasked Estep Score: -312566.750000 Penalty: 782.756348 Iteration 0F: 3 clusters Score -312566.8 nChanged 2387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2731 members Mstep: Class 2 contains 2710 members Entering Unmasked Estep Score: -313976.843750 Penalty: 782.756348 Iteration 1F: 3 clusters Score -313976.8 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2731 members Mstep: Class 2 contains 2710 members Entering Unmasked Estep Score: -314162.625000 Penalty: 782.756348 Iteration 2F: 3 clusters Score -314162.6 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2711 members Mstep: Class 2 contains 2730 members Entering Unmasked Estep Score: -314398.687500 Penalty: 782.756348 Iteration 3F: 3 clusters Score -314398.7 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2705 members Mstep: Class 2 contains 2736 members Entering Unmasked Estep Score: -314699.937500 Penalty: 782.756348 Iteration 4F: 3 clusters Score -314699.9 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2729 members Mstep: Class 2 contains 2712 members Entering Unmasked Estep Score: -315016.187500 Penalty: 782.756348 Iteration 5F: 3 clusters Score -315016.2 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2747 members Mstep: Class 2 contains 2694 members Entering Unmasked Estep Score: -315206.687500 Penalty: 782.756348 Iteration 6F: 3 clusters Score -315206.7 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2764 members Mstep: Class 2 contains 2677 members Entering Unmasked Estep Score: -315308.656250 Penalty: 782.756348 Iteration 7Q: 3 clusters Score -315308.7 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2772 members Mstep: Class 2 contains 2669 members Entering Unmasked Estep Score: -315360.531250 Penalty: 782.756348 Iteration 8Q: 3 clusters Score -315360.5 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2775 members Mstep: Class 2 contains 2666 members Entering Unmasked Estep Score: -315386.593750 Penalty: 782.756348 Iteration 9Q: 3 clusters Score -315386.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2766 members Mstep: Class 2 contains 2675 members Entering Unmasked Estep Score: -315402.812500 Penalty: 782.756348 Iteration 10Q: 3 clusters Score -315402.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2762 members Mstep: Class 2 contains 2679 members Entering Unmasked Estep Score: -315412.406250 Penalty: 782.756348 Iteration 11Q: 3 clusters Score -315412.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2759 members Mstep: Class 2 contains 2682 members Entering Unmasked Estep Score: -315423.062500 Penalty: 782.756348 Iteration 12Q: 3 clusters Score -315423.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2765 members Mstep: Class 2 contains 2676 members Entering Unmasked Estep Score: -315433.031250 Penalty: 782.756348 Iteration 13Q: 3 clusters Score -315433 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2778 members Mstep: Class 2 contains 2663 members Entering Unmasked Estep Score: -315439.843750 Penalty: 782.756348 Iteration 14Q: 3 clusters Score -315439.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2788 members Mstep: Class 2 contains 2653 members Entering Unmasked Estep Score: -315444.468750 Penalty: 782.756348 Iteration 15Q: 3 clusters Score -315444.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2793 members Mstep: Class 2 contains 2648 members Entering Unmasked Estep Score: -315451.906250 Penalty: 782.756348 Iteration 16Q: 3 clusters Score -315451.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2800 members Mstep: Class 2 contains 2641 members Entering Unmasked Estep Score: -315460.937500 Penalty: 782.756348 Iteration 17Q: 3 clusters Score -315460.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2817 members Mstep: Class 2 contains 2624 members Entering Unmasked Estep Score: -315470.375000 Penalty: 782.756348 Iteration 18Q: 3 clusters Score -315470.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2845 members Mstep: Class 2 contains 2596 members Entering Unmasked Estep Score: -315478.281250 Penalty: 782.756348 Iteration 19Q: 3 clusters Score -315478.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2862 members Mstep: Class 2 contains 2579 members Entering Unmasked Estep Score: -315482.875000 Penalty: 782.756348 Iteration 20F: 3 clusters Score -315482.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2877 members Mstep: Class 2 contains 2564 members Entering Unmasked Estep Score: -315486.906250 Penalty: 782.756348 Iteration 21Q: 3 clusters Score -315486.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2884 members Mstep: Class 2 contains 2557 members Entering Unmasked Estep Score: -315490.593750 Penalty: 782.756348 Iteration 22Q: 3 clusters Score -315490.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2888 members Mstep: Class 2 contains 2553 members Entering Unmasked Estep Score: -315494.656250 Penalty: 782.756348 Iteration 23Q: 3 clusters Score -315494.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2904 members Mstep: Class 2 contains 2537 members Entering Unmasked Estep Score: -315500.875000 Penalty: 782.756348 Iteration 24Q: 3 clusters Score -315500.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2917 members Mstep: Class 2 contains 2524 members Entering Unmasked Estep Score: -315504.312500 Penalty: 782.756348 Iteration 25Q: 3 clusters Score -315504.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2930 members Mstep: Class 2 contains 2511 members Entering Unmasked Estep Score: -315505.968750 Penalty: 782.756348 Iteration 26Q: 3 clusters Score -315506 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2941 members Mstep: Class 2 contains 2500 members Entering Unmasked Estep Score: -315507.593750 Penalty: 782.756348 Iteration 27Q: 3 clusters Score -315507.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2949 members Mstep: Class 2 contains 2492 members Entering Unmasked Estep Score: -315511.625000 Penalty: 782.756348 Iteration 28Q: 3 clusters Score -315511.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2956 members Mstep: Class 2 contains 2485 members Entering Unmasked Estep Score: -315513.187500 Penalty: 782.756348 Iteration 29Q: 3 clusters Score -315513.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2968 members Mstep: Class 2 contains 2473 members Entering Unmasked Estep Score: -315515.937500 Penalty: 782.756348 Iteration 30Q: 3 clusters Score -315515.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2977 members Mstep: Class 2 contains 2464 members Entering Unmasked Estep Score: -315517.750000 Penalty: 782.756348 Iteration 31Q: 3 clusters Score -315517.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2982 members Mstep: Class 2 contains 2459 members Entering Unmasked Estep Score: -315519.812500 Penalty: 782.756348 Iteration 32Q: 3 clusters Score -315519.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2987 members Mstep: Class 2 contains 2454 members Entering Unmasked Estep Score: -315519.500000 Penalty: 782.756348 Iteration 33Q: 3 clusters Score -315519.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2990 members Mstep: Class 2 contains 2451 members Entering Unmasked Estep Score: -315520.937500 Penalty: 782.756348 Iteration 34Q: 3 clusters Score -315520.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2995 members Mstep: Class 2 contains 2446 members Entering Unmasked Estep Score: -315521.218750 Penalty: 782.756348 Iteration 35Q: 3 clusters Score -315521.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2996 members Mstep: Class 2 contains 2445 members Entering Unmasked Estep Score: -315521.156250 Penalty: 782.756348 Iteration 36Q: 3 clusters Score -315521.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2996 members Mstep: Class 2 contains 2445 members Entering Unmasked Estep Score: -315521.750000 Penalty: 782.756348 Iteration 37Q: 3 clusters Score -315521.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2995 members Mstep: Class 2 contains 2446 members Entering Unmasked Estep Score: -315521.343750 Penalty: 782.756348 Iteration 38Q: 3 clusters Score -315521.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2994 members Mstep: Class 2 contains 2447 members Entering Unmasked Estep Score: -315521.125000 Penalty: 782.756348 Iteration 39Q: 3 clusters Score -315521.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2993 members Mstep: Class 2 contains 2448 members Entering Unmasked Estep Score: -315520.906250 Penalty: 782.756348 Iteration 40F: 3 clusters Score -315520.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2993 members Mstep: Class 2 contains 2448 members Entering Unmasked Estep Score: -315521.406250 Penalty: 782.756348 Iteration 41Q: 3 clusters Score -315521.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2995 members Mstep: Class 2 contains 2446 members Entering Unmasked Estep Score: -315521.875000 Penalty: 782.756348 Iteration 42Q: 3 clusters Score -315521.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2998 members Mstep: Class 2 contains 2443 members Entering Unmasked Estep Score: -315521.937500 Penalty: 782.756348 Iteration 43Q: 3 clusters Score -315521.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3000 members Mstep: Class 2 contains 2441 members Entering Unmasked Estep Score: -315523.218750 Penalty: 782.756348 Iteration 44Q: 3 clusters Score -315523.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3010 members Mstep: Class 2 contains 2431 members Entering Unmasked Estep Score: -315524.562500 Penalty: 782.756348 Iteration 45Q: 3 clusters Score -315524.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3023 members Mstep: Class 2 contains 2418 members Entering Unmasked Estep Score: -315527.093750 Penalty: 782.756348 Iteration 46Q: 3 clusters Score -315527.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3033 members Mstep: Class 2 contains 2408 members Entering Unmasked Estep Score: -315528.562500 Penalty: 782.756348 Iteration 47Q: 3 clusters Score -315528.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3040 members Mstep: Class 2 contains 2401 members Entering Unmasked Estep Score: -315529.968750 Penalty: 782.756348 Iteration 48Q: 3 clusters Score -315530 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3051 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -315532.250000 Penalty: 782.756348 Iteration 49Q: 3 clusters Score -315532.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3057 members Mstep: Class 2 contains 2384 members Entering Unmasked Estep Score: -315533.687500 Penalty: 782.756348 Iteration 50Q: 3 clusters Score -315533.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3065 members Mstep: Class 2 contains 2376 members Entering Unmasked Estep Score: -315534.781250 Penalty: 782.756348 Iteration 51Q: 3 clusters Score -315534.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3071 members Mstep: Class 2 contains 2370 members Entering Unmasked Estep Score: -315536.343750 Penalty: 782.756348 Iteration 52Q: 3 clusters Score -315536.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3078 members Mstep: Class 2 contains 2363 members Entering Unmasked Estep Score: -315536.281250 Penalty: 782.756348 Iteration 53Q: 3 clusters Score -315536.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3083 members Mstep: Class 2 contains 2358 members Entering Unmasked Estep Score: -315537.250000 Penalty: 782.756348 Iteration 54Q: 3 clusters Score -315537.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3087 members Mstep: Class 2 contains 2354 members Entering Unmasked Estep Score: -315537.968750 Penalty: 782.756348 Iteration 55Q: 3 clusters Score -315538 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3092 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -315537.843750 Penalty: 782.756348 Iteration 56Q: 3 clusters Score -315537.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3103 members Mstep: Class 2 contains 2338 members Entering Unmasked Estep Score: -315539.781250 Penalty: 782.756348 Iteration 57Q: 3 clusters Score -315539.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3114 members Mstep: Class 2 contains 2327 members Entering Unmasked Estep Score: -315541.937500 Penalty: 782.756348 Iteration 58Q: 3 clusters Score -315541.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3127 members Mstep: Class 2 contains 2314 members Entering Unmasked Estep Score: -315544.218750 Penalty: 782.756348 Iteration 59Q: 3 clusters Score -315544.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3136 members Mstep: Class 2 contains 2305 members Entering Unmasked Estep Score: -315544.312500 Penalty: 782.756348 Iteration 60F: 3 clusters Score -315544.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3146 members Mstep: Class 2 contains 2295 members Entering Unmasked Estep Score: -315545.968750 Penalty: 782.756348 Iteration 61Q: 3 clusters Score -315546 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3148 members Mstep: Class 2 contains 2293 members Entering Unmasked Estep Score: -315546.750000 Penalty: 782.756348 Iteration 62Q: 3 clusters Score -315546.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3150 members Mstep: Class 2 contains 2291 members Entering Unmasked Estep Score: -315547.406250 Penalty: 782.756348 Iteration 63Q: 3 clusters Score -315547.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3153 members Mstep: Class 2 contains 2288 members Entering Unmasked Estep Score: -315548.031250 Penalty: 782.756348 Iteration 64Q: 3 clusters Score -315548 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3152 members Mstep: Class 2 contains 2289 members Entering Unmasked Estep Score: -315547.718750 Penalty: 782.756348 Iteration 65Q: 3 clusters Score -315547.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3155 members Mstep: Class 2 contains 2286 members Entering Unmasked Estep Score: -315547.718750 Penalty: 782.756348 Iteration 66Q: 3 clusters Score -315547.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3158 members Mstep: Class 2 contains 2283 members Entering Unmasked Estep Score: -315548.031250 Penalty: 782.756348 Iteration 67Q: 3 clusters Score -315548 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3162 members Mstep: Class 2 contains 2279 members Entering Unmasked Estep Score: -315547.656250 Penalty: 782.756348 Iteration 68Q: 3 clusters Score -315547.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3166 members Mstep: Class 2 contains 2275 members Entering Unmasked Estep Score: -315548.468750 Penalty: 782.756348 Iteration 69Q: 3 clusters Score -315548.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3167 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -315548.437500 Penalty: 782.756348 Iteration 70Q: 3 clusters Score -315548.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3167 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -315548.437500 Penalty: 782.756348 Iteration 71F: 3 clusters Score -315548.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (915 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Entering Unmasked Estep Score: -34004.265625 Penalty: 310.261047 Iteration 0F: 2 clusters Score -34004.27 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -33267.574219 Penalty: 620.522095 Iteration 0F: 3 clusters Score -33267.57 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -33546.257812 Penalty: 620.522095 Iteration 1F: 3 clusters Score -33546.26 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -33609.457031 Penalty: 620.522095 Iteration 2F: 3 clusters Score -33609.46 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -33651.503906 Penalty: 620.522095 Iteration 3F: 3 clusters Score -33651.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -33686.355469 Penalty: 620.522095 Iteration 4Q: 3 clusters Score -33686.36 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -33730.429688 Penalty: 620.522095 Iteration 5Q: 3 clusters Score -33730.43 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -33761.585938 Penalty: 620.522095 Iteration 6Q: 3 clusters Score -33761.59 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -33786.898438 Penalty: 620.522095 Iteration 7Q: 3 clusters Score -33786.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -33811.421875 Penalty: 620.522095 Iteration 8Q: 3 clusters Score -33811.42 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -33818.515625 Penalty: 620.522095 Iteration 9Q: 3 clusters Score -33818.52 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -33826.457031 Penalty: 620.522095 Iteration 10Q: 3 clusters Score -33826.46 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -33831.574219 Penalty: 620.522095 Iteration 11Q: 3 clusters Score -33831.57 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -33833.125000 Penalty: 620.522095 Iteration 12Q: 3 clusters Score -33833.12 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -33834.597656 Penalty: 620.522095 Iteration 13Q: 3 clusters Score -33834.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -33836.339844 Penalty: 620.522095 Iteration 14Q: 3 clusters Score -33836.34 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -33838.234375 Penalty: 620.522095 Iteration 15Q: 3 clusters Score -33838.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -33838.773438 Penalty: 620.522095 Iteration 16F: 3 clusters Score -33838.77 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -33842.171875 Penalty: 620.522095 Iteration 17Q: 3 clusters Score -33842.17 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -33845.765625 Penalty: 620.522095 Iteration 18Q: 3 clusters Score -33845.77 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -33848.664062 Penalty: 620.522095 Iteration 19Q: 3 clusters Score -33848.66 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -33851.285156 Penalty: 620.522095 Iteration 20F: 3 clusters Score -33851.29 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -33854.132812 Penalty: 620.522095 Iteration 21Q: 3 clusters Score -33854.13 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -33856.738281 Penalty: 620.522095 Iteration 22Q: 3 clusters Score -33856.74 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -33858.832031 Penalty: 620.522095 Iteration 23Q: 3 clusters Score -33858.83 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -33863.511719 Penalty: 620.522095 Iteration 24Q: 3 clusters Score -33863.51 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -33867.789062 Penalty: 620.522095 Iteration 25Q: 3 clusters Score -33867.79 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -33877.402344 Penalty: 620.522095 Iteration 26Q: 3 clusters Score -33877.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -33888.730469 Penalty: 620.522095 Iteration 27Q: 3 clusters Score -33888.73 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -33894.859375 Penalty: 620.522095 Iteration 28Q: 3 clusters Score -33894.86 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -33898.171875 Penalty: 620.522095 Iteration 29Q: 3 clusters Score -33898.17 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -33909.394531 Penalty: 620.522095 Iteration 30Q: 3 clusters Score -33909.39 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -33914.878906 Penalty: 620.522095 Iteration 31Q: 3 clusters Score -33914.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -33916.347656 Penalty: 620.522095 Iteration 32Q: 3 clusters Score -33916.35 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -33917.855469 Penalty: 620.522095 Iteration 33Q: 3 clusters Score -33917.86 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -33921.515625 Penalty: 620.522095 Iteration 34Q: 3 clusters Score -33921.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -33922.703125 Penalty: 620.522095 Iteration 35Q: 3 clusters Score -33922.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -33922.972656 Penalty: 620.522095 Iteration 36Q: 3 clusters Score -33922.97 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -33923.878906 Penalty: 620.522095 Iteration 37F: 3 clusters Score -33923.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -33926.390625 Penalty: 620.522095 Iteration 38Q: 3 clusters Score -33926.39 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -33931.265625 Penalty: 620.522095 Iteration 39Q: 3 clusters Score -33931.27 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -33937.617188 Penalty: 620.522095 Iteration 40F: 3 clusters Score -33937.62 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -33945.531250 Penalty: 620.522095 Iteration 41Q: 3 clusters Score -33945.53 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -33961.722656 Penalty: 620.522095 Iteration 42Q: 3 clusters Score -33961.72 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -33983.558594 Penalty: 620.522095 Iteration 43Q: 3 clusters Score -33983.56 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -33991.695312 Penalty: 620.522095 Iteration 44Q: 3 clusters Score -33991.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -33992.769531 Penalty: 620.522095 Iteration 45Q: 3 clusters Score -33992.77 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -33994.019531 Penalty: 620.522095 Iteration 46Q: 3 clusters Score -33994.02 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -33995.058594 Penalty: 620.522095 Iteration 47Q: 3 clusters Score -33995.06 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -33995.933594 Penalty: 620.522095 Iteration 48Q: 3 clusters Score -33995.93 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -33996.125000 Penalty: 620.522095 Iteration 49Q: 3 clusters Score -33996.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -33996.125000 Penalty: 620.522095 Iteration 50F: 3 clusters Score -33996.12 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (142 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Entering Unmasked Estep Score: -3451.789795 Penalty: 225.490143 Iteration 0F: 2 clusters Score -3451.79 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -3247.828125 Penalty: 450.980286 Iteration 0F: 3 clusters Score -3247.828 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -3317.978516 Penalty: 450.980286 Iteration 1F: 3 clusters Score -3317.979 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -3329.813477 Penalty: 450.980286 Iteration 2F: 3 clusters Score -3329.813 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -3348.449707 Penalty: 450.980286 Iteration 3Q: 3 clusters Score -3348.45 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -3400.064941 Penalty: 450.980286 Iteration 4Q: 3 clusters Score -3400.065 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -3438.975830 Penalty: 450.980286 Iteration 5Q: 3 clusters Score -3438.976 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -3450.733154 Penalty: 450.980286 Iteration 6Q: 3 clusters Score -3450.733 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -3452.897949 Penalty: 450.980286 Iteration 7Q: 3 clusters Score -3452.898 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -3455.509033 Penalty: 450.980286 Iteration 8Q: 3 clusters Score -3455.509 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -3455.509033 Penalty: 450.980286 Iteration 9F: 3 clusters Score -3455.509 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27505 members Mstep: Class 2 contains 18530 members Mstep: Class 3 contains 4769 members Mstep: Class 4 contains 2482 members Mstep: Class 5 contains 4302 members Mstep: Class 6 contains 1681 members Mstep: Class 7 contains 3883 members Mstep: Class 8 contains 1117 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5488 members Mstep: Class 11 contains 15723 members Mstep: Class 12 contains 5441 members Mstep: Class 13 contains 915 members Mstep: Class 14 contains 55 members Mstep: Class 15 contains 5623 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1608 members Mstep: Class 18 contains 87 members Mstep: Class 19 contains 419 members Mstep: Class 20 contains 8182 members Mstep: Class 21 contains 102911 members Mstep: Class 22 contains 2169 members Mstep: Class 23 contains 2134 members Mstep: Class 24 contains 2508 members Mstep: Class 25 contains 2739 members Mstep: Class 26 contains 6974 members Mstep: Class 27 contains 58115 members Mstep: Class 28 contains 5011 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2589 members Mstep: Class 31 contains 3732 members Mstep: Class 32 contains 524 members Mstep: Class 33 contains 1416 members Mstep: Class 34 contains 11449 members Entering Unmasked Estep Score: -17799474.000000 Penalty: 19569.839844 Splitting cluster 14 changes total score from -17799832.000000 to -17799474.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 15 (5623 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5623 members Entering Unmasked Estep Score: -316562.593750 Penalty: 392.875244 Iteration 0F: 2 clusters Score -316562.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2840 members Mstep: Class 2 contains 2783 members Entering Unmasked Estep Score: -312786.281250 Penalty: 785.750488 Iteration 0F: 3 clusters Score -312786.3 nChanged 2524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3124 members Mstep: Class 2 contains 2499 members Entering Unmasked Estep Score: -314264.375000 Penalty: 785.750488 Iteration 1F: 3 clusters Score -314264.4 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3320 members Mstep: Class 2 contains 2303 members Entering Unmasked Estep Score: -314540.968750 Penalty: 785.750488 Iteration 2F: 3 clusters Score -314541 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3558 members Mstep: Class 2 contains 2065 members Entering Unmasked Estep Score: -314868.343750 Penalty: 785.750488 Iteration 3F: 3 clusters Score -314868.3 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3769 members Mstep: Class 2 contains 1854 members Entering Unmasked Estep Score: -315175.656250 Penalty: 785.750488 Iteration 4F: 3 clusters Score -315175.7 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3931 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -315476.218750 Penalty: 785.750488 Iteration 5F: 3 clusters Score -315476.2 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4038 members Mstep: Class 2 contains 1585 members Entering Unmasked Estep Score: -315718.937500 Penalty: 785.750488 Iteration 6F: 3 clusters Score -315718.9 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4087 members Mstep: Class 2 contains 1536 members Entering Unmasked Estep Score: -315883.500000 Penalty: 785.750488 Iteration 7Q: 3 clusters Score -315883.5 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4092 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -315986.156250 Penalty: 785.750488 Iteration 8Q: 3 clusters Score -315986.2 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4114 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -316038.468750 Penalty: 785.750488 Iteration 9Q: 3 clusters Score -316038.5 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4127 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -316069.500000 Penalty: 785.750488 Iteration 10Q: 3 clusters Score -316069.5 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4134 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -316085.500000 Penalty: 785.750488 Iteration 11Q: 3 clusters Score -316085.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4140 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -316093.781250 Penalty: 785.750488 Iteration 12Q: 3 clusters Score -316093.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4147 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -316097.562500 Penalty: 785.750488 Iteration 13Q: 3 clusters Score -316097.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4163 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -316101.281250 Penalty: 785.750488 Iteration 14Q: 3 clusters Score -316101.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4177 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -316105.781250 Penalty: 785.750488 Iteration 15Q: 3 clusters Score -316105.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4186 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -316109.906250 Penalty: 785.750488 Iteration 16Q: 3 clusters Score -316109.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4194 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -316112.875000 Penalty: 785.750488 Iteration 17Q: 3 clusters Score -316112.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4201 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -316115.875000 Penalty: 785.750488 Iteration 18Q: 3 clusters Score -316115.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4209 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -316119.000000 Penalty: 785.750488 Iteration 19Q: 3 clusters Score -316119 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4215 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -316122.000000 Penalty: 785.750488 Iteration 20F: 3 clusters Score -316122 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4225 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -316124.250000 Penalty: 785.750488 Iteration 21Q: 3 clusters Score -316124.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4230 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -316126.281250 Penalty: 785.750488 Iteration 22Q: 3 clusters Score -316126.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4235 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -316127.468750 Penalty: 785.750488 Iteration 23Q: 3 clusters Score -316127.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4242 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -316127.531250 Penalty: 785.750488 Iteration 24Q: 3 clusters Score -316127.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4248 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -316127.656250 Penalty: 785.750488 Iteration 25Q: 3 clusters Score -316127.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4255 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -316129.625000 Penalty: 785.750488 Iteration 26Q: 3 clusters Score -316129.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4262 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -316130.312500 Penalty: 785.750488 Iteration 27Q: 3 clusters Score -316130.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4266 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -316130.468750 Penalty: 785.750488 Iteration 28Q: 3 clusters Score -316130.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4274 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -316133.156250 Penalty: 785.750488 Iteration 29Q: 3 clusters Score -316133.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4285 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -316136.281250 Penalty: 785.750488 Iteration 30Q: 3 clusters Score -316136.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4296 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -316139.406250 Penalty: 785.750488 Iteration 31Q: 3 clusters Score -316139.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4310 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -316143.625000 Penalty: 785.750488 Iteration 32Q: 3 clusters Score -316143.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4322 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -316145.437500 Penalty: 785.750488 Iteration 33Q: 3 clusters Score -316145.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4338 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -316149.843750 Penalty: 785.750488 Iteration 34Q: 3 clusters Score -316149.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4354 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -316151.812500 Penalty: 785.750488 Iteration 35Q: 3 clusters Score -316151.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4372 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -316155.500000 Penalty: 785.750488 Iteration 36Q: 3 clusters Score -316155.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4391 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -316157.937500 Penalty: 785.750488 Iteration 37Q: 3 clusters Score -316157.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4399 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -316160.031250 Penalty: 785.750488 Iteration 38Q: 3 clusters Score -316160 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4408 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -316162.812500 Penalty: 785.750488 Iteration 39Q: 3 clusters Score -316162.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4413 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -316162.531250 Penalty: 785.750488 Iteration 40F: 3 clusters Score -316162.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4416 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -316163.437500 Penalty: 785.750488 Iteration 41Q: 3 clusters Score -316163.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4421 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -316164.562500 Penalty: 785.750488 Iteration 42Q: 3 clusters Score -316164.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4429 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -316164.906250 Penalty: 785.750488 Iteration 43Q: 3 clusters Score -316164.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4436 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -316166.156250 Penalty: 785.750488 Iteration 44Q: 3 clusters Score -316166.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4444 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -316168.062500 Penalty: 785.750488 Iteration 45Q: 3 clusters Score -316168.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4452 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -316170.437500 Penalty: 785.750488 Iteration 46Q: 3 clusters Score -316170.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4464 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -316174.750000 Penalty: 785.750488 Iteration 47Q: 3 clusters Score -316174.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4479 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -316179.375000 Penalty: 785.750488 Iteration 48Q: 3 clusters Score -316179.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4491 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -316181.875000 Penalty: 785.750488 Iteration 49Q: 3 clusters Score -316181.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4504 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -316184.125000 Penalty: 785.750488 Iteration 50Q: 3 clusters Score -316184.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4521 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -316186.906250 Penalty: 785.750488 Iteration 51Q: 3 clusters Score -316186.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4540 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -316191.156250 Penalty: 785.750488 Iteration 52Q: 3 clusters Score -316191.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4552 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -316193.718750 Penalty: 785.750488 Iteration 53Q: 3 clusters Score -316193.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4561 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -316195.687500 Penalty: 785.750488 Iteration 54Q: 3 clusters Score -316195.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4572 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -316196.250000 Penalty: 785.750488 Iteration 55Q: 3 clusters Score -316196.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4578 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -316196.593750 Penalty: 785.750488 Iteration 56Q: 3 clusters Score -316196.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4583 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -316197.375000 Penalty: 785.750488 Iteration 57Q: 3 clusters Score -316197.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4588 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -316198.312500 Penalty: 785.750488 Iteration 58Q: 3 clusters Score -316198.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4597 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -316199.750000 Penalty: 785.750488 Iteration 59Q: 3 clusters Score -316199.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4604 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -316200.375000 Penalty: 785.750488 Iteration 60F: 3 clusters Score -316200.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4609 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -316201.062500 Penalty: 785.750488 Iteration 61Q: 3 clusters Score -316201.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4617 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -316202.718750 Penalty: 785.750488 Iteration 62Q: 3 clusters Score -316202.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4626 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -316204.218750 Penalty: 785.750488 Iteration 63Q: 3 clusters Score -316204.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4630 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -316205.625000 Penalty: 785.750488 Iteration 64Q: 3 clusters Score -316205.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4640 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -316206.750000 Penalty: 785.750488 Iteration 65Q: 3 clusters Score -316206.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4649 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -316208.093750 Penalty: 785.750488 Iteration 66Q: 3 clusters Score -316208.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4658 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -316209.437500 Penalty: 785.750488 Iteration 67Q: 3 clusters Score -316209.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4665 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -316210.656250 Penalty: 785.750488 Iteration 68Q: 3 clusters Score -316210.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4668 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -316211.125000 Penalty: 785.750488 Iteration 69Q: 3 clusters Score -316211.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4672 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -316211.875000 Penalty: 785.750488 Iteration 70Q: 3 clusters Score -316211.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4676 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -316213.218750 Penalty: 785.750488 Iteration 71Q: 3 clusters Score -316213.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4681 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -316214.062500 Penalty: 785.750488 Iteration 72Q: 3 clusters Score -316214.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4688 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -316215.156250 Penalty: 785.750488 Iteration 73Q: 3 clusters Score -316215.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4694 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -316215.656250 Penalty: 785.750488 Iteration 74Q: 3 clusters Score -316215.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4701 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -316216.031250 Penalty: 785.750488 Iteration 75Q: 3 clusters Score -316216 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4704 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -316216.781250 Penalty: 785.750488 Iteration 76Q: 3 clusters Score -316216.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4705 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -316217.531250 Penalty: 785.750488 Iteration 77Q: 3 clusters Score -316217.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4705 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -316217.531250 Penalty: 785.750488 Iteration 78F: 3 clusters Score -316217.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (1112 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Entering Unmasked Estep Score: -59494.027344 Penalty: 319.133148 Iteration 0F: 2 clusters Score -59494.03 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -58612.746094 Penalty: 638.266296 Iteration 0F: 3 clusters Score -58612.75 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -58883.289062 Penalty: 638.266296 Iteration 1F: 3 clusters Score -58883.29 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -58959.726562 Penalty: 638.266296 Iteration 2F: 3 clusters Score -58959.73 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -59005.339844 Penalty: 638.266296 Iteration 3F: 3 clusters Score -59005.34 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -59029.628906 Penalty: 638.266296 Iteration 4Q: 3 clusters Score -59029.63 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -59049.972656 Penalty: 638.266296 Iteration 5Q: 3 clusters Score -59049.97 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -59071.167969 Penalty: 638.266296 Iteration 6Q: 3 clusters Score -59071.17 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -59095.593750 Penalty: 638.266296 Iteration 7Q: 3 clusters Score -59095.59 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -59120.421875 Penalty: 638.266296 Iteration 8Q: 3 clusters Score -59120.42 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -59146.636719 Penalty: 638.266296 Iteration 9Q: 3 clusters Score -59146.64 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -59170.234375 Penalty: 638.266296 Iteration 10Q: 3 clusters Score -59170.23 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -59179.406250 Penalty: 638.266296 Iteration 11Q: 3 clusters Score -59179.41 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -59187.687500 Penalty: 638.266296 Iteration 12Q: 3 clusters Score -59187.69 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -59191.730469 Penalty: 638.266296 Iteration 13Q: 3 clusters Score -59191.73 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -59194.351562 Penalty: 638.266296 Iteration 14Q: 3 clusters Score -59194.35 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -59195.675781 Penalty: 638.266296 Iteration 15Q: 3 clusters Score -59195.68 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -59198.523438 Penalty: 638.266296 Iteration 16Q: 3 clusters Score -59198.52 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -59202.050781 Penalty: 638.266296 Iteration 17Q: 3 clusters Score -59202.05 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -59204.390625 Penalty: 638.266296 Iteration 18Q: 3 clusters Score -59204.39 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -59205.308594 Penalty: 638.266296 Iteration 19Q: 3 clusters Score -59205.31 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -59207.285156 Penalty: 638.266296 Iteration 20F: 3 clusters Score -59207.29 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -59207.640625 Penalty: 638.266296 Iteration 21Q: 3 clusters Score -59207.64 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -59208.062500 Penalty: 638.266296 Iteration 22Q: 3 clusters Score -59208.06 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -59209.078125 Penalty: 638.266296 Iteration 23Q: 3 clusters Score -59209.08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -59209.781250 Penalty: 638.266296 Iteration 24Q: 3 clusters Score -59209.78 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -59210.417969 Penalty: 638.266296 Iteration 25Q: 3 clusters Score -59210.42 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -59210.613281 Penalty: 638.266296 Iteration 26Q: 3 clusters Score -59210.61 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -59211.027344 Penalty: 638.266296 Iteration 27Q: 3 clusters Score -59211.03 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -59211.199219 Penalty: 638.266296 Iteration 28Q: 3 clusters Score -59211.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -59211.589844 Penalty: 638.266296 Iteration 29Q: 3 clusters Score -59211.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -59211.691406 Penalty: 638.266296 Iteration 30Q: 3 clusters Score -59211.69 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -59212.000000 Penalty: 638.266296 Iteration 31Q: 3 clusters Score -59212 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -59212.171875 Penalty: 638.266296 Iteration 32Q: 3 clusters Score -59212.17 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -59212.171875 Penalty: 638.266296 Iteration 33F: 3 clusters Score -59212.17 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (1608 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Entering Unmasked Estep Score: -74151.992188 Penalty: 335.914978 Iteration 0F: 2 clusters Score -74151.99 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 816 members Entering Unmasked Estep Score: -72974.664062 Penalty: 671.829956 Iteration 0F: 3 clusters Score -72974.66 nChanged 665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -73429.203125 Penalty: 671.829956 Iteration 1F: 3 clusters Score -73429.2 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -73586.445312 Penalty: 671.829956 Iteration 2F: 3 clusters Score -73586.45 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -73677.375000 Penalty: 671.829956 Iteration 3F: 3 clusters Score -73677.38 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -73722.242188 Penalty: 671.829956 Iteration 4Q: 3 clusters Score -73722.24 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -73747.898438 Penalty: 671.829956 Iteration 5Q: 3 clusters Score -73747.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -73769.273438 Penalty: 671.829956 Iteration 6Q: 3 clusters Score -73769.27 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -73787.078125 Penalty: 671.829956 Iteration 7Q: 3 clusters Score -73787.08 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -73802.671875 Penalty: 671.829956 Iteration 8Q: 3 clusters Score -73802.67 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -73819.765625 Penalty: 671.829956 Iteration 9Q: 3 clusters Score -73819.77 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -73834.007812 Penalty: 671.829956 Iteration 10Q: 3 clusters Score -73834.01 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -73843.226562 Penalty: 671.829956 Iteration 11Q: 3 clusters Score -73843.23 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -73850.515625 Penalty: 671.829956 Iteration 12Q: 3 clusters Score -73850.52 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -73858.781250 Penalty: 671.829956 Iteration 13Q: 3 clusters Score -73858.78 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -73867.945312 Penalty: 671.829956 Iteration 14Q: 3 clusters Score -73867.95 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -73873.695312 Penalty: 671.829956 Iteration 15Q: 3 clusters Score -73873.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -73875.984375 Penalty: 671.829956 Iteration 16Q: 3 clusters Score -73875.98 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -73876.656250 Penalty: 671.829956 Iteration 17Q: 3 clusters Score -73876.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -73877.062500 Penalty: 671.829956 Iteration 18Q: 3 clusters Score -73877.06 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -73877.500000 Penalty: 671.829956 Iteration 19Q: 3 clusters Score -73877.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -73878.562500 Penalty: 671.829956 Iteration 20F: 3 clusters Score -73878.56 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -73879.054688 Penalty: 671.829956 Iteration 21Q: 3 clusters Score -73879.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -73879.281250 Penalty: 671.829956 Iteration 22Q: 3 clusters Score -73879.28 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -73879.281250 Penalty: 671.829956 Iteration 23F: 3 clusters Score -73879.28 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (419 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Entering Unmasked Estep Score: -23828.728516 Penalty: 274.723114 Iteration 0F: 2 clusters Score -23828.73 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 221 members Entering Unmasked Estep Score: -23402.412109 Penalty: 549.446228 Iteration 0F: 3 clusters Score -23402.41 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -23518.603516 Penalty: 549.446228 Iteration 1F: 3 clusters Score -23518.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -23549.734375 Penalty: 549.446228 Iteration 2F: 3 clusters Score -23549.73 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -23574.296875 Penalty: 549.446228 Iteration 3F: 3 clusters Score -23574.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -23601.339844 Penalty: 549.446228 Iteration 4Q: 3 clusters Score -23601.34 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -23643.007812 Penalty: 549.446228 Iteration 5Q: 3 clusters Score -23643.01 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -23694.703125 Penalty: 549.446228 Iteration 6F: 3 clusters Score -23694.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -23789.173828 Penalty: 549.446228 Iteration 7F: 3 clusters Score -23789.17 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -23848.808594 Penalty: 549.446228 Iteration 8F: 3 clusters Score -23848.81 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -23865.314453 Penalty: 549.446228 Iteration 9Q: 3 clusters Score -23865.31 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -23867.957031 Penalty: 549.446228 Iteration 10Q: 3 clusters Score -23867.96 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -23870.072266 Penalty: 549.446228 Iteration 11Q: 3 clusters Score -23870.07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -23870.072266 Penalty: 549.446228 Iteration 12F: 3 clusters Score -23870.07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27505 members Mstep: Class 2 contains 18530 members Mstep: Class 3 contains 4769 members Mstep: Class 4 contains 2482 members Mstep: Class 5 contains 4302 members Mstep: Class 6 contains 1681 members Mstep: Class 7 contains 3883 members Mstep: Class 8 contains 1117 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5488 members Mstep: Class 11 contains 15723 members Mstep: Class 12 contains 5441 members Mstep: Class 13 contains 915 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5623 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1608 members Mstep: Class 18 contains 281 members Mstep: Class 19 contains 138 members Mstep: Class 20 contains 8182 members Mstep: Class 21 contains 102911 members Mstep: Class 22 contains 2169 members Mstep: Class 23 contains 2134 members Mstep: Class 24 contains 2508 members Mstep: Class 25 contains 2739 members Mstep: Class 26 contains 6974 members Mstep: Class 27 contains 58115 members Mstep: Class 28 contains 5011 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2589 members Mstep: Class 31 contains 3732 members Mstep: Class 32 contains 524 members Mstep: Class 33 contains 1416 members Mstep: Class 34 contains 11449 members Entering Unmasked Estep Score: -17799576.000000 Penalty: 19569.839844 Splitting cluster 19 changes total score from -17799832.000000 to -17799576.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 20 (8182 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8182 members Entering Unmasked Estep Score: -446330.781250 Penalty: 409.941010 Iteration 0F: 2 clusters Score -446330.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4102 members Mstep: Class 2 contains 4080 members Entering Unmasked Estep Score: -440895.031250 Penalty: 819.882019 Iteration 0F: 3 clusters Score -440895 nChanged 3831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3811 members Mstep: Class 2 contains 4371 members Entering Unmasked Estep Score: -443258.812500 Penalty: 819.882019 Iteration 1F: 3 clusters Score -443258.8 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3640 members Mstep: Class 2 contains 4542 members Entering Unmasked Estep Score: -443649.218750 Penalty: 819.882019 Iteration 2F: 3 clusters Score -443649.2 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3464 members Mstep: Class 2 contains 4718 members Entering Unmasked Estep Score: -443955.125000 Penalty: 819.882019 Iteration 3F: 3 clusters Score -443955.1 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3310 members Mstep: Class 2 contains 4872 members Entering Unmasked Estep Score: -444179.937500 Penalty: 819.882019 Iteration 4F: 3 clusters Score -444179.9 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3152 members Mstep: Class 2 contains 5030 members Entering Unmasked Estep Score: -444380.031250 Penalty: 819.882019 Iteration 5Q: 3 clusters Score -444380 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2984 members Mstep: Class 2 contains 5198 members Entering Unmasked Estep Score: -444596.187500 Penalty: 819.882019 Iteration 6Q: 3 clusters Score -444596.2 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2809 members Mstep: Class 2 contains 5373 members Entering Unmasked Estep Score: -444823.562500 Penalty: 819.882019 Iteration 7Q: 3 clusters Score -444823.6 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2620 members Mstep: Class 2 contains 5562 members Entering Unmasked Estep Score: -445050.906250 Penalty: 819.882019 Iteration 8Q: 3 clusters Score -445050.9 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2479 members Mstep: Class 2 contains 5703 members Entering Unmasked Estep Score: -445220.187500 Penalty: 819.882019 Iteration 9Q: 3 clusters Score -445220.2 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2346 members Mstep: Class 2 contains 5836 members Entering Unmasked Estep Score: -445358.531250 Penalty: 819.882019 Iteration 10Q: 3 clusters Score -445358.5 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 5988 members Entering Unmasked Estep Score: -445468.968750 Penalty: 819.882019 Iteration 11Q: 3 clusters Score -445469 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 6122 members Entering Unmasked Estep Score: -445558.593750 Penalty: 819.882019 Iteration 12Q: 3 clusters Score -445558.6 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 6262 members Entering Unmasked Estep Score: -445634.750000 Penalty: 819.882019 Iteration 13Q: 3 clusters Score -445634.8 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 6392 members Entering Unmasked Estep Score: -445711.750000 Penalty: 819.882019 Iteration 14Q: 3 clusters Score -445711.8 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 6501 members Entering Unmasked Estep Score: -445781.593750 Penalty: 819.882019 Iteration 15Q: 3 clusters Score -445781.6 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 6598 members Entering Unmasked Estep Score: -445837.718750 Penalty: 819.882019 Iteration 16Q: 3 clusters Score -445837.7 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 6677 members Entering Unmasked Estep Score: -445876.750000 Penalty: 819.882019 Iteration 17Q: 3 clusters Score -445876.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 6737 members Entering Unmasked Estep Score: -445905.937500 Penalty: 819.882019 Iteration 18Q: 3 clusters Score -445905.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 6783 members Entering Unmasked Estep Score: -445922.250000 Penalty: 819.882019 Iteration 19Q: 3 clusters Score -445922.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 6827 members Entering Unmasked Estep Score: -445937.937500 Penalty: 819.882019 Iteration 20F: 3 clusters Score -445937.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 6869 members Entering Unmasked Estep Score: -445950.218750 Penalty: 819.882019 Iteration 21Q: 3 clusters Score -445950.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 6909 members Entering Unmasked Estep Score: -445964.156250 Penalty: 819.882019 Iteration 22Q: 3 clusters Score -445964.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 6949 members Entering Unmasked Estep Score: -445972.906250 Penalty: 819.882019 Iteration 23Q: 3 clusters Score -445972.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 6983 members Entering Unmasked Estep Score: -445977.656250 Penalty: 819.882019 Iteration 24Q: 3 clusters Score -445977.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 7013 members Entering Unmasked Estep Score: -445984.906250 Penalty: 819.882019 Iteration 25Q: 3 clusters Score -445984.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 7036 members Entering Unmasked Estep Score: -445990.593750 Penalty: 819.882019 Iteration 26Q: 3 clusters Score -445990.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 7058 members Entering Unmasked Estep Score: -445994.781250 Penalty: 819.882019 Iteration 27Q: 3 clusters Score -445994.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 7080 members Entering Unmasked Estep Score: -445998.937500 Penalty: 819.882019 Iteration 28Q: 3 clusters Score -445998.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 7108 members Entering Unmasked Estep Score: -446005.500000 Penalty: 819.882019 Iteration 29Q: 3 clusters Score -446005.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 7132 members Entering Unmasked Estep Score: -446011.750000 Penalty: 819.882019 Iteration 30Q: 3 clusters Score -446011.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 7151 members Entering Unmasked Estep Score: -446018.937500 Penalty: 819.882019 Iteration 31Q: 3 clusters Score -446018.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 7174 members Entering Unmasked Estep Score: -446022.562500 Penalty: 819.882019 Iteration 32Q: 3 clusters Score -446022.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 7189 members Entering Unmasked Estep Score: -446025.406250 Penalty: 819.882019 Iteration 33Q: 3 clusters Score -446025.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 7209 members Entering Unmasked Estep Score: -446030.156250 Penalty: 819.882019 Iteration 34Q: 3 clusters Score -446030.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 7229 members Entering Unmasked Estep Score: -446035.312500 Penalty: 819.882019 Iteration 35Q: 3 clusters Score -446035.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 7243 members Entering Unmasked Estep Score: -446037.343750 Penalty: 819.882019 Iteration 36Q: 3 clusters Score -446037.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 7256 members Entering Unmasked Estep Score: -446039.218750 Penalty: 819.882019 Iteration 37Q: 3 clusters Score -446039.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 7267 members Entering Unmasked Estep Score: -446041.156250 Penalty: 819.882019 Iteration 38Q: 3 clusters Score -446041.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 7278 members Entering Unmasked Estep Score: -446046.500000 Penalty: 819.882019 Iteration 39Q: 3 clusters Score -446046.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 7290 members Entering Unmasked Estep Score: -446049.687500 Penalty: 819.882019 Iteration 40F: 3 clusters Score -446049.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 7301 members Entering Unmasked Estep Score: -446051.156250 Penalty: 819.882019 Iteration 41Q: 3 clusters Score -446051.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 7310 members Entering Unmasked Estep Score: -446053.500000 Penalty: 819.882019 Iteration 42Q: 3 clusters Score -446053.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 7317 members Entering Unmasked Estep Score: -446054.375000 Penalty: 819.882019 Iteration 43Q: 3 clusters Score -446054.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 7326 members Entering Unmasked Estep Score: -446055.750000 Penalty: 819.882019 Iteration 44Q: 3 clusters Score -446055.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 7332 members Entering Unmasked Estep Score: -446057.375000 Penalty: 819.882019 Iteration 45Q: 3 clusters Score -446057.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 7340 members Entering Unmasked Estep Score: -446059.593750 Penalty: 819.882019 Iteration 46Q: 3 clusters Score -446059.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 7351 members Entering Unmasked Estep Score: -446060.937500 Penalty: 819.882019 Iteration 47Q: 3 clusters Score -446060.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 7359 members Entering Unmasked Estep Score: -446062.843750 Penalty: 819.882019 Iteration 48Q: 3 clusters Score -446062.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 7365 members Entering Unmasked Estep Score: -446063.687500 Penalty: 819.882019 Iteration 49Q: 3 clusters Score -446063.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 7369 members Entering Unmasked Estep Score: -446065.218750 Penalty: 819.882019 Iteration 50Q: 3 clusters Score -446065.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 7375 members Entering Unmasked Estep Score: -446066.656250 Penalty: 819.882019 Iteration 51Q: 3 clusters Score -446066.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 7379 members Entering Unmasked Estep Score: -446067.343750 Penalty: 819.882019 Iteration 52Q: 3 clusters Score -446067.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 7381 members Entering Unmasked Estep Score: -446067.531250 Penalty: 819.882019 Iteration 53Q: 3 clusters Score -446067.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 7385 members Entering Unmasked Estep Score: -446068.125000 Penalty: 819.882019 Iteration 54Q: 3 clusters Score -446068.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 7392 members Entering Unmasked Estep Score: -446068.750000 Penalty: 819.882019 Iteration 55Q: 3 clusters Score -446068.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 7400 members Entering Unmasked Estep Score: -446071.937500 Penalty: 819.882019 Iteration 56Q: 3 clusters Score -446071.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 7407 members Entering Unmasked Estep Score: -446071.343750 Penalty: 819.882019 Iteration 57Q: 3 clusters Score -446071.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 7412 members Entering Unmasked Estep Score: -446073.000000 Penalty: 819.882019 Iteration 58Q: 3 clusters Score -446073 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 7419 members Entering Unmasked Estep Score: -446073.093750 Penalty: 819.882019 Iteration 59Q: 3 clusters Score -446073.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 7426 members Entering Unmasked Estep Score: -446073.937500 Penalty: 819.882019 Iteration 60F: 3 clusters Score -446073.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 7430 members Entering Unmasked Estep Score: -446074.500000 Penalty: 819.882019 Iteration 61Q: 3 clusters Score -446074.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 7433 members Entering Unmasked Estep Score: -446074.218750 Penalty: 819.882019 Iteration 62Q: 3 clusters Score -446074.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 7435 members Entering Unmasked Estep Score: -446074.218750 Penalty: 819.882019 Iteration 63Q: 3 clusters Score -446074.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 7435 members Entering Unmasked Estep Score: -446074.812500 Penalty: 819.882019 Iteration 64Q: 3 clusters Score -446074.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 7437 members Entering Unmasked Estep Score: -446075.187500 Penalty: 819.882019 Iteration 65Q: 3 clusters Score -446075.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 7440 members Entering Unmasked Estep Score: -446075.468750 Penalty: 819.882019 Iteration 66Q: 3 clusters Score -446075.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 7445 members Entering Unmasked Estep Score: -446076.281250 Penalty: 819.882019 Iteration 67Q: 3 clusters Score -446076.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 7447 members Entering Unmasked Estep Score: -446076.093750 Penalty: 819.882019 Iteration 68Q: 3 clusters Score -446076.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 7448 members Entering Unmasked Estep Score: -446076.656250 Penalty: 819.882019 Iteration 69Q: 3 clusters Score -446076.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 7448 members Entering Unmasked Estep Score: -446076.656250 Penalty: 819.882019 Iteration 70F: 3 clusters Score -446076.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (102911 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102911 members Entering Unmasked Estep Score: -6381915.500000 Penalty: 525.143738 Iteration 0F: 2 clusters Score -6381916 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51503 members Mstep: Class 2 contains 51408 members Entering Unmasked Estep Score: -6312605.500000 Penalty: 1050.287476 Iteration 0F: 3 clusters Score -6312606 nChanged 50307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52586 members Mstep: Class 2 contains 50325 members Entering Unmasked Estep Score: -6344305.500000 Penalty: 1050.287476 Iteration 1F: 3 clusters Score -6344306 nChanged 5345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53451 members Mstep: Class 2 contains 49460 members Entering Unmasked Estep Score: -6346603.500000 Penalty: 1050.287476 Iteration 2F: 3 clusters Score -6346604 nChanged 5995 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54832 members Mstep: Class 2 contains 48079 members Entering Unmasked Estep Score: -6349676.500000 Penalty: 1050.287476 Iteration 3F: 3 clusters Score -6349676 nChanged 6344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56798 members Mstep: Class 2 contains 46113 members Entering Unmasked Estep Score: -6353858.000000 Penalty: 1050.287476 Iteration 4F: 3 clusters Score -6353858 nChanged 6548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59396 members Mstep: Class 2 contains 43515 members Entering Unmasked Estep Score: -6358932.000000 Penalty: 1050.287476 Iteration 5F: 3 clusters Score -6358932 nChanged 6038 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62068 members Mstep: Class 2 contains 40843 members Entering Unmasked Estep Score: -6363100.000000 Penalty: 1050.287476 Iteration 6F: 3 clusters Score -6363100 nChanged 4883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64643 members Mstep: Class 2 contains 38268 members Entering Unmasked Estep Score: -6365789.000000 Penalty: 1050.287476 Iteration 7Q: 3 clusters Score -6365789 nChanged 3673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67036 members Mstep: Class 2 contains 35875 members Entering Unmasked Estep Score: -6367277.500000 Penalty: 1050.287476 Iteration 8Q: 3 clusters Score -6367278 nChanged 2917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69269 members Mstep: Class 2 contains 33642 members Entering Unmasked Estep Score: -6368290.500000 Penalty: 1050.287476 Iteration 9Q: 3 clusters Score -6368290 nChanged 2487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71474 members Mstep: Class 2 contains 31437 members Entering Unmasked Estep Score: -6369190.500000 Penalty: 1050.287476 Iteration 10Q: 3 clusters Score -6369190 nChanged 2295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73663 members Mstep: Class 2 contains 29248 members Entering Unmasked Estep Score: -6369955.500000 Penalty: 1050.287476 Iteration 11Q: 3 clusters Score -6369956 nChanged 2177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75798 members Mstep: Class 2 contains 27113 members Entering Unmasked Estep Score: -6370775.500000 Penalty: 1050.287476 Iteration 12Q: 3 clusters Score -6370776 nChanged 2056 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77836 members Mstep: Class 2 contains 25075 members Entering Unmasked Estep Score: -6371484.500000 Penalty: 1050.287476 Iteration 13Q: 3 clusters Score -6371484 nChanged 1989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79815 members Mstep: Class 2 contains 23096 members Entering Unmasked Estep Score: -6372184.000000 Penalty: 1050.287476 Iteration 14Q: 3 clusters Score -6372184 nChanged 1891 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81698 members Mstep: Class 2 contains 21213 members Entering Unmasked Estep Score: -6372908.000000 Penalty: 1050.287476 Iteration 15Q: 3 clusters Score -6372908 nChanged 1944 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83638 members Mstep: Class 2 contains 19273 members Entering Unmasked Estep Score: -6373615.500000 Penalty: 1050.287476 Iteration 16Q: 3 clusters Score -6373616 nChanged 1910 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85548 members Mstep: Class 2 contains 17363 members Entering Unmasked Estep Score: -6374379.000000 Penalty: 1050.287476 Iteration 17Q: 3 clusters Score -6374379 nChanged 1903 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87447 members Mstep: Class 2 contains 15464 members Entering Unmasked Estep Score: -6375252.000000 Penalty: 1050.287476 Iteration 18Q: 3 clusters Score -6375252 nChanged 1820 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89265 members Mstep: Class 2 contains 13646 members Entering Unmasked Estep Score: -6376053.500000 Penalty: 1050.287476 Iteration 19Q: 3 clusters Score -6376054 nChanged 1772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91035 members Mstep: Class 2 contains 11876 members Entering Unmasked Estep Score: -6376920.000000 Penalty: 1050.287476 Iteration 20F: 3 clusters Score -6376920 nChanged 1630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92665 members Mstep: Class 2 contains 10246 members Entering Unmasked Estep Score: -6377698.500000 Penalty: 1050.287476 Iteration 21Q: 3 clusters Score -6377698 nChanged 1513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94178 members Mstep: Class 2 contains 8733 members Entering Unmasked Estep Score: -6378441.000000 Penalty: 1050.287476 Iteration 22Q: 3 clusters Score -6378441 nChanged 1428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95606 members Mstep: Class 2 contains 7305 members Entering Unmasked Estep Score: -6379270.500000 Penalty: 1050.287476 Iteration 23Q: 3 clusters Score -6379270 nChanged 1294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96898 members Mstep: Class 2 contains 6013 members Entering Unmasked Estep Score: -6379996.500000 Penalty: 1050.287476 Iteration 24Q: 3 clusters Score -6379996 nChanged 1058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97954 members Mstep: Class 2 contains 4957 members Entering Unmasked Estep Score: -6380543.500000 Penalty: 1050.287476 Iteration 25Q: 3 clusters Score -6380544 nChanged 874 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98826 members Mstep: Class 2 contains 4085 members Entering Unmasked Estep Score: -6380935.000000 Penalty: 1050.287476 Iteration 26Q: 3 clusters Score -6380935 nChanged 681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99507 members Mstep: Class 2 contains 3404 members Entering Unmasked Estep Score: -6381275.000000 Penalty: 1050.287476 Iteration 27Q: 3 clusters Score -6381275 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100012 members Mstep: Class 2 contains 2899 members Entering Unmasked Estep Score: -6381411.000000 Penalty: 1050.287476 Iteration 28Q: 3 clusters Score -6381411 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100396 members Mstep: Class 2 contains 2515 members Entering Unmasked Estep Score: -6381565.500000 Penalty: 1050.287476 Iteration 29Q: 3 clusters Score -6381566 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100712 members Mstep: Class 2 contains 2199 members Entering Unmasked Estep Score: -6381672.000000 Penalty: 1050.287476 Iteration 30Q: 3 clusters Score -6381672 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100947 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -6381771.500000 Penalty: 1050.287476 Iteration 31Q: 3 clusters Score -6381772 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101109 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -6381814.000000 Penalty: 1050.287476 Iteration 32Q: 3 clusters Score -6381814 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101247 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -6381852.500000 Penalty: 1050.287476 Iteration 33Q: 3 clusters Score -6381852 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101352 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -6381871.000000 Penalty: 1050.287476 Iteration 34Q: 3 clusters Score -6381871 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101438 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -6381908.000000 Penalty: 1050.287476 Iteration 35Q: 3 clusters Score -6381908 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101513 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -6381916.500000 Penalty: 1050.287476 Iteration 36Q: 3 clusters Score -6381916 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101577 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -6381941.500000 Penalty: 1050.287476 Iteration 37Q: 3 clusters Score -6381942 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101620 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -6381949.000000 Penalty: 1050.287476 Iteration 38Q: 3 clusters Score -6381949 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101656 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -6381965.500000 Penalty: 1050.287476 Iteration 39Q: 3 clusters Score -6381966 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101680 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -6381966.000000 Penalty: 1050.287476 Iteration 40F: 3 clusters Score -6381966 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101699 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -6381961.000000 Penalty: 1050.287476 Iteration 41Q: 3 clusters Score -6381961 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101718 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -6381971.000000 Penalty: 1050.287476 Iteration 42Q: 3 clusters Score -6381971 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101733 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -6381971.500000 Penalty: 1050.287476 Iteration 43Q: 3 clusters Score -6381972 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101741 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -6381969.000000 Penalty: 1050.287476 Iteration 44Q: 3 clusters Score -6381969 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101742 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -6381979.500000 Penalty: 1050.287476 Iteration 45Q: 3 clusters Score -6381980 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101750 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -6381976.000000 Penalty: 1050.287476 Iteration 46Q: 3 clusters Score -6381976 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101765 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -6381970.000000 Penalty: 1050.287476 Iteration 47Q: 3 clusters Score -6381970 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101774 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -6381973.500000 Penalty: 1050.287476 Iteration 48Q: 3 clusters Score -6381974 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101778 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -6381978.500000 Penalty: 1050.287476 Iteration 49Q: 3 clusters Score -6381978 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101790 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -6381974.500000 Penalty: 1050.287476 Iteration 50Q: 3 clusters Score -6381974 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101799 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -6381982.000000 Penalty: 1050.287476 Iteration 51Q: 3 clusters Score -6381982 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101808 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -6381986.500000 Penalty: 1050.287476 Iteration 52Q: 3 clusters Score -6381986 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101814 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -6381989.500000 Penalty: 1050.287476 Iteration 53Q: 3 clusters Score -6381990 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101814 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -6381998.500000 Penalty: 1050.287476 Iteration 54Q: 3 clusters Score -6381998 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101813 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -6381989.000000 Penalty: 1050.287476 Iteration 55Q: 3 clusters Score -6381989 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101815 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -6381983.500000 Penalty: 1050.287476 Iteration 56Q: 3 clusters Score -6381984 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101819 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -6381998.000000 Penalty: 1050.287476 Iteration 57Q: 3 clusters Score -6381998 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101820 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -6381993.000000 Penalty: 1050.287476 Iteration 58Q: 3 clusters Score -6381993 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101820 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -6381998.500000 Penalty: 1050.287476 Iteration 59Q: 3 clusters Score -6381998 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101820 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -6381995.500000 Penalty: 1050.287476 Iteration 60F: 3 clusters Score -6381996 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101822 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -6382001.000000 Penalty: 1050.287476 Iteration 61Q: 3 clusters Score -6382001 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101826 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -6382000.000000 Penalty: 1050.287476 Iteration 62Q: 3 clusters Score -6382000 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101830 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -6382006.000000 Penalty: 1050.287476 Iteration 63Q: 3 clusters Score -6382006 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101832 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -6382002.500000 Penalty: 1050.287476 Iteration 64Q: 3 clusters Score -6382002 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101829 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -6381999.500000 Penalty: 1050.287476 Iteration 65Q: 3 clusters Score -6382000 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101831 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -6382000.500000 Penalty: 1050.287476 Iteration 66Q: 3 clusters Score -6382000 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101832 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -6381999.500000 Penalty: 1050.287476 Iteration 67Q: 3 clusters Score -6382000 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101834 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -6381999.000000 Penalty: 1050.287476 Iteration 68Q: 3 clusters Score -6381999 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101837 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -6382000.000000 Penalty: 1050.287476 Iteration 69Q: 3 clusters Score -6382000 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101839 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -6381995.000000 Penalty: 1050.287476 Iteration 70Q: 3 clusters Score -6381995 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101841 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -6382000.000000 Penalty: 1050.287476 Iteration 71Q: 3 clusters Score -6382000 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101843 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -6382000.500000 Penalty: 1050.287476 Iteration 72Q: 3 clusters Score -6382000 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101843 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -6382000.500000 Penalty: 1050.287476 Iteration 73F: 3 clusters Score -6382000 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27505 members Mstep: Class 2 contains 18530 members Mstep: Class 3 contains 4769 members Mstep: Class 4 contains 2482 members Mstep: Class 5 contains 4302 members Mstep: Class 6 contains 1681 members Mstep: Class 7 contains 3883 members Mstep: Class 8 contains 1117 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5488 members Mstep: Class 11 contains 15723 members Mstep: Class 12 contains 5441 members Mstep: Class 13 contains 915 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5623 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1608 members Mstep: Class 18 contains 1068 members Mstep: Class 19 contains 419 members Mstep: Class 20 contains 8182 members Mstep: Class 21 contains 101843 members Mstep: Class 22 contains 2169 members Mstep: Class 23 contains 2134 members Mstep: Class 24 contains 2508 members Mstep: Class 25 contains 2739 members Mstep: Class 26 contains 6974 members Mstep: Class 27 contains 58115 members Mstep: Class 28 contains 5011 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2589 members Mstep: Class 31 contains 3732 members Mstep: Class 32 contains 524 members Mstep: Class 33 contains 1416 members Mstep: Class 34 contains 11449 members Entering Unmasked Estep Score: -17799730.000000 Penalty: 19569.839844 Splitting cluster 21 changes total score from -17799832.000000 to -17799730.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 22 (2169 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Entering Unmasked Estep Score: -125970.750000 Penalty: 349.531982 Iteration 0F: 2 clusters Score -125970.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -124381.046875 Penalty: 699.063965 Iteration 0F: 3 clusters Score -124381 nChanged 963 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -124942.960938 Penalty: 699.063965 Iteration 1F: 3 clusters Score -124943 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -125029.632812 Penalty: 699.063965 Iteration 2F: 3 clusters Score -125029.6 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -125086.562500 Penalty: 699.063965 Iteration 3F: 3 clusters Score -125086.6 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -125123.625000 Penalty: 699.063965 Iteration 4Q: 3 clusters Score -125123.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -125168.898438 Penalty: 699.063965 Iteration 5Q: 3 clusters Score -125168.9 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -125217.164062 Penalty: 699.063965 Iteration 6Q: 3 clusters Score -125217.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -125264.515625 Penalty: 699.063965 Iteration 7Q: 3 clusters Score -125264.5 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -125313.703125 Penalty: 699.063965 Iteration 8Q: 3 clusters Score -125313.7 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -125369.046875 Penalty: 699.063965 Iteration 9Q: 3 clusters Score -125369 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -125442.679688 Penalty: 699.063965 Iteration 10Q: 3 clusters Score -125442.7 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -125535.648438 Penalty: 699.063965 Iteration 11Q: 3 clusters Score -125535.6 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -125624.515625 Penalty: 699.063965 Iteration 12Q: 3 clusters Score -125624.5 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -125687.656250 Penalty: 699.063965 Iteration 13Q: 3 clusters Score -125687.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -125722.351562 Penalty: 699.063965 Iteration 14Q: 3 clusters Score -125722.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -125754.492188 Penalty: 699.063965 Iteration 15Q: 3 clusters Score -125754.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -125777.945312 Penalty: 699.063965 Iteration 16Q: 3 clusters Score -125777.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -125794.890625 Penalty: 699.063965 Iteration 17Q: 3 clusters Score -125794.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -125805.789062 Penalty: 699.063965 Iteration 18Q: 3 clusters Score -125805.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -125813.382812 Penalty: 699.063965 Iteration 19Q: 3 clusters Score -125813.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -125818.218750 Penalty: 699.063965 Iteration 20F: 3 clusters Score -125818.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -125820.937500 Penalty: 699.063965 Iteration 21Q: 3 clusters Score -125820.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -125822.132812 Penalty: 699.063965 Iteration 22Q: 3 clusters Score -125822.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -125822.937500 Penalty: 699.063965 Iteration 23Q: 3 clusters Score -125822.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -125824.148438 Penalty: 699.063965 Iteration 24Q: 3 clusters Score -125824.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -125824.234375 Penalty: 699.063965 Iteration 25Q: 3 clusters Score -125824.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -125824.234375 Penalty: 699.063965 Iteration 26F: 3 clusters Score -125824.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (2134 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2134 members Entering Unmasked Estep Score: -103979.742188 Penalty: 348.791779 Iteration 0F: 2 clusters Score -103979.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -102497.187500 Penalty: 697.583557 Iteration 0F: 3 clusters Score -102497.2 nChanged 904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -103101.468750 Penalty: 697.583557 Iteration 1F: 3 clusters Score -103101.5 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -103247.210938 Penalty: 697.583557 Iteration 2F: 3 clusters Score -103247.2 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -103415.562500 Penalty: 697.583557 Iteration 3F: 3 clusters Score -103415.6 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -103613.968750 Penalty: 697.583557 Iteration 4F: 3 clusters Score -103614 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -103830.984375 Penalty: 697.583557 Iteration 5F: 3 clusters Score -103831 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -103932.367188 Penalty: 697.583557 Iteration 6Q: 3 clusters Score -103932.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -103975.234375 Penalty: 697.583557 Iteration 7Q: 3 clusters Score -103975.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -103994.000000 Penalty: 697.583557 Iteration 8Q: 3 clusters Score -103994 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1905 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -104005.039062 Penalty: 697.583557 Iteration 9Q: 3 clusters Score -104005 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1914 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -104009.187500 Penalty: 697.583557 Iteration 10Q: 3 clusters Score -104009.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1921 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -104013.429688 Penalty: 697.583557 Iteration 11Q: 3 clusters Score -104013.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1925 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -104014.414062 Penalty: 697.583557 Iteration 12Q: 3 clusters Score -104014.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1924 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -104014.656250 Penalty: 697.583557 Iteration 13Q: 3 clusters Score -104014.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1925 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -104014.843750 Penalty: 697.583557 Iteration 14Q: 3 clusters Score -104014.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -104015.250000 Penalty: 697.583557 Iteration 15Q: 3 clusters Score -104015.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -104015.250000 Penalty: 697.583557 Iteration 16F: 3 clusters Score -104015.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27505 members Mstep: Class 2 contains 18530 members Mstep: Class 3 contains 4769 members Mstep: Class 4 contains 2482 members Mstep: Class 5 contains 4302 members Mstep: Class 6 contains 1681 members Mstep: Class 7 contains 3883 members Mstep: Class 8 contains 1117 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5488 members Mstep: Class 11 contains 15723 members Mstep: Class 12 contains 5441 members Mstep: Class 13 contains 915 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5623 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1608 members Mstep: Class 18 contains 208 members Mstep: Class 19 contains 419 members Mstep: Class 20 contains 8182 members Mstep: Class 21 contains 102911 members Mstep: Class 22 contains 2169 members Mstep: Class 23 contains 1926 members Mstep: Class 24 contains 2508 members Mstep: Class 25 contains 2739 members Mstep: Class 26 contains 6974 members Mstep: Class 27 contains 58115 members Mstep: Class 28 contains 5011 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2589 members Mstep: Class 31 contains 3732 members Mstep: Class 32 contains 524 members Mstep: Class 33 contains 1416 members Mstep: Class 34 contains 11449 members Entering Unmasked Estep Score: -17799614.000000 Penalty: 19569.839844 Splitting cluster 23 changes total score from -17799832.000000 to -17799614.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 24 (2508 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2508 members Entering Unmasked Estep Score: -145865.093750 Penalty: 356.139465 Iteration 0F: 2 clusters Score -145865.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -144125.671875 Penalty: 712.278931 Iteration 0F: 3 clusters Score -144125.7 nChanged 1061 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -144863.218750 Penalty: 712.278931 Iteration 1F: 3 clusters Score -144863.2 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -145062.468750 Penalty: 712.278931 Iteration 2F: 3 clusters Score -145062.5 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -145175.062500 Penalty: 712.278931 Iteration 3F: 3 clusters Score -145175.1 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -145236.812500 Penalty: 712.278931 Iteration 4Q: 3 clusters Score -145236.8 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -145277.562500 Penalty: 712.278931 Iteration 5Q: 3 clusters Score -145277.6 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -145323.968750 Penalty: 712.278931 Iteration 6Q: 3 clusters Score -145324 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -145356.812500 Penalty: 712.278931 Iteration 7Q: 3 clusters Score -145356.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -145381.078125 Penalty: 712.278931 Iteration 8Q: 3 clusters Score -145381.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -145407.984375 Penalty: 712.278931 Iteration 9Q: 3 clusters Score -145408 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -145424.812500 Penalty: 712.278931 Iteration 10Q: 3 clusters Score -145424.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -145435.453125 Penalty: 712.278931 Iteration 11Q: 3 clusters Score -145435.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -145442.281250 Penalty: 712.278931 Iteration 12Q: 3 clusters Score -145442.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -145451.390625 Penalty: 712.278931 Iteration 13Q: 3 clusters Score -145451.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -145463.015625 Penalty: 712.278931 Iteration 14Q: 3 clusters Score -145463 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -145474.281250 Penalty: 712.278931 Iteration 15Q: 3 clusters Score -145474.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -145481.750000 Penalty: 712.278931 Iteration 16Q: 3 clusters Score -145481.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -145491.062500 Penalty: 712.278931 Iteration 17Q: 3 clusters Score -145491.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 1579 members Entering Unmasked Estep Score: -145501.765625 Penalty: 712.278931 Iteration 18Q: 3 clusters Score -145501.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -145509.609375 Penalty: 712.278931 Iteration 19Q: 3 clusters Score -145509.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -145516.812500 Penalty: 712.278931 Iteration 20F: 3 clusters Score -145516.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -145521.406250 Penalty: 712.278931 Iteration 21Q: 3 clusters Score -145521.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -145524.156250 Penalty: 712.278931 Iteration 22Q: 3 clusters Score -145524.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -145527.406250 Penalty: 712.278931 Iteration 23Q: 3 clusters Score -145527.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -145532.203125 Penalty: 712.278931 Iteration 24Q: 3 clusters Score -145532.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -145534.390625 Penalty: 712.278931 Iteration 25Q: 3 clusters Score -145534.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -145535.812500 Penalty: 712.278931 Iteration 26Q: 3 clusters Score -145535.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -145537.531250 Penalty: 712.278931 Iteration 27Q: 3 clusters Score -145537.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -145538.265625 Penalty: 712.278931 Iteration 28Q: 3 clusters Score -145538.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -145540.062500 Penalty: 712.278931 Iteration 29Q: 3 clusters Score -145540.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 1726 members Entering Unmasked Estep Score: -145540.859375 Penalty: 712.278931 Iteration 30Q: 3 clusters Score -145540.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -145541.484375 Penalty: 712.278931 Iteration 31Q: 3 clusters Score -145541.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -145542.734375 Penalty: 712.278931 Iteration 32Q: 3 clusters Score -145542.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -145543.421875 Penalty: 712.278931 Iteration 33Q: 3 clusters Score -145543.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -145544.640625 Penalty: 712.278931 Iteration 34Q: 3 clusters Score -145544.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -145545.750000 Penalty: 712.278931 Iteration 35Q: 3 clusters Score -145545.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -145546.500000 Penalty: 712.278931 Iteration 36Q: 3 clusters Score -145546.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -145547.328125 Penalty: 712.278931 Iteration 37Q: 3 clusters Score -145547.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -145548.312500 Penalty: 712.278931 Iteration 38Q: 3 clusters Score -145548.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -145548.843750 Penalty: 712.278931 Iteration 39Q: 3 clusters Score -145548.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -145549.296875 Penalty: 712.278931 Iteration 40F: 3 clusters Score -145549.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 1767 members Entering Unmasked Estep Score: -145550.390625 Penalty: 712.278931 Iteration 41Q: 3 clusters Score -145550.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -145551.250000 Penalty: 712.278931 Iteration 42Q: 3 clusters Score -145551.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -145552.250000 Penalty: 712.278931 Iteration 43Q: 3 clusters Score -145552.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -145554.046875 Penalty: 712.278931 Iteration 44Q: 3 clusters Score -145554 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -145556.218750 Penalty: 712.278931 Iteration 45Q: 3 clusters Score -145556.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -145559.828125 Penalty: 712.278931 Iteration 46Q: 3 clusters Score -145559.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -145563.750000 Penalty: 712.278931 Iteration 47Q: 3 clusters Score -145563.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 1820 members Entering Unmasked Estep Score: -145565.296875 Penalty: 712.278931 Iteration 48Q: 3 clusters Score -145565.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 1825 members Entering Unmasked Estep Score: -145567.062500 Penalty: 712.278931 Iteration 49Q: 3 clusters Score -145567.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 1830 members Entering Unmasked Estep Score: -145568.718750 Penalty: 712.278931 Iteration 50Q: 3 clusters Score -145568.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 1836 members Entering Unmasked Estep Score: -145571.109375 Penalty: 712.278931 Iteration 51Q: 3 clusters Score -145571.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 1843 members Entering Unmasked Estep Score: -145572.765625 Penalty: 712.278931 Iteration 52Q: 3 clusters Score -145572.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 1844 members Entering Unmasked Estep Score: -145572.984375 Penalty: 712.278931 Iteration 53Q: 3 clusters Score -145573 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -145573.781250 Penalty: 712.278931 Iteration 54Q: 3 clusters Score -145573.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -145573.968750 Penalty: 712.278931 Iteration 55Q: 3 clusters Score -145574 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -145573.968750 Penalty: 712.278931 Iteration 56F: 3 clusters Score -145574 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (2739 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2739 members Entering Unmasked Estep Score: -152097.718750 Penalty: 360.148346 Iteration 0F: 2 clusters Score -152097.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -150225.234375 Penalty: 720.296692 Iteration 0F: 3 clusters Score -150225.2 nChanged 1157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -151074.359375 Penalty: 720.296692 Iteration 1F: 3 clusters Score -151074.4 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 1818 members Entering Unmasked Estep Score: -151268.906250 Penalty: 720.296692 Iteration 2F: 3 clusters Score -151268.9 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 1913 members Entering Unmasked Estep Score: -151403.875000 Penalty: 720.296692 Iteration 3F: 3 clusters Score -151403.9 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -151494.375000 Penalty: 720.296692 Iteration 4Q: 3 clusters Score -151494.4 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 1981 members Entering Unmasked Estep Score: -151561.093750 Penalty: 720.296692 Iteration 5Q: 3 clusters Score -151561.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -151608.875000 Penalty: 720.296692 Iteration 6Q: 3 clusters Score -151608.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -151639.312500 Penalty: 720.296692 Iteration 7Q: 3 clusters Score -151639.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 2002 members Entering Unmasked Estep Score: -151658.734375 Penalty: 720.296692 Iteration 8Q: 3 clusters Score -151658.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 2010 members Entering Unmasked Estep Score: -151677.109375 Penalty: 720.296692 Iteration 9Q: 3 clusters Score -151677.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -151684.515625 Penalty: 720.296692 Iteration 10Q: 3 clusters Score -151684.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -151691.468750 Penalty: 720.296692 Iteration 11Q: 3 clusters Score -151691.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 2016 members Entering Unmasked Estep Score: -151695.281250 Penalty: 720.296692 Iteration 12Q: 3 clusters Score -151695.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -151698.375000 Penalty: 720.296692 Iteration 13Q: 3 clusters Score -151698.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -151700.765625 Penalty: 720.296692 Iteration 14Q: 3 clusters Score -151700.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 2044 members Entering Unmasked Estep Score: -151703.609375 Penalty: 720.296692 Iteration 15Q: 3 clusters Score -151703.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 2051 members Entering Unmasked Estep Score: -151708.093750 Penalty: 720.296692 Iteration 16Q: 3 clusters Score -151708.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 2054 members Entering Unmasked Estep Score: -151711.093750 Penalty: 720.296692 Iteration 17Q: 3 clusters Score -151711.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -151712.765625 Penalty: 720.296692 Iteration 18Q: 3 clusters Score -151712.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -151713.578125 Penalty: 720.296692 Iteration 19Q: 3 clusters Score -151713.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -151714.187500 Penalty: 720.296692 Iteration 20F: 3 clusters Score -151714.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -151714.703125 Penalty: 720.296692 Iteration 21Q: 3 clusters Score -151714.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 2047 members Entering Unmasked Estep Score: -151715.421875 Penalty: 720.296692 Iteration 22Q: 3 clusters Score -151715.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -151716.484375 Penalty: 720.296692 Iteration 23Q: 3 clusters Score -151716.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -151716.718750 Penalty: 720.296692 Iteration 24Q: 3 clusters Score -151716.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -151716.890625 Penalty: 720.296692 Iteration 25Q: 3 clusters Score -151716.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -151716.890625 Penalty: 720.296692 Iteration 26F: 3 clusters Score -151716.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (6974 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6974 members Entering Unmasked Estep Score: -374934.343750 Penalty: 402.672455 Iteration 0F: 2 clusters Score -374934.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3475 members Mstep: Class 2 contains 3499 members Entering Unmasked Estep Score: -370257.218750 Penalty: 805.344910 Iteration 0F: 3 clusters Score -370257.2 nChanged 3237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3062 members Mstep: Class 2 contains 3912 members Entering Unmasked Estep Score: -372265.875000 Penalty: 805.344910 Iteration 1F: 3 clusters Score -372265.9 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2840 members Mstep: Class 2 contains 4134 members Entering Unmasked Estep Score: -372536.125000 Penalty: 805.344910 Iteration 2F: 3 clusters Score -372536.1 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2640 members Mstep: Class 2 contains 4334 members Entering Unmasked Estep Score: -372747.218750 Penalty: 805.344910 Iteration 3F: 3 clusters Score -372747.2 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2459 members Mstep: Class 2 contains 4515 members Entering Unmasked Estep Score: -372912.093750 Penalty: 805.344910 Iteration 4F: 3 clusters Score -372912.1 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2240 members Mstep: Class 2 contains 4734 members Entering Unmasked Estep Score: -373069.593750 Penalty: 805.344910 Iteration 5Q: 3 clusters Score -373069.6 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2009 members Mstep: Class 2 contains 4965 members Entering Unmasked Estep Score: -373224.218750 Penalty: 805.344910 Iteration 6Q: 3 clusters Score -373224.2 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 5226 members Entering Unmasked Estep Score: -373385.437500 Penalty: 805.344910 Iteration 7Q: 3 clusters Score -373385.4 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 5484 members Entering Unmasked Estep Score: -373542.781250 Penalty: 805.344910 Iteration 8Q: 3 clusters Score -373542.8 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 5730 members Entering Unmasked Estep Score: -373704.750000 Penalty: 805.344910 Iteration 9Q: 3 clusters Score -373704.8 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 5963 members Entering Unmasked Estep Score: -373860.781250 Penalty: 805.344910 Iteration 10Q: 3 clusters Score -373860.8 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 6187 members Entering Unmasked Estep Score: -374024.750000 Penalty: 805.344910 Iteration 11Q: 3 clusters Score -374024.8 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 6387 members Entering Unmasked Estep Score: -374175.031250 Penalty: 805.344910 Iteration 12Q: 3 clusters Score -374175 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 6557 members Entering Unmasked Estep Score: -374305.437500 Penalty: 805.344910 Iteration 13Q: 3 clusters Score -374305.4 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 6668 members Entering Unmasked Estep Score: -374393.187500 Penalty: 805.344910 Iteration 14Q: 3 clusters Score -374393.2 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 6749 members Entering Unmasked Estep Score: -374457.281250 Penalty: 805.344910 Iteration 15Q: 3 clusters Score -374457.3 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 6799 members Entering Unmasked Estep Score: -374495.343750 Penalty: 805.344910 Iteration 16Q: 3 clusters Score -374495.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 6827 members Entering Unmasked Estep Score: -374514.531250 Penalty: 805.344910 Iteration 17Q: 3 clusters Score -374514.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 6844 members Entering Unmasked Estep Score: -374530.843750 Penalty: 805.344910 Iteration 18Q: 3 clusters Score -374530.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 6856 members Entering Unmasked Estep Score: -374541.187500 Penalty: 805.344910 Iteration 19Q: 3 clusters Score -374541.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 6862 members Entering Unmasked Estep Score: -374543.625000 Penalty: 805.344910 Iteration 20F: 3 clusters Score -374543.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 6865 members Entering Unmasked Estep Score: -374546.031250 Penalty: 805.344910 Iteration 21Q: 3 clusters Score -374546 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 6869 members Entering Unmasked Estep Score: -374550.906250 Penalty: 805.344910 Iteration 22Q: 3 clusters Score -374550.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 6874 members Entering Unmasked Estep Score: -374557.750000 Penalty: 805.344910 Iteration 23Q: 3 clusters Score -374557.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 6877 members Entering Unmasked Estep Score: -374563.750000 Penalty: 805.344910 Iteration 24Q: 3 clusters Score -374563.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 6880 members Entering Unmasked Estep Score: -374571.406250 Penalty: 805.344910 Iteration 25Q: 3 clusters Score -374571.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 6878 members Entering Unmasked Estep Score: -374574.500000 Penalty: 805.344910 Iteration 26Q: 3 clusters Score -374574.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 6881 members Entering Unmasked Estep Score: -374576.687500 Penalty: 805.344910 Iteration 27Q: 3 clusters Score -374576.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 6880 members Entering Unmasked Estep Score: -374576.812500 Penalty: 805.344910 Iteration 28Q: 3 clusters Score -374576.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 6880 members Entering Unmasked Estep Score: -374576.812500 Penalty: 805.344910 Iteration 29F: 3 clusters Score -374576.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (58115 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58115 members Entering Unmasked Estep Score: -3620543.250000 Penalty: 499.143158 Iteration 0F: 2 clusters Score -3620543 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28962 members Mstep: Class 2 contains 29153 members Entering Unmasked Estep Score: -3581502.000000 Penalty: 998.286316 Iteration 0F: 3 clusters Score -3581502 nChanged 28209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24405 members Mstep: Class 2 contains 33710 members Entering Unmasked Estep Score: -3598610.250000 Penalty: 998.286316 Iteration 1F: 3 clusters Score -3598610 nChanged 3412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21791 members Mstep: Class 2 contains 36324 members Entering Unmasked Estep Score: -3600207.000000 Penalty: 998.286316 Iteration 2F: 3 clusters Score -3600207 nChanged 4138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18149 members Mstep: Class 2 contains 39966 members Entering Unmasked Estep Score: -3602830.500000 Penalty: 998.286316 Iteration 3F: 3 clusters Score -3602830 nChanged 4771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13630 members Mstep: Class 2 contains 44485 members Entering Unmasked Estep Score: -3606792.250000 Penalty: 998.286316 Iteration 4F: 3 clusters Score -3606792 nChanged 4952 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8764 members Mstep: Class 2 contains 49351 members Entering Unmasked Estep Score: -3611784.000000 Penalty: 998.286316 Iteration 5F: 3 clusters Score -3611784 nChanged 4053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4731 members Mstep: Class 2 contains 53384 members Entering Unmasked Estep Score: -3616011.250000 Penalty: 998.286316 Iteration 6F: 3 clusters Score -3616011 nChanged 2398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2343 members Mstep: Class 2 contains 55772 members Entering Unmasked Estep Score: -3618508.750000 Penalty: 998.286316 Iteration 7Q: 3 clusters Score -3618509 nChanged 1089 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 56859 members Entering Unmasked Estep Score: -3619598.500000 Penalty: 998.286316 Iteration 8Q: 3 clusters Score -3619598 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 57239 members Entering Unmasked Estep Score: -3619997.750000 Penalty: 998.286316 Iteration 9Q: 3 clusters Score -3619998 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 57387 members Entering Unmasked Estep Score: -3620136.750000 Penalty: 998.286316 Iteration 10Q: 3 clusters Score -3620137 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 57455 members Entering Unmasked Estep Score: -3620191.500000 Penalty: 998.286316 Iteration 11Q: 3 clusters Score -3620192 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 57507 members Entering Unmasked Estep Score: -3620223.000000 Penalty: 998.286316 Iteration 12Q: 3 clusters Score -3620223 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 57558 members Entering Unmasked Estep Score: -3620251.000000 Penalty: 998.286316 Iteration 13Q: 3 clusters Score -3620251 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 57591 members Entering Unmasked Estep Score: -3620270.250000 Penalty: 998.286316 Iteration 14Q: 3 clusters Score -3620270 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 57610 members Entering Unmasked Estep Score: -3620272.000000 Penalty: 998.286316 Iteration 15Q: 3 clusters Score -3620272 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 57628 members Entering Unmasked Estep Score: -3620283.500000 Penalty: 998.286316 Iteration 16Q: 3 clusters Score -3620284 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 57641 members Entering Unmasked Estep Score: -3620291.000000 Penalty: 998.286316 Iteration 17Q: 3 clusters Score -3620291 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 57650 members Entering Unmasked Estep Score: -3620300.000000 Penalty: 998.286316 Iteration 18Q: 3 clusters Score -3620300 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 57661 members Entering Unmasked Estep Score: -3620298.500000 Penalty: 998.286316 Iteration 19Q: 3 clusters Score -3620298 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 57670 members Entering Unmasked Estep Score: -3620298.750000 Penalty: 998.286316 Iteration 20F: 3 clusters Score -3620299 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 57671 members Entering Unmasked Estep Score: -3620300.250000 Penalty: 998.286316 Iteration 21Q: 3 clusters Score -3620300 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 57673 members Entering Unmasked Estep Score: -3620298.500000 Penalty: 998.286316 Iteration 22Q: 3 clusters Score -3620298 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 57674 members Entering Unmasked Estep Score: -3620301.000000 Penalty: 998.286316 Iteration 23Q: 3 clusters Score -3620301 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 57675 members Entering Unmasked Estep Score: -3620299.500000 Penalty: 998.286316 Iteration 24Q: 3 clusters Score -3620300 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 57677 members Entering Unmasked Estep Score: -3620299.750000 Penalty: 998.286316 Iteration 25Q: 3 clusters Score -3620300 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 57678 members Entering Unmasked Estep Score: -3620299.750000 Penalty: 998.286316 Iteration 26Q: 3 clusters Score -3620300 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 57678 members Entering Unmasked Estep Score: -3620299.750000 Penalty: 998.286316 Iteration 27F: 3 clusters Score -3620300 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (5011 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5011 members Entering Unmasked Estep Score: -305076.937500 Penalty: 387.632294 Iteration 0F: 2 clusters Score -305076.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2481 members Mstep: Class 2 contains 2530 members Entering Unmasked Estep Score: -301662.468750 Penalty: 775.264587 Iteration 0F: 3 clusters Score -301662.5 nChanged 2258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2311 members Mstep: Class 2 contains 2700 members Entering Unmasked Estep Score: -302945.906250 Penalty: 775.264587 Iteration 1F: 3 clusters Score -302945.9 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2231 members Mstep: Class 2 contains 2780 members Entering Unmasked Estep Score: -303088.312500 Penalty: 775.264587 Iteration 2F: 3 clusters Score -303088.3 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2118 members Mstep: Class 2 contains 2893 members Entering Unmasked Estep Score: -303214.406250 Penalty: 775.264587 Iteration 3F: 3 clusters Score -303214.4 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 3034 members Entering Unmasked Estep Score: -303347.406250 Penalty: 775.264587 Iteration 4F: 3 clusters Score -303347.4 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Mstep: Class 2 contains 3177 members Entering Unmasked Estep Score: -303485.625000 Penalty: 775.264587 Iteration 5Q: 3 clusters Score -303485.6 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 3337 members Entering Unmasked Estep Score: -303680.125000 Penalty: 775.264587 Iteration 6F: 3 clusters Score -303680.1 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 3481 members Entering Unmasked Estep Score: -303910.406250 Penalty: 775.264587 Iteration 7F: 3 clusters Score -303910.4 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 3605 members Entering Unmasked Estep Score: -304099.468750 Penalty: 775.264587 Iteration 8Q: 3 clusters Score -304099.5 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 3704 members Entering Unmasked Estep Score: -304237.562500 Penalty: 775.264587 Iteration 9Q: 3 clusters Score -304237.6 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 3772 members Entering Unmasked Estep Score: -304311.000000 Penalty: 775.264587 Iteration 10Q: 3 clusters Score -304311 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 3827 members Entering Unmasked Estep Score: -304360.937500 Penalty: 775.264587 Iteration 11Q: 3 clusters Score -304360.9 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 3891 members Entering Unmasked Estep Score: -304399.875000 Penalty: 775.264587 Iteration 12Q: 3 clusters Score -304399.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 3935 members Entering Unmasked Estep Score: -304425.187500 Penalty: 775.264587 Iteration 13Q: 3 clusters Score -304425.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 3977 members Entering Unmasked Estep Score: -304453.093750 Penalty: 775.264587 Iteration 14Q: 3 clusters Score -304453.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 4012 members Entering Unmasked Estep Score: -304484.031250 Penalty: 775.264587 Iteration 15Q: 3 clusters Score -304484 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 4053 members Entering Unmasked Estep Score: -304515.187500 Penalty: 775.264587 Iteration 16Q: 3 clusters Score -304515.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 4095 members Entering Unmasked Estep Score: -304537.250000 Penalty: 775.264587 Iteration 17Q: 3 clusters Score -304537.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 4130 members Entering Unmasked Estep Score: -304549.593750 Penalty: 775.264587 Iteration 18Q: 3 clusters Score -304549.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 4159 members Entering Unmasked Estep Score: -304562.156250 Penalty: 775.264587 Iteration 19Q: 3 clusters Score -304562.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 4184 members Entering Unmasked Estep Score: -304571.906250 Penalty: 775.264587 Iteration 20F: 3 clusters Score -304571.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 4205 members Entering Unmasked Estep Score: -304579.406250 Penalty: 775.264587 Iteration 21Q: 3 clusters Score -304579.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 4222 members Entering Unmasked Estep Score: -304586.968750 Penalty: 775.264587 Iteration 22Q: 3 clusters Score -304587 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 4250 members Entering Unmasked Estep Score: -304595.250000 Penalty: 775.264587 Iteration 23Q: 3 clusters Score -304595.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 4274 members Entering Unmasked Estep Score: -304604.281250 Penalty: 775.264587 Iteration 24Q: 3 clusters Score -304604.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 4301 members Entering Unmasked Estep Score: -304614.156250 Penalty: 775.264587 Iteration 25Q: 3 clusters Score -304614.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 4324 members Entering Unmasked Estep Score: -304621.750000 Penalty: 775.264587 Iteration 26Q: 3 clusters Score -304621.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 4342 members Entering Unmasked Estep Score: -304628.281250 Penalty: 775.264587 Iteration 27Q: 3 clusters Score -304628.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 4359 members Entering Unmasked Estep Score: -304636.625000 Penalty: 775.264587 Iteration 28Q: 3 clusters Score -304636.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 4380 members Entering Unmasked Estep Score: -304646.718750 Penalty: 775.264587 Iteration 29Q: 3 clusters Score -304646.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 4401 members Entering Unmasked Estep Score: -304654.562500 Penalty: 775.264587 Iteration 30Q: 3 clusters Score -304654.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 4419 members Entering Unmasked Estep Score: -304660.968750 Penalty: 775.264587 Iteration 31Q: 3 clusters Score -304661 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 4431 members Entering Unmasked Estep Score: -304665.187500 Penalty: 775.264587 Iteration 32Q: 3 clusters Score -304665.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 4438 members Entering Unmasked Estep Score: -304670.937500 Penalty: 775.264587 Iteration 33Q: 3 clusters Score -304670.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 4455 members Entering Unmasked Estep Score: -304677.718750 Penalty: 775.264587 Iteration 34Q: 3 clusters Score -304677.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 4469 members Entering Unmasked Estep Score: -304684.875000 Penalty: 775.264587 Iteration 35Q: 3 clusters Score -304684.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 4479 members Entering Unmasked Estep Score: -304692.718750 Penalty: 775.264587 Iteration 36Q: 3 clusters Score -304692.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 4488 members Entering Unmasked Estep Score: -304697.250000 Penalty: 775.264587 Iteration 37Q: 3 clusters Score -304697.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 4493 members Entering Unmasked Estep Score: -304702.375000 Penalty: 775.264587 Iteration 38Q: 3 clusters Score -304702.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 4496 members Entering Unmasked Estep Score: -304709.468750 Penalty: 775.264587 Iteration 39Q: 3 clusters Score -304709.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 4502 members Entering Unmasked Estep Score: -304713.843750 Penalty: 775.264587 Iteration 40F: 3 clusters Score -304713.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 4503 members Entering Unmasked Estep Score: -304716.218750 Penalty: 775.264587 Iteration 41Q: 3 clusters Score -304716.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 4509 members Entering Unmasked Estep Score: -304717.781250 Penalty: 775.264587 Iteration 42Q: 3 clusters Score -304717.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 4511 members Entering Unmasked Estep Score: -304720.531250 Penalty: 775.264587 Iteration 43Q: 3 clusters Score -304720.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 4518 members Entering Unmasked Estep Score: -304722.562500 Penalty: 775.264587 Iteration 44Q: 3 clusters Score -304722.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 4518 members Entering Unmasked Estep Score: -304724.000000 Penalty: 775.264587 Iteration 45Q: 3 clusters Score -304724 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 4518 members Entering Unmasked Estep Score: -304724.437500 Penalty: 775.264587 Iteration 46Q: 3 clusters Score -304724.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 4516 members Entering Unmasked Estep Score: -304725.156250 Penalty: 775.264587 Iteration 47Q: 3 clusters Score -304725.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 4517 members Entering Unmasked Estep Score: -304725.031250 Penalty: 775.264587 Iteration 48Q: 3 clusters Score -304725 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 4517 members Entering Unmasked Estep Score: -304725.031250 Penalty: 775.264587 Iteration 49F: 3 clusters Score -304725 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (194 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Entering Unmasked Estep Score: -6208.005859 Penalty: 239.687546 Iteration 0F: 2 clusters Score -6208.006 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -5960.111816 Penalty: 479.375092 Iteration 0F: 3 clusters Score -5960.112 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -6037.534180 Penalty: 479.375092 Iteration 1F: 3 clusters Score -6037.534 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -6049.847656 Penalty: 479.375092 Iteration 2F: 3 clusters Score -6049.848 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -6077.042969 Penalty: 479.375092 Iteration 3Q: 3 clusters Score -6077.043 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -6106.742676 Penalty: 479.375092 Iteration 4Q: 3 clusters Score -6106.743 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -6119.531738 Penalty: 479.375092 Iteration 5Q: 3 clusters Score -6119.532 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -6137.907227 Penalty: 479.375092 Iteration 6Q: 3 clusters Score -6137.907 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -6141.582031 Penalty: 479.375092 Iteration 7Q: 3 clusters Score -6141.582 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -6142.401367 Penalty: 479.375092 Iteration 8Q: 3 clusters Score -6142.401 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -6142.401367 Penalty: 479.375092 Iteration 9F: 3 clusters Score -6142.401 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (2589 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2589 members Entering Unmasked Estep Score: -153854.000000 Penalty: 357.585724 Iteration 0F: 2 clusters Score -153854 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -152008.593750 Penalty: 715.171448 Iteration 0F: 3 clusters Score -152008.6 nChanged 1140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -152677.968750 Penalty: 715.171448 Iteration 1F: 3 clusters Score -152678 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -152789.093750 Penalty: 715.171448 Iteration 2F: 3 clusters Score -152789.1 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -152865.937500 Penalty: 715.171448 Iteration 3F: 3 clusters Score -152865.9 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -152903.390625 Penalty: 715.171448 Iteration 4Q: 3 clusters Score -152903.4 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -152922.875000 Penalty: 715.171448 Iteration 5Q: 3 clusters Score -152922.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -152941.968750 Penalty: 715.171448 Iteration 6Q: 3 clusters Score -152942 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -152955.140625 Penalty: 715.171448 Iteration 7Q: 3 clusters Score -152955.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -152967.156250 Penalty: 715.171448 Iteration 8Q: 3 clusters Score -152967.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -152974.375000 Penalty: 715.171448 Iteration 9Q: 3 clusters Score -152974.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -152978.250000 Penalty: 715.171448 Iteration 10Q: 3 clusters Score -152978.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -152982.328125 Penalty: 715.171448 Iteration 11Q: 3 clusters Score -152982.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -152985.796875 Penalty: 715.171448 Iteration 12Q: 3 clusters Score -152985.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -152989.812500 Penalty: 715.171448 Iteration 13Q: 3 clusters Score -152989.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -152993.656250 Penalty: 715.171448 Iteration 14Q: 3 clusters Score -152993.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -152997.437500 Penalty: 715.171448 Iteration 15Q: 3 clusters Score -152997.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -153000.703125 Penalty: 715.171448 Iteration 16Q: 3 clusters Score -153000.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -153005.734375 Penalty: 715.171448 Iteration 17Q: 3 clusters Score -153005.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -153010.765625 Penalty: 715.171448 Iteration 18Q: 3 clusters Score -153010.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -153016.718750 Penalty: 715.171448 Iteration 19Q: 3 clusters Score -153016.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -153022.515625 Penalty: 715.171448 Iteration 20F: 3 clusters Score -153022.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -153026.562500 Penalty: 715.171448 Iteration 21Q: 3 clusters Score -153026.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -153029.000000 Penalty: 715.171448 Iteration 22Q: 3 clusters Score -153029 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -153030.890625 Penalty: 715.171448 Iteration 23Q: 3 clusters Score -153030.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -153032.171875 Penalty: 715.171448 Iteration 24Q: 3 clusters Score -153032.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -153032.859375 Penalty: 715.171448 Iteration 25Q: 3 clusters Score -153032.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -153033.984375 Penalty: 715.171448 Iteration 26Q: 3 clusters Score -153034 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -153034.796875 Penalty: 715.171448 Iteration 27Q: 3 clusters Score -153034.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -153034.843750 Penalty: 715.171448 Iteration 28Q: 3 clusters Score -153034.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -153035.046875 Penalty: 715.171448 Iteration 29Q: 3 clusters Score -153035 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -153035.312500 Penalty: 715.171448 Iteration 30Q: 3 clusters Score -153035.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -153035.312500 Penalty: 715.171448 Iteration 31F: 3 clusters Score -153035.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (3732 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3732 members Entering Unmasked Estep Score: -180087.328125 Penalty: 374.223846 Iteration 0F: 2 clusters Score -180087.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -177530.765625 Penalty: 748.447693 Iteration 0F: 3 clusters Score -177530.8 nChanged 1646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Mstep: Class 2 contains 1833 members Entering Unmasked Estep Score: -178541.921875 Penalty: 748.447693 Iteration 1F: 3 clusters Score -178541.9 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 1822 members Entering Unmasked Estep Score: -178674.281250 Penalty: 748.447693 Iteration 2F: 3 clusters Score -178674.3 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -178778.968750 Penalty: 748.447693 Iteration 3F: 3 clusters Score -178779 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -178867.421875 Penalty: 748.447693 Iteration 4F: 3 clusters Score -178867.4 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2008 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -178930.625000 Penalty: 748.447693 Iteration 5Q: 3 clusters Score -178930.6 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -179001.984375 Penalty: 748.447693 Iteration 6Q: 3 clusters Score -179002 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2116 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -179081.484375 Penalty: 748.447693 Iteration 7Q: 3 clusters Score -179081.5 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2183 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -179157.093750 Penalty: 748.447693 Iteration 8Q: 3 clusters Score -179157.1 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -179232.828125 Penalty: 748.447693 Iteration 9Q: 3 clusters Score -179232.8 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -179290.875000 Penalty: 748.447693 Iteration 10Q: 3 clusters Score -179290.9 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2426 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -179352.781250 Penalty: 748.447693 Iteration 11Q: 3 clusters Score -179352.8 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2503 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -179410.046875 Penalty: 748.447693 Iteration 12Q: 3 clusters Score -179410 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2579 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -179472.859375 Penalty: 748.447693 Iteration 13Q: 3 clusters Score -179472.9 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2651 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -179537.968750 Penalty: 748.447693 Iteration 14Q: 3 clusters Score -179538 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2729 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -179606.609375 Penalty: 748.447693 Iteration 15Q: 3 clusters Score -179606.6 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2788 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -179650.796875 Penalty: 748.447693 Iteration 16Q: 3 clusters Score -179650.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2842 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -179692.296875 Penalty: 748.447693 Iteration 17Q: 3 clusters Score -179692.3 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2891 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -179726.453125 Penalty: 748.447693 Iteration 18Q: 3 clusters Score -179726.5 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2938 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -179757.656250 Penalty: 748.447693 Iteration 19Q: 3 clusters Score -179757.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2972 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -179782.796875 Penalty: 748.447693 Iteration 20F: 3 clusters Score -179782.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3001 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -179802.109375 Penalty: 748.447693 Iteration 21Q: 3 clusters Score -179802.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3022 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -179822.765625 Penalty: 748.447693 Iteration 22Q: 3 clusters Score -179822.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3045 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -179839.890625 Penalty: 748.447693 Iteration 23Q: 3 clusters Score -179839.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3065 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -179852.828125 Penalty: 748.447693 Iteration 24Q: 3 clusters Score -179852.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3084 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -179863.765625 Penalty: 748.447693 Iteration 25Q: 3 clusters Score -179863.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3099 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -179872.796875 Penalty: 748.447693 Iteration 26Q: 3 clusters Score -179872.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3116 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -179879.078125 Penalty: 748.447693 Iteration 27Q: 3 clusters Score -179879.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3131 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -179885.671875 Penalty: 748.447693 Iteration 28Q: 3 clusters Score -179885.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3146 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -179892.125000 Penalty: 748.447693 Iteration 29Q: 3 clusters Score -179892.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3156 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -179894.546875 Penalty: 748.447693 Iteration 30Q: 3 clusters Score -179894.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3163 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -179896.843750 Penalty: 748.447693 Iteration 31Q: 3 clusters Score -179896.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3168 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -179897.968750 Penalty: 748.447693 Iteration 32Q: 3 clusters Score -179898 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3171 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -179900.015625 Penalty: 748.447693 Iteration 33Q: 3 clusters Score -179900 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3178 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -179903.406250 Penalty: 748.447693 Iteration 34Q: 3 clusters Score -179903.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3180 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -179903.640625 Penalty: 748.447693 Iteration 35Q: 3 clusters Score -179903.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3181 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -179903.859375 Penalty: 748.447693 Iteration 36Q: 3 clusters Score -179903.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3182 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -179903.984375 Penalty: 748.447693 Iteration 37Q: 3 clusters Score -179904 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3183 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -179904.328125 Penalty: 748.447693 Iteration 38Q: 3 clusters Score -179904.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3183 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -179904.328125 Penalty: 748.447693 Iteration 39F: 3 clusters Score -179904.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (524 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Entering Unmasked Estep Score: -27391.677734 Penalty: 284.897888 Iteration 0F: 2 clusters Score -27391.68 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -26939.097656 Penalty: 569.795776 Iteration 0F: 3 clusters Score -26939.1 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -27102.880859 Penalty: 569.795776 Iteration 1F: 3 clusters Score -27102.88 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -27192.314453 Penalty: 569.795776 Iteration 2F: 3 clusters Score -27192.31 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -27245.416016 Penalty: 569.795776 Iteration 3F: 3 clusters Score -27245.42 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -27352.207031 Penalty: 569.795776 Iteration 4F: 3 clusters Score -27352.21 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -27377.910156 Penalty: 569.795776 Iteration 5Q: 3 clusters Score -27377.91 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -27388.226562 Penalty: 569.795776 Iteration 6Q: 3 clusters Score -27388.23 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -27393.716797 Penalty: 569.795776 Iteration 7Q: 3 clusters Score -27393.72 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -27398.697266 Penalty: 569.795776 Iteration 8Q: 3 clusters Score -27398.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -27401.941406 Penalty: 569.795776 Iteration 9Q: 3 clusters Score -27401.94 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -27403.507812 Penalty: 569.795776 Iteration 10Q: 3 clusters Score -27403.51 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -27403.802734 Penalty: 569.795776 Iteration 11Q: 3 clusters Score -27403.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -27404.150391 Penalty: 569.795776 Iteration 12Q: 3 clusters Score -27404.15 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -27404.150391 Penalty: 569.795776 Iteration 13F: 3 clusters Score -27404.15 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27505 members Mstep: Class 2 contains 18530 members Mstep: Class 3 contains 4769 members Mstep: Class 4 contains 2482 members Mstep: Class 5 contains 4302 members Mstep: Class 6 contains 1681 members Mstep: Class 7 contains 3883 members Mstep: Class 8 contains 1117 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5488 members Mstep: Class 11 contains 15723 members Mstep: Class 12 contains 5441 members Mstep: Class 13 contains 915 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5623 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1608 members Mstep: Class 18 contains 372 members Mstep: Class 19 contains 419 members Mstep: Class 20 contains 8182 members Mstep: Class 21 contains 102911 members Mstep: Class 22 contains 2169 members Mstep: Class 23 contains 2134 members Mstep: Class 24 contains 2508 members Mstep: Class 25 contains 2739 members Mstep: Class 26 contains 6974 members Mstep: Class 27 contains 58115 members Mstep: Class 28 contains 5011 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2589 members Mstep: Class 31 contains 3732 members Mstep: Class 32 contains 152 members Mstep: Class 33 contains 1416 members Mstep: Class 34 contains 11449 members Entering Unmasked Estep Score: -17799532.000000 Penalty: 19569.839844 Splitting cluster 32 changes total score from -17799832.000000 to -17799532.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 33 (1416 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Entering Unmasked Estep Score: -81175.226562 Penalty: 330.129395 Iteration 0F: 2 clusters Score -81175.23 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -80076.250000 Penalty: 660.258789 Iteration 0F: 3 clusters Score -80076.25 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -80426.875000 Penalty: 660.258789 Iteration 1F: 3 clusters Score -80426.88 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -80500.820312 Penalty: 660.258789 Iteration 2F: 3 clusters Score -80500.82 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -80566.882812 Penalty: 660.258789 Iteration 3F: 3 clusters Score -80566.88 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -80627.921875 Penalty: 660.258789 Iteration 4Q: 3 clusters Score -80627.92 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -80690.609375 Penalty: 660.258789 Iteration 5F: 3 clusters Score -80690.61 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -80746.281250 Penalty: 660.258789 Iteration 6Q: 3 clusters Score -80746.28 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -80808.164062 Penalty: 660.258789 Iteration 7Q: 3 clusters Score -80808.16 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -80842.492188 Penalty: 660.258789 Iteration 8Q: 3 clusters Score -80842.49 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -80864.765625 Penalty: 660.258789 Iteration 9Q: 3 clusters Score -80864.77 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -80882.906250 Penalty: 660.258789 Iteration 10Q: 3 clusters Score -80882.91 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -80897.398438 Penalty: 660.258789 Iteration 11Q: 3 clusters Score -80897.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -80909.671875 Penalty: 660.258789 Iteration 12Q: 3 clusters Score -80909.67 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -80918.312500 Penalty: 660.258789 Iteration 13Q: 3 clusters Score -80918.31 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -80927.500000 Penalty: 660.258789 Iteration 14Q: 3 clusters Score -80927.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -80941.085938 Penalty: 660.258789 Iteration 15Q: 3 clusters Score -80941.09 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -80951.859375 Penalty: 660.258789 Iteration 16Q: 3 clusters Score -80951.86 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -80977.062500 Penalty: 660.258789 Iteration 17Q: 3 clusters Score -80977.06 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -81034.648438 Penalty: 660.258789 Iteration 18Q: 3 clusters Score -81034.65 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -81069.164062 Penalty: 660.258789 Iteration 19Q: 3 clusters Score -81069.16 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -81096.718750 Penalty: 660.258789 Iteration 20F: 3 clusters Score -81096.72 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -81119.375000 Penalty: 660.258789 Iteration 21Q: 3 clusters Score -81119.38 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -81164.101562 Penalty: 660.258789 Iteration 22Q: 3 clusters Score -81164.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -81290.734375 Penalty: 660.258789 Iteration 23Q: 3 clusters Score -81290.73 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -81395.078125 Penalty: 660.258789 Iteration 24Q: 3 clusters Score -81395.08 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -81408.507812 Penalty: 660.258789 Iteration 25Q: 3 clusters Score -81408.51 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -81410.375000 Penalty: 660.258789 Iteration 26Q: 3 clusters Score -81410.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -81410.640625 Penalty: 660.258789 Iteration 27Q: 3 clusters Score -81410.64 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -81411.054688 Penalty: 660.258789 Iteration 28Q: 3 clusters Score -81411.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -81414.398438 Penalty: 660.258789 Iteration 29F: 3 clusters Score -81414.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -81417.445312 Penalty: 660.258789 Iteration 30Q: 3 clusters Score -81417.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -81420.289062 Penalty: 660.258789 Iteration 31Q: 3 clusters Score -81420.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -81421.304688 Penalty: 660.258789 Iteration 32Q: 3 clusters Score -81421.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -81421.304688 Penalty: 660.258789 Iteration 33F: 3 clusters Score -81421.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27505 members Mstep: Class 2 contains 18530 members Mstep: Class 3 contains 4769 members Mstep: Class 4 contains 2482 members Mstep: Class 5 contains 4302 members Mstep: Class 6 contains 1681 members Mstep: Class 7 contains 3883 members Mstep: Class 8 contains 1117 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5488 members Mstep: Class 11 contains 15723 members Mstep: Class 12 contains 5441 members Mstep: Class 13 contains 915 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5623 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1608 members Mstep: Class 18 contains 424 members Mstep: Class 19 contains 419 members Mstep: Class 20 contains 8182 members Mstep: Class 21 contains 102911 members Mstep: Class 22 contains 2169 members Mstep: Class 23 contains 2134 members Mstep: Class 24 contains 2508 members Mstep: Class 25 contains 2739 members Mstep: Class 26 contains 6974 members Mstep: Class 27 contains 58115 members Mstep: Class 28 contains 5011 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2589 members Mstep: Class 31 contains 3732 members Mstep: Class 32 contains 524 members Mstep: Class 33 contains 992 members Mstep: Class 34 contains 11449 members Entering Unmasked Estep Score: -17799824.000000 Penalty: 19569.839844 Splitting cluster 33 changes total score from -17799832.000000 to -17799824.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 34 (11449 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11449 members Entering Unmasked Estep Score: -695888.375000 Penalty: 425.227417 Iteration 0F: 2 clusters Score -695888.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5715 members Mstep: Class 2 contains 5734 members Entering Unmasked Estep Score: -688230.312500 Penalty: 850.454834 Iteration 0F: 3 clusters Score -688230.3 nChanged 5384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5341 members Mstep: Class 2 contains 6108 members Entering Unmasked Estep Score: -691450.125000 Penalty: 850.454834 Iteration 1F: 3 clusters Score -691450.1 nChanged 767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4966 members Mstep: Class 2 contains 6483 members Entering Unmasked Estep Score: -691845.937500 Penalty: 850.454834 Iteration 2F: 3 clusters Score -691845.9 nChanged 891 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4449 members Mstep: Class 2 contains 7000 members Entering Unmasked Estep Score: -692362.062500 Penalty: 850.454834 Iteration 3F: 3 clusters Score -692362.1 nChanged 857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3896 members Mstep: Class 2 contains 7553 members Entering Unmasked Estep Score: -692875.937500 Penalty: 850.454834 Iteration 4F: 3 clusters Score -692875.9 nChanged 763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3385 members Mstep: Class 2 contains 8064 members Entering Unmasked Estep Score: -693301.625000 Penalty: 850.454834 Iteration 5F: 3 clusters Score -693301.6 nChanged 598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2963 members Mstep: Class 2 contains 8486 members Entering Unmasked Estep Score: -693609.750000 Penalty: 850.454834 Iteration 6F: 3 clusters Score -693609.8 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2581 members Mstep: Class 2 contains 8868 members Entering Unmasked Estep Score: -693832.750000 Penalty: 850.454834 Iteration 7Q: 3 clusters Score -693832.8 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2233 members Mstep: Class 2 contains 9216 members Entering Unmasked Estep Score: -694012.187500 Penalty: 850.454834 Iteration 8Q: 3 clusters Score -694012.2 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1901 members Mstep: Class 2 contains 9548 members Entering Unmasked Estep Score: -694179.000000 Penalty: 850.454834 Iteration 9Q: 3 clusters Score -694179 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 9891 members Entering Unmasked Estep Score: -694369.312500 Penalty: 850.454834 Iteration 10Q: 3 clusters Score -694369.3 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 10211 members Entering Unmasked Estep Score: -694563.187500 Penalty: 850.454834 Iteration 11Q: 3 clusters Score -694563.2 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 10504 members Entering Unmasked Estep Score: -694764.125000 Penalty: 850.454834 Iteration 12Q: 3 clusters Score -694764.1 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 10772 members Entering Unmasked Estep Score: -694972.437500 Penalty: 850.454834 Iteration 13Q: 3 clusters Score -694972.4 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 10993 members Entering Unmasked Estep Score: -695153.187500 Penalty: 850.454834 Iteration 14Q: 3 clusters Score -695153.2 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 11149 members Entering Unmasked Estep Score: -695291.312500 Penalty: 850.454834 Iteration 15Q: 3 clusters Score -695291.3 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 11249 members Entering Unmasked Estep Score: -695376.187500 Penalty: 850.454834 Iteration 16Q: 3 clusters Score -695376.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 11309 members Entering Unmasked Estep Score: -695430.000000 Penalty: 850.454834 Iteration 17Q: 3 clusters Score -695430 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 11341 members Entering Unmasked Estep Score: -695464.875000 Penalty: 850.454834 Iteration 18Q: 3 clusters Score -695464.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 11358 members Entering Unmasked Estep Score: -695488.312500 Penalty: 850.454834 Iteration 19Q: 3 clusters Score -695488.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 11370 members Entering Unmasked Estep Score: -695508.937500 Penalty: 850.454834 Iteration 20F: 3 clusters Score -695508.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 11376 members Entering Unmasked Estep Score: -695516.312500 Penalty: 850.454834 Iteration 21Q: 3 clusters Score -695516.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 11379 members Entering Unmasked Estep Score: -695523.250000 Penalty: 850.454834 Iteration 22Q: 3 clusters Score -695523.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 11378 members Entering Unmasked Estep Score: -695524.625000 Penalty: 850.454834 Iteration 23Q: 3 clusters Score -695524.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 11378 members Entering Unmasked Estep Score: -695524.625000 Penalty: 850.454834 Iteration 24F: 3 clusters Score -695524.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27505 members Mstep: Class 2 contains 18530 members Mstep: Class 3 contains 4769 members Mstep: Class 4 contains 2482 members Mstep: Class 5 contains 4302 members Mstep: Class 6 contains 1681 members Mstep: Class 7 contains 3883 members Mstep: Class 8 contains 1117 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5488 members Mstep: Class 11 contains 15723 members Mstep: Class 12 contains 5441 members Mstep: Class 13 contains 915 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5623 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1608 members Mstep: Class 19 contains 419 members Mstep: Class 20 contains 8182 members Mstep: Class 21 contains 102911 members Mstep: Class 22 contains 2169 members Mstep: Class 23 contains 2134 members Mstep: Class 24 contains 2508 members Mstep: Class 25 contains 2739 members Mstep: Class 26 contains 6974 members Mstep: Class 27 contains 58115 members Mstep: Class 28 contains 5011 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2589 members Mstep: Class 31 contains 3732 members Mstep: Class 32 contains 524 members Mstep: Class 33 contains 1416 members Mstep: Class 34 contains 11449 members Entering Unmasked Estep ConsiderDeletion Score: -17799820.000000 Penalty: 18994.255859 Iteration 159Q: 34 clusters Score -1.779982e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27500 members Mstep: Class 2 contains 18532 members Mstep: Class 3 contains 4767 members Mstep: Class 4 contains 2479 members Mstep: Class 5 contains 4301 members Mstep: Class 6 contains 1679 members Mstep: Class 7 contains 3880 members Mstep: Class 8 contains 1117 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5487 members Mstep: Class 11 contains 15720 members Mstep: Class 12 contains 5442 members Mstep: Class 13 contains 915 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5626 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1608 members Mstep: Class 19 contains 419 members Mstep: Class 20 contains 8179 members Mstep: Class 21 contains 102916 members Mstep: Class 22 contains 2191 members Mstep: Class 23 contains 2135 members Mstep: Class 24 contains 2508 members Mstep: Class 25 contains 2728 members Mstep: Class 26 contains 6971 members Mstep: Class 27 contains 58120 members Mstep: Class 28 contains 5022 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2589 members Mstep: Class 31 contains 3732 members Mstep: Class 32 contains 524 members Mstep: Class 33 contains 1416 members Mstep: Class 34 contains 11436 members Entering Unmasked Estep ConsiderDeletion Score: -17799848.000000 Penalty: 18994.255859 Iteration 160F: 34 clusters Score -1.779985e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27497 members Mstep: Class 2 contains 18533 members Mstep: Class 3 contains 4765 members Mstep: Class 4 contains 2478 members Mstep: Class 5 contains 4302 members Mstep: Class 6 contains 1679 members Mstep: Class 7 contains 3877 members Mstep: Class 8 contains 1117 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5492 members Mstep: Class 11 contains 15716 members Mstep: Class 12 contains 5444 members Mstep: Class 13 contains 915 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5629 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1607 members Mstep: Class 19 contains 419 members Mstep: Class 20 contains 8180 members Mstep: Class 21 contains 102917 members Mstep: Class 22 contains 2214 members Mstep: Class 23 contains 2134 members Mstep: Class 24 contains 2508 members Mstep: Class 25 contains 2712 members Mstep: Class 26 contains 6970 members Mstep: Class 27 contains 58128 members Mstep: Class 28 contains 5028 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2589 members Mstep: Class 31 contains 3732 members Mstep: Class 32 contains 524 members Mstep: Class 33 contains 1416 members Mstep: Class 34 contains 11417 members Entering Unmasked Estep ConsiderDeletion Score: -17799876.000000 Penalty: 18994.255859 Iteration 161Q: 34 clusters Score -1.779988e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27489 members Mstep: Class 2 contains 18533 members Mstep: Class 3 contains 4763 members Mstep: Class 4 contains 2479 members Mstep: Class 5 contains 4303 members Mstep: Class 6 contains 1680 members Mstep: Class 7 contains 3877 members Mstep: Class 8 contains 1117 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5497 members Mstep: Class 11 contains 15707 members Mstep: Class 12 contains 5447 members Mstep: Class 13 contains 915 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5631 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1607 members Mstep: Class 19 contains 419 members Mstep: Class 20 contains 8179 members Mstep: Class 21 contains 102920 members Mstep: Class 22 contains 2233 members Mstep: Class 23 contains 2134 members Mstep: Class 24 contains 2508 members Mstep: Class 25 contains 2698 members Mstep: Class 26 contains 6971 members Mstep: Class 27 contains 58128 members Mstep: Class 28 contains 5037 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2589 members Mstep: Class 31 contains 3733 members Mstep: Class 32 contains 524 members Mstep: Class 33 contains 1416 members Mstep: Class 34 contains 11405 members Entering Unmasked Estep ConsiderDeletion Score: -17799848.000000 Penalty: 18994.255859 Iteration 162Q: 34 clusters Score -1.779985e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27487 members Mstep: Class 2 contains 18532 members Mstep: Class 3 contains 4762 members Mstep: Class 4 contains 2475 members Mstep: Class 5 contains 4303 members Mstep: Class 6 contains 1680 members Mstep: Class 7 contains 3878 members Mstep: Class 8 contains 1115 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5500 members Mstep: Class 11 contains 15708 members Mstep: Class 12 contains 5451 members Mstep: Class 13 contains 915 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5632 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1607 members Mstep: Class 19 contains 419 members Mstep: Class 20 contains 8178 members Mstep: Class 21 contains 102921 members Mstep: Class 22 contains 2252 members Mstep: Class 23 contains 2134 members Mstep: Class 24 contains 2508 members Mstep: Class 25 contains 2681 members Mstep: Class 26 contains 6971 members Mstep: Class 27 contains 58129 members Mstep: Class 28 contains 5040 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2589 members Mstep: Class 31 contains 3734 members Mstep: Class 32 contains 524 members Mstep: Class 33 contains 1415 members Mstep: Class 34 contains 11399 members Entering Unmasked Estep ConsiderDeletion Score: -17799870.000000 Penalty: 18994.255859 Iteration 163Q: 34 clusters Score -1.779987e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27487 members Mstep: Class 2 contains 18532 members Mstep: Class 3 contains 4758 members Mstep: Class 4 contains 2473 members Mstep: Class 5 contains 4303 members Mstep: Class 6 contains 1680 members Mstep: Class 7 contains 3877 members Mstep: Class 8 contains 1113 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5515 members Mstep: Class 11 contains 15708 members Mstep: Class 12 contains 5449 members Mstep: Class 13 contains 915 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5633 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1608 members Mstep: Class 19 contains 419 members Mstep: Class 20 contains 8176 members Mstep: Class 21 contains 102926 members Mstep: Class 22 contains 2271 members Mstep: Class 23 contains 2134 members Mstep: Class 24 contains 2508 members Mstep: Class 25 contains 2660 members Mstep: Class 26 contains 6968 members Mstep: Class 27 contains 58126 members Mstep: Class 28 contains 5040 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2589 members Mstep: Class 31 contains 3740 members Mstep: Class 32 contains 525 members Mstep: Class 33 contains 1415 members Mstep: Class 34 contains 11391 members Entering Unmasked Estep ConsiderDeletion Score: -17799894.000000 Penalty: 18994.255859 Iteration 164Q: 34 clusters Score -1.779989e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27483 members Mstep: Class 2 contains 18533 members Mstep: Class 3 contains 4758 members Mstep: Class 4 contains 2471 members Mstep: Class 5 contains 4303 members Mstep: Class 6 contains 1680 members Mstep: Class 7 contains 3879 members Mstep: Class 8 contains 1113 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5522 members Mstep: Class 11 contains 15709 members Mstep: Class 12 contains 5445 members Mstep: Class 13 contains 915 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5633 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1608 members Mstep: Class 19 contains 419 members Mstep: Class 20 contains 8174 members Mstep: Class 21 contains 102932 members Mstep: Class 22 contains 2290 members Mstep: Class 23 contains 2134 members Mstep: Class 24 contains 2508 members Mstep: Class 25 contains 2642 members Mstep: Class 26 contains 6965 members Mstep: Class 27 contains 58127 members Mstep: Class 28 contains 5041 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2589 members Mstep: Class 31 contains 3743 members Mstep: Class 32 contains 525 members Mstep: Class 33 contains 1413 members Mstep: Class 34 contains 11385 members Entering Unmasked Estep ConsiderDeletion Score: -17799918.000000 Penalty: 18994.255859 Iteration 165Q: 34 clusters Score -1.779992e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27478 members Mstep: Class 2 contains 18534 members Mstep: Class 3 contains 4760 members Mstep: Class 4 contains 2469 members Mstep: Class 5 contains 4303 members Mstep: Class 6 contains 1680 members Mstep: Class 7 contains 3879 members Mstep: Class 8 contains 1112 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5525 members Mstep: Class 11 contains 15708 members Mstep: Class 12 contains 5448 members Mstep: Class 13 contains 915 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5633 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1608 members Mstep: Class 19 contains 420 members Mstep: Class 20 contains 8174 members Mstep: Class 21 contains 102938 members Mstep: Class 22 contains 2306 members Mstep: Class 23 contains 2134 members Mstep: Class 24 contains 2508 members Mstep: Class 25 contains 2631 members Mstep: Class 26 contains 6962 members Mstep: Class 27 contains 58127 members Mstep: Class 28 contains 5042 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2589 members Mstep: Class 31 contains 3745 members Mstep: Class 32 contains 525 members Mstep: Class 33 contains 1413 members Mstep: Class 34 contains 11373 members Entering Unmasked Estep ConsiderDeletion Score: -17799936.000000 Penalty: 18994.255859 Iteration 166Q: 34 clusters Score -1.779994e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27472 members Mstep: Class 2 contains 18534 members Mstep: Class 3 contains 4764 members Mstep: Class 4 contains 2468 members Mstep: Class 5 contains 4302 members Mstep: Class 6 contains 1680 members Mstep: Class 7 contains 3888 members Mstep: Class 8 contains 1112 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5529 members Mstep: Class 11 contains 15709 members Mstep: Class 12 contains 5448 members Mstep: Class 13 contains 916 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5633 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1608 members Mstep: Class 19 contains 419 members Mstep: Class 20 contains 8174 members Mstep: Class 21 contains 102945 members Mstep: Class 22 contains 2309 members Mstep: Class 23 contains 2134 members Mstep: Class 24 contains 2508 members Mstep: Class 25 contains 2621 members Mstep: Class 26 contains 6961 members Mstep: Class 27 contains 58124 members Mstep: Class 28 contains 5042 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2589 members Mstep: Class 31 contains 3744 members Mstep: Class 32 contains 525 members Mstep: Class 33 contains 1413 members Mstep: Class 34 contains 11368 members Entering Unmasked Estep ConsiderDeletion Score: -17799934.000000 Penalty: 18994.255859 Iteration 167Q: 34 clusters Score -1.779993e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27467 members Mstep: Class 2 contains 18534 members Mstep: Class 3 contains 4762 members Mstep: Class 4 contains 2468 members Mstep: Class 5 contains 4303 members Mstep: Class 6 contains 1680 members Mstep: Class 7 contains 3890 members Mstep: Class 8 contains 1112 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5533 members Mstep: Class 11 contains 15708 members Mstep: Class 12 contains 5447 members Mstep: Class 13 contains 916 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5633 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1608 members Mstep: Class 19 contains 419 members Mstep: Class 20 contains 8174 members Mstep: Class 21 contains 102950 members Mstep: Class 22 contains 2329 members Mstep: Class 23 contains 2135 members Mstep: Class 24 contains 2508 members Mstep: Class 25 contains 2607 members Mstep: Class 26 contains 6961 members Mstep: Class 27 contains 58116 members Mstep: Class 28 contains 5042 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2589 members Mstep: Class 31 contains 3744 members Mstep: Class 32 contains 526 members Mstep: Class 33 contains 1412 members Mstep: Class 34 contains 11366 members Entering Unmasked Estep ConsiderDeletion Score: -17799942.000000 Penalty: 18994.255859 Iteration 168Q: 34 clusters Score -1.779994e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27462 members Mstep: Class 2 contains 18533 members Mstep: Class 3 contains 4762 members Mstep: Class 4 contains 2468 members Mstep: Class 5 contains 4303 members Mstep: Class 6 contains 1680 members Mstep: Class 7 contains 3890 members Mstep: Class 8 contains 1114 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5540 members Mstep: Class 11 contains 15707 members Mstep: Class 12 contains 5442 members Mstep: Class 13 contains 916 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5633 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1608 members Mstep: Class 19 contains 419 members Mstep: Class 20 contains 8173 members Mstep: Class 21 contains 102956 members Mstep: Class 22 contains 2348 members Mstep: Class 23 contains 2135 members Mstep: Class 24 contains 2508 members Mstep: Class 25 contains 2596 members Mstep: Class 26 contains 6961 members Mstep: Class 27 contains 58112 members Mstep: Class 28 contains 5042 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2589 members Mstep: Class 31 contains 3744 members Mstep: Class 32 contains 526 members Mstep: Class 33 contains 1412 members Mstep: Class 34 contains 11360 members Entering Unmasked Estep ConsiderDeletion Score: -17799956.000000 Penalty: 18994.255859 Iteration 169Q: 34 clusters Score -1.779996e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27459 members Mstep: Class 2 contains 18534 members Mstep: Class 3 contains 4762 members Mstep: Class 4 contains 2468 members Mstep: Class 5 contains 4303 members Mstep: Class 6 contains 1680 members Mstep: Class 7 contains 3885 members Mstep: Class 8 contains 1115 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5544 members Mstep: Class 11 contains 15709 members Mstep: Class 12 contains 5442 members Mstep: Class 13 contains 916 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5633 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1608 members Mstep: Class 19 contains 419 members Mstep: Class 20 contains 8173 members Mstep: Class 21 contains 102956 members Mstep: Class 22 contains 2362 members Mstep: Class 23 contains 2135 members Mstep: Class 24 contains 2508 members Mstep: Class 25 contains 2587 members Mstep: Class 26 contains 6961 members Mstep: Class 27 contains 58110 members Mstep: Class 28 contains 5042 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2589 members Mstep: Class 31 contains 3744 members Mstep: Class 32 contains 526 members Mstep: Class 33 contains 1414 members Mstep: Class 34 contains 11355 members Entering Unmasked Estep ConsiderDeletion Score: -17799970.000000 Penalty: 18994.255859 Iteration 170Q: 34 clusters Score -1.779997e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27457 members Mstep: Class 2 contains 18534 members Mstep: Class 3 contains 4762 members Mstep: Class 4 contains 2468 members Mstep: Class 5 contains 4302 members Mstep: Class 6 contains 1680 members Mstep: Class 7 contains 3882 members Mstep: Class 8 contains 1116 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5549 members Mstep: Class 11 contains 15710 members Mstep: Class 12 contains 5438 members Mstep: Class 13 contains 916 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5633 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1607 members Mstep: Class 19 contains 419 members Mstep: Class 20 contains 8173 members Mstep: Class 21 contains 102957 members Mstep: Class 22 contains 2371 members Mstep: Class 23 contains 2135 members Mstep: Class 24 contains 2509 members Mstep: Class 25 contains 2579 members Mstep: Class 26 contains 6961 members Mstep: Class 27 contains 58112 members Mstep: Class 28 contains 5042 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2589 members Mstep: Class 31 contains 3744 members Mstep: Class 32 contains 526 members Mstep: Class 33 contains 1414 members Mstep: Class 34 contains 11354 members Entering Unmasked Estep ConsiderDeletion Score: -17799968.000000 Penalty: 18994.255859 Iteration 171Q: 34 clusters Score -1.779997e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27453 members Mstep: Class 2 contains 18534 members Mstep: Class 3 contains 4764 members Mstep: Class 4 contains 2468 members Mstep: Class 5 contains 4302 members Mstep: Class 6 contains 1680 members Mstep: Class 7 contains 3875 members Mstep: Class 8 contains 1116 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5552 members Mstep: Class 11 contains 15709 members Mstep: Class 12 contains 5437 members Mstep: Class 13 contains 916 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5633 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 419 members Mstep: Class 20 contains 8173 members Mstep: Class 21 contains 102961 members Mstep: Class 22 contains 2385 members Mstep: Class 23 contains 2135 members Mstep: Class 24 contains 2510 members Mstep: Class 25 contains 2573 members Mstep: Class 26 contains 6960 members Mstep: Class 27 contains 58111 members Mstep: Class 28 contains 5042 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2589 members Mstep: Class 31 contains 3744 members Mstep: Class 32 contains 526 members Mstep: Class 33 contains 1414 members Mstep: Class 34 contains 11352 members Entering Unmasked Estep ConsiderDeletion Score: -17799974.000000 Penalty: 18994.255859 Iteration 172Q: 34 clusters Score -1.779997e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27450 members Mstep: Class 2 contains 18534 members Mstep: Class 3 contains 4763 members Mstep: Class 4 contains 2469 members Mstep: Class 5 contains 4302 members Mstep: Class 6 contains 1680 members Mstep: Class 7 contains 3869 members Mstep: Class 8 contains 1117 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5557 members Mstep: Class 11 contains 15709 members Mstep: Class 12 contains 5438 members Mstep: Class 13 contains 917 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5633 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1605 members Mstep: Class 19 contains 419 members Mstep: Class 20 contains 8173 members Mstep: Class 21 contains 102961 members Mstep: Class 22 contains 2396 members Mstep: Class 23 contains 2135 members Mstep: Class 24 contains 2510 members Mstep: Class 25 contains 2568 members Mstep: Class 26 contains 6959 members Mstep: Class 27 contains 58105 members Mstep: Class 28 contains 5043 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2589 members Mstep: Class 31 contains 3744 members Mstep: Class 32 contains 526 members Mstep: Class 33 contains 1415 members Mstep: Class 34 contains 11353 members Entering Unmasked Estep ConsiderDeletion Score: -17799992.000000 Penalty: 18994.255859 Iteration 173Q: 34 clusters Score -1.779999e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27447 members Mstep: Class 2 contains 18534 members Mstep: Class 3 contains 4761 members Mstep: Class 4 contains 2468 members Mstep: Class 5 contains 4302 members Mstep: Class 6 contains 1680 members Mstep: Class 7 contains 3865 members Mstep: Class 8 contains 1116 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5561 members Mstep: Class 11 contains 15709 members Mstep: Class 12 contains 5435 members Mstep: Class 13 contains 917 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5634 members Mstep: Class 16 contains 1111 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 419 members Mstep: Class 20 contains 8173 members Mstep: Class 21 contains 102963 members Mstep: Class 22 contains 2407 members Mstep: Class 23 contains 2135 members Mstep: Class 24 contains 2510 members Mstep: Class 25 contains 2561 members Mstep: Class 26 contains 6960 members Mstep: Class 27 contains 58104 members Mstep: Class 28 contains 5044 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2589 members Mstep: Class 31 contains 3744 members Mstep: Class 32 contains 526 members Mstep: Class 33 contains 1415 members Mstep: Class 34 contains 11355 members Entering Unmasked Estep ConsiderDeletion Score: -17800006.000000 Penalty: 18994.255859 Iteration 174Q: 34 clusters Score -1.780001e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27444 members Mstep: Class 2 contains 18534 members Mstep: Class 3 contains 4759 members Mstep: Class 4 contains 2468 members Mstep: Class 5 contains 4302 members Mstep: Class 6 contains 1680 members Mstep: Class 7 contains 3864 members Mstep: Class 8 contains 1115 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5565 members Mstep: Class 11 contains 15707 members Mstep: Class 12 contains 5430 members Mstep: Class 13 contains 917 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5636 members Mstep: Class 16 contains 1111 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 419 members Mstep: Class 20 contains 8173 members Mstep: Class 21 contains 102965 members Mstep: Class 22 contains 2409 members Mstep: Class 23 contains 2135 members Mstep: Class 24 contains 2511 members Mstep: Class 25 contains 2556 members Mstep: Class 26 contains 6960 members Mstep: Class 27 contains 58106 members Mstep: Class 28 contains 5046 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2589 members Mstep: Class 31 contains 3745 members Mstep: Class 32 contains 526 members Mstep: Class 33 contains 1416 members Mstep: Class 34 contains 11357 members Entering Unmasked Estep ConsiderDeletion Score: -17799984.000000 Penalty: 18994.255859 Iteration 175Q: 34 clusters Score -1.779998e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27442 members Mstep: Class 2 contains 18535 members Mstep: Class 3 contains 4758 members Mstep: Class 4 contains 2467 members Mstep: Class 5 contains 4302 members Mstep: Class 6 contains 1679 members Mstep: Class 7 contains 3862 members Mstep: Class 8 contains 1114 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5568 members Mstep: Class 11 contains 15709 members Mstep: Class 12 contains 5426 members Mstep: Class 13 contains 917 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5636 members Mstep: Class 16 contains 1111 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 419 members Mstep: Class 20 contains 8173 members Mstep: Class 21 contains 102964 members Mstep: Class 22 contains 2413 members Mstep: Class 23 contains 2135 members Mstep: Class 24 contains 2512 members Mstep: Class 25 contains 2552 members Mstep: Class 26 contains 6959 members Mstep: Class 27 contains 58105 members Mstep: Class 28 contains 5049 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2589 members Mstep: Class 31 contains 3746 members Mstep: Class 32 contains 526 members Mstep: Class 33 contains 1416 members Mstep: Class 34 contains 11361 members Entering Unmasked Estep ConsiderDeletion Score: -17799992.000000 Penalty: 18994.255859 Iteration 176Q: 34 clusters Score -1.779999e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27438 members Mstep: Class 2 contains 18537 members Mstep: Class 3 contains 4757 members Mstep: Class 4 contains 2465 members Mstep: Class 5 contains 4302 members Mstep: Class 6 contains 1677 members Mstep: Class 7 contains 3859 members Mstep: Class 8 contains 1114 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5574 members Mstep: Class 11 contains 15711 members Mstep: Class 12 contains 5426 members Mstep: Class 13 contains 917 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5636 members Mstep: Class 16 contains 1111 members Mstep: Class 17 contains 1607 members Mstep: Class 19 contains 419 members Mstep: Class 20 contains 8173 members Mstep: Class 21 contains 102966 members Mstep: Class 22 contains 2414 members Mstep: Class 23 contains 2135 members Mstep: Class 24 contains 2513 members Mstep: Class 25 contains 2548 members Mstep: Class 26 contains 6958 members Mstep: Class 27 contains 58103 members Mstep: Class 28 contains 5051 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2589 members Mstep: Class 31 contains 3747 members Mstep: Class 32 contains 526 members Mstep: Class 33 contains 1416 members Mstep: Class 34 contains 11362 members Entering Unmasked Estep ConsiderDeletion Score: -17799998.000000 Penalty: 18994.255859 Iteration 177Q: 34 clusters Score -1.78e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27435 members Mstep: Class 2 contains 18536 members Mstep: Class 3 contains 4756 members Mstep: Class 4 contains 2466 members Mstep: Class 5 contains 4302 members Mstep: Class 6 contains 1677 members Mstep: Class 7 contains 3857 members Mstep: Class 8 contains 1114 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5576 members Mstep: Class 11 contains 15710 members Mstep: Class 12 contains 5419 members Mstep: Class 13 contains 919 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5636 members Mstep: Class 16 contains 1111 members Mstep: Class 17 contains 1607 members Mstep: Class 19 contains 419 members Mstep: Class 20 contains 8172 members Mstep: Class 21 contains 102970 members Mstep: Class 22 contains 2420 members Mstep: Class 23 contains 2135 members Mstep: Class 24 contains 2513 members Mstep: Class 25 contains 2546 members Mstep: Class 26 contains 6958 members Mstep: Class 27 contains 58104 members Mstep: Class 28 contains 5051 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2590 members Mstep: Class 31 contains 3746 members Mstep: Class 32 contains 526 members Mstep: Class 33 contains 1416 members Mstep: Class 34 contains 11364 members Entering Unmasked Estep ConsiderDeletion Score: -17800028.000000 Penalty: 18994.255859 Iteration 178Q: 34 clusters Score -1.780003e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27431 members Mstep: Class 2 contains 18535 members Mstep: Class 3 contains 4755 members Mstep: Class 4 contains 2465 members Mstep: Class 5 contains 4302 members Mstep: Class 6 contains 1676 members Mstep: Class 7 contains 3855 members Mstep: Class 8 contains 1114 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5586 members Mstep: Class 11 contains 15712 members Mstep: Class 12 contains 5415 members Mstep: Class 13 contains 921 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5635 members Mstep: Class 16 contains 1111 members Mstep: Class 17 contains 1607 members Mstep: Class 19 contains 419 members Mstep: Class 20 contains 8170 members Mstep: Class 21 contains 102976 members Mstep: Class 22 contains 2427 members Mstep: Class 23 contains 2135 members Mstep: Class 24 contains 2513 members Mstep: Class 25 contains 2543 members Mstep: Class 26 contains 6959 members Mstep: Class 27 contains 58096 members Mstep: Class 28 contains 5051 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2590 members Mstep: Class 31 contains 3745 members Mstep: Class 32 contains 526 members Mstep: Class 33 contains 1416 members Mstep: Class 34 contains 11365 members Entering Unmasked Estep ConsiderDeletion Score: -17800026.000000 Penalty: 18994.255859 Iteration 179Q: 34 clusters Score -1.780003e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27428 members Mstep: Class 2 contains 18534 members Mstep: Class 3 contains 4756 members Mstep: Class 4 contains 2464 members Mstep: Class 5 contains 4301 members Mstep: Class 6 contains 1676 members Mstep: Class 7 contains 3853 members Mstep: Class 8 contains 1114 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5592 members Mstep: Class 11 contains 15713 members Mstep: Class 12 contains 5411 members Mstep: Class 13 contains 921 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5631 members Mstep: Class 16 contains 1111 members Mstep: Class 17 contains 1607 members Mstep: Class 19 contains 419 members Mstep: Class 20 contains 8169 members Mstep: Class 21 contains 102981 members Mstep: Class 22 contains 2431 members Mstep: Class 23 contains 2135 members Mstep: Class 24 contains 2513 members Mstep: Class 25 contains 2542 members Mstep: Class 26 contains 6959 members Mstep: Class 27 contains 58091 members Mstep: Class 28 contains 5052 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2590 members Mstep: Class 31 contains 3749 members Mstep: Class 32 contains 526 members Mstep: Class 33 contains 1416 members Mstep: Class 34 contains 11366 members Entering Unmasked Estep ConsiderDeletion Score: -17800038.000000 Penalty: 18994.255859 Iteration 180F: 34 clusters Score -1.780004e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27426 members Mstep: Class 2 contains 18534 members Mstep: Class 3 contains 4755 members Mstep: Class 4 contains 2464 members Mstep: Class 5 contains 4301 members Mstep: Class 6 contains 1676 members Mstep: Class 7 contains 3851 members Mstep: Class 8 contains 1114 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5601 members Mstep: Class 11 contains 15716 members Mstep: Class 12 contains 5404 members Mstep: Class 13 contains 921 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5628 members Mstep: Class 16 contains 1111 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 419 members Mstep: Class 20 contains 8168 members Mstep: Class 21 contains 102984 members Mstep: Class 22 contains 2439 members Mstep: Class 23 contains 2135 members Mstep: Class 24 contains 2513 members Mstep: Class 25 contains 2540 members Mstep: Class 26 contains 6959 members Mstep: Class 27 contains 58089 members Mstep: Class 28 contains 5052 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2590 members Mstep: Class 31 contains 3752 members Mstep: Class 32 contains 525 members Mstep: Class 33 contains 1416 members Mstep: Class 34 contains 11362 members Entering Unmasked Estep ConsiderDeletion Score: -17800060.000000 Penalty: 18994.255859 Iteration 181Q: 34 clusters Score -1.780006e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27423 members Mstep: Class 2 contains 18533 members Mstep: Class 3 contains 4756 members Mstep: Class 4 contains 2464 members Mstep: Class 5 contains 4301 members Mstep: Class 6 contains 1676 members Mstep: Class 7 contains 3854 members Mstep: Class 8 contains 1114 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5602 members Mstep: Class 11 contains 15717 members Mstep: Class 12 contains 5395 members Mstep: Class 13 contains 921 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5628 members Mstep: Class 16 contains 1111 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 419 members Mstep: Class 20 contains 8167 members Mstep: Class 21 contains 102988 members Mstep: Class 22 contains 2442 members Mstep: Class 23 contains 2135 members Mstep: Class 24 contains 2513 members Mstep: Class 25 contains 2539 members Mstep: Class 26 contains 6958 members Mstep: Class 27 contains 58093 members Mstep: Class 28 contains 5052 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2590 members Mstep: Class 31 contains 3753 members Mstep: Class 32 contains 525 members Mstep: Class 33 contains 1416 members Mstep: Class 34 contains 11360 members Entering Unmasked Estep ConsiderDeletion Score: -17800056.000000 Penalty: 18994.255859 Iteration 182Q: 34 clusters Score -1.780006e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27422 members Mstep: Class 2 contains 18532 members Mstep: Class 3 contains 4757 members Mstep: Class 4 contains 2464 members Mstep: Class 5 contains 4301 members Mstep: Class 6 contains 1676 members Mstep: Class 7 contains 3857 members Mstep: Class 8 contains 1114 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5604 members Mstep: Class 11 contains 15716 members Mstep: Class 12 contains 5391 members Mstep: Class 13 contains 922 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5627 members Mstep: Class 16 contains 1111 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 419 members Mstep: Class 20 contains 8166 members Mstep: Class 21 contains 102990 members Mstep: Class 22 contains 2443 members Mstep: Class 23 contains 2135 members Mstep: Class 24 contains 2513 members Mstep: Class 25 contains 2537 members Mstep: Class 26 contains 6958 members Mstep: Class 27 contains 58094 members Mstep: Class 28 contains 5053 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2590 members Mstep: Class 31 contains 3754 members Mstep: Class 32 contains 525 members Mstep: Class 33 contains 1416 members Mstep: Class 34 contains 11358 members Entering Unmasked Estep ConsiderDeletion Score: -17800056.000000 Penalty: 18994.255859 Iteration 183Q: 34 clusters Score -1.780006e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27423 members Mstep: Class 2 contains 18531 members Mstep: Class 3 contains 4758 members Mstep: Class 4 contains 2464 members Mstep: Class 5 contains 4301 members Mstep: Class 6 contains 1676 members Mstep: Class 7 contains 3857 members Mstep: Class 8 contains 1114 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5605 members Mstep: Class 11 contains 15714 members Mstep: Class 12 contains 5387 members Mstep: Class 13 contains 922 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5626 members Mstep: Class 16 contains 1111 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 419 members Mstep: Class 20 contains 8164 members Mstep: Class 21 contains 102990 members Mstep: Class 22 contains 2444 members Mstep: Class 23 contains 2135 members Mstep: Class 24 contains 2513 members Mstep: Class 25 contains 2536 members Mstep: Class 26 contains 6959 members Mstep: Class 27 contains 58098 members Mstep: Class 28 contains 5054 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2590 members Mstep: Class 31 contains 3756 members Mstep: Class 32 contains 525 members Mstep: Class 33 contains 1416 members Mstep: Class 34 contains 11357 members Entering Unmasked Estep ConsiderDeletion Score: -17800078.000000 Penalty: 18994.255859 Iteration 184Q: 34 clusters Score -1.780008e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27423 members Mstep: Class 2 contains 18531 members Mstep: Class 3 contains 4758 members Mstep: Class 4 contains 2464 members Mstep: Class 5 contains 4301 members Mstep: Class 6 contains 1676 members Mstep: Class 7 contains 3856 members Mstep: Class 8 contains 1114 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5605 members Mstep: Class 11 contains 15712 members Mstep: Class 12 contains 5384 members Mstep: Class 13 contains 922 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5627 members Mstep: Class 16 contains 1111 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 419 members Mstep: Class 20 contains 8162 members Mstep: Class 21 contains 102990 members Mstep: Class 22 contains 2446 members Mstep: Class 23 contains 2135 members Mstep: Class 24 contains 2513 members Mstep: Class 25 contains 2535 members Mstep: Class 26 contains 6960 members Mstep: Class 27 contains 58098 members Mstep: Class 28 contains 5054 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2590 members Mstep: Class 31 contains 3758 members Mstep: Class 32 contains 525 members Mstep: Class 33 contains 1416 members Mstep: Class 34 contains 11360 members Entering Unmasked Estep ConsiderDeletion Score: -17800066.000000 Penalty: 18994.255859 Iteration 185Q: 34 clusters Score -1.780007e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27422 members Mstep: Class 2 contains 18531 members Mstep: Class 3 contains 4757 members Mstep: Class 4 contains 2464 members Mstep: Class 5 contains 4301 members Mstep: Class 6 contains 1676 members Mstep: Class 7 contains 3854 members Mstep: Class 8 contains 1114 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5605 members Mstep: Class 11 contains 15709 members Mstep: Class 12 contains 5384 members Mstep: Class 13 contains 922 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5626 members Mstep: Class 16 contains 1111 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 419 members Mstep: Class 20 contains 8161 members Mstep: Class 21 contains 102989 members Mstep: Class 22 contains 2447 members Mstep: Class 23 contains 2135 members Mstep: Class 24 contains 2513 members Mstep: Class 25 contains 2534 members Mstep: Class 26 contains 6961 members Mstep: Class 27 contains 58097 members Mstep: Class 28 contains 5056 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2590 members Mstep: Class 31 contains 3763 members Mstep: Class 32 contains 525 members Mstep: Class 33 contains 1416 members Mstep: Class 34 contains 11363 members Entering Unmasked Estep ConsiderDeletion Score: -17800064.000000 Penalty: 18994.255859 Iteration 186Q: 34 clusters Score -1.780006e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27423 members Mstep: Class 2 contains 18531 members Mstep: Class 3 contains 4757 members Mstep: Class 4 contains 2464 members Mstep: Class 5 contains 4301 members Mstep: Class 6 contains 1676 members Mstep: Class 7 contains 3854 members Mstep: Class 8 contains 1114 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5604 members Mstep: Class 11 contains 15704 members Mstep: Class 12 contains 5382 members Mstep: Class 13 contains 922 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5622 members Mstep: Class 16 contains 1111 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 419 members Mstep: Class 20 contains 8160 members Mstep: Class 21 contains 102991 members Mstep: Class 22 contains 2446 members Mstep: Class 23 contains 2135 members Mstep: Class 24 contains 2513 members Mstep: Class 25 contains 2533 members Mstep: Class 26 contains 6963 members Mstep: Class 27 contains 58096 members Mstep: Class 28 contains 5058 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2590 members Mstep: Class 31 contains 3767 members Mstep: Class 32 contains 525 members Mstep: Class 33 contains 1416 members Mstep: Class 34 contains 11368 members Entering Unmasked Estep ConsiderDeletion Score: -17800050.000000 Penalty: 18994.255859 Iteration 187Q: 34 clusters Score -1.780005e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27423 members Mstep: Class 2 contains 18533 members Mstep: Class 3 contains 4757 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4301 members Mstep: Class 6 contains 1675 members Mstep: Class 7 contains 3852 members Mstep: Class 8 contains 1114 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5604 members Mstep: Class 11 contains 15703 members Mstep: Class 12 contains 5381 members Mstep: Class 13 contains 922 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5622 members Mstep: Class 16 contains 1111 members Mstep: Class 17 contains 1606 members Mstep: Class 19 contains 419 members Mstep: Class 20 contains 8158 members Mstep: Class 21 contains 102992 members Mstep: Class 22 contains 2443 members Mstep: Class 23 contains 2135 members Mstep: Class 24 contains 2513 members Mstep: Class 25 contains 2533 members Mstep: Class 26 contains 6962 members Mstep: Class 27 contains 58098 members Mstep: Class 28 contains 5059 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2590 members Mstep: Class 31 contains 3770 members Mstep: Class 32 contains 525 members Mstep: Class 33 contains 1416 members Mstep: Class 34 contains 11372 members Entering Unmasked Estep ConsiderDeletion Score: -17800074.000000 Penalty: 18994.255859 Iteration 188Q: 34 clusters Score -1.780007e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27424 members Mstep: Class 2 contains 18534 members Mstep: Class 3 contains 4757 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4301 members Mstep: Class 6 contains 1675 members Mstep: Class 7 contains 3850 members Mstep: Class 8 contains 1114 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5604 members Mstep: Class 11 contains 15704 members Mstep: Class 12 contains 5382 members Mstep: Class 13 contains 922 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5620 members Mstep: Class 16 contains 1111 members Mstep: Class 17 contains 1607 members Mstep: Class 19 contains 419 members Mstep: Class 20 contains 8154 members Mstep: Class 21 contains 102991 members Mstep: Class 22 contains 2439 members Mstep: Class 23 contains 2135 members Mstep: Class 24 contains 2514 members Mstep: Class 25 contains 2533 members Mstep: Class 26 contains 6960 members Mstep: Class 27 contains 58098 members Mstep: Class 28 contains 5061 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2590 members Mstep: Class 31 contains 3772 members Mstep: Class 32 contains 525 members Mstep: Class 33 contains 1416 members Mstep: Class 34 contains 11377 members Entering Unmasked Estep ConsiderDeletion Score: -17800068.000000 Penalty: 18994.255859 Iteration 189Q: 34 clusters Score -1.780007e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27424 members Mstep: Class 2 contains 18535 members Mstep: Class 3 contains 4755 members Mstep: Class 4 contains 2465 members Mstep: Class 5 contains 4301 members Mstep: Class 6 contains 1675 members Mstep: Class 7 contains 3851 members Mstep: Class 8 contains 1114 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5604 members Mstep: Class 11 contains 15705 members Mstep: Class 12 contains 5382 members Mstep: Class 13 contains 923 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5622 members Mstep: Class 16 contains 1111 members Mstep: Class 17 contains 1607 members Mstep: Class 19 contains 419 members Mstep: Class 20 contains 8152 members Mstep: Class 21 contains 102989 members Mstep: Class 22 contains 2435 members Mstep: Class 23 contains 2135 members Mstep: Class 24 contains 2514 members Mstep: Class 25 contains 2533 members Mstep: Class 26 contains 6958 members Mstep: Class 27 contains 58098 members Mstep: Class 28 contains 5061 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2590 members Mstep: Class 31 contains 3772 members Mstep: Class 32 contains 525 members Mstep: Class 33 contains 1415 members Mstep: Class 34 contains 11381 members Entering Unmasked Estep ConsiderDeletion Score: -17800074.000000 Penalty: 18994.255859 Iteration 190Q: 34 clusters Score -1.780007e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27422 members Mstep: Class 2 contains 18536 members Mstep: Class 3 contains 4755 members Mstep: Class 4 contains 2465 members Mstep: Class 5 contains 4300 members Mstep: Class 6 contains 1675 members Mstep: Class 7 contains 3851 members Mstep: Class 8 contains 1114 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5604 members Mstep: Class 11 contains 15702 members Mstep: Class 12 contains 5382 members Mstep: Class 13 contains 923 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5626 members Mstep: Class 16 contains 1111 members Mstep: Class 17 contains 1607 members Mstep: Class 19 contains 419 members Mstep: Class 20 contains 8151 members Mstep: Class 21 contains 102990 members Mstep: Class 22 contains 2431 members Mstep: Class 23 contains 2135 members Mstep: Class 24 contains 2514 members Mstep: Class 25 contains 2533 members Mstep: Class 26 contains 6956 members Mstep: Class 27 contains 58098 members Mstep: Class 28 contains 5061 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2590 members Mstep: Class 31 contains 3775 members Mstep: Class 32 contains 525 members Mstep: Class 33 contains 1415 members Mstep: Class 34 contains 11385 members Entering Unmasked Estep ConsiderDeletion Score: -17800062.000000 Penalty: 18994.255859 Iteration 191Q: 34 clusters Score -1.780006e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27414 members Mstep: Class 2 contains 18536 members Mstep: Class 3 contains 4755 members Mstep: Class 4 contains 2466 members Mstep: Class 5 contains 4300 members Mstep: Class 6 contains 1675 members Mstep: Class 7 contains 3849 members Mstep: Class 8 contains 1114 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5604 members Mstep: Class 11 contains 15705 members Mstep: Class 12 contains 5381 members Mstep: Class 13 contains 924 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5630 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1607 members Mstep: Class 19 contains 419 members Mstep: Class 20 contains 8150 members Mstep: Class 21 contains 102995 members Mstep: Class 22 contains 2429 members Mstep: Class 23 contains 2135 members Mstep: Class 24 contains 2514 members Mstep: Class 25 contains 2533 members Mstep: Class 26 contains 6951 members Mstep: Class 27 contains 58098 members Mstep: Class 28 contains 5060 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2590 members Mstep: Class 31 contains 3776 members Mstep: Class 32 contains 525 members Mstep: Class 33 contains 1415 members Mstep: Class 34 contains 11389 members Entering Unmasked Estep ConsiderDeletion Score: -17800064.000000 Penalty: 18994.255859 Iteration 192Q: 34 clusters Score -1.780006e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27406 members Mstep: Class 2 contains 18535 members Mstep: Class 3 contains 4756 members Mstep: Class 4 contains 2465 members Mstep: Class 5 contains 4300 members Mstep: Class 6 contains 1675 members Mstep: Class 7 contains 3847 members Mstep: Class 8 contains 1114 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5603 members Mstep: Class 11 contains 15706 members Mstep: Class 12 contains 5381 members Mstep: Class 13 contains 925 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5629 members Mstep: Class 16 contains 1113 members Mstep: Class 17 contains 1608 members Mstep: Class 19 contains 419 members Mstep: Class 20 contains 8149 members Mstep: Class 21 contains 103003 members Mstep: Class 22 contains 2427 members Mstep: Class 23 contains 2135 members Mstep: Class 24 contains 2514 members Mstep: Class 25 contains 2533 members Mstep: Class 26 contains 6949 members Mstep: Class 27 contains 58098 members Mstep: Class 28 contains 5059 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2589 members Mstep: Class 31 contains 3779 members Mstep: Class 32 contains 525 members Mstep: Class 33 contains 1415 members Mstep: Class 34 contains 11394 members Entering Unmasked Estep ConsiderDeletion Score: -17800074.000000 Penalty: 18994.255859 Iteration 193Q: 34 clusters Score -1.780007e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27394 members Mstep: Class 2 contains 18535 members Mstep: Class 3 contains 4754 members Mstep: Class 4 contains 2464 members Mstep: Class 5 contains 4300 members Mstep: Class 6 contains 1675 members Mstep: Class 7 contains 3845 members Mstep: Class 8 contains 1114 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5603 members Mstep: Class 11 contains 15711 members Mstep: Class 12 contains 5381 members Mstep: Class 13 contains 925 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5625 members Mstep: Class 16 contains 1113 members Mstep: Class 17 contains 1609 members Mstep: Class 19 contains 419 members Mstep: Class 20 contains 8149 members Mstep: Class 21 contains 103014 members Mstep: Class 22 contains 2426 members Mstep: Class 23 contains 2134 members Mstep: Class 24 contains 2514 members Mstep: Class 25 contains 2533 members Mstep: Class 26 contains 6950 members Mstep: Class 27 contains 58100 members Mstep: Class 28 contains 5060 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2588 members Mstep: Class 31 contains 3782 members Mstep: Class 32 contains 524 members Mstep: Class 33 contains 1415 members Mstep: Class 34 contains 11395 members Entering Unmasked Estep ConsiderDeletion Score: -17800032.000000 Penalty: 18994.255859 Iteration 194Q: 34 clusters Score -1.780003e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27391 members Mstep: Class 2 contains 18535 members Mstep: Class 3 contains 4755 members Mstep: Class 4 contains 2460 members Mstep: Class 5 contains 4300 members Mstep: Class 6 contains 1675 members Mstep: Class 7 contains 3842 members Mstep: Class 8 contains 1114 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5603 members Mstep: Class 11 contains 15706 members Mstep: Class 12 contains 5381 members Mstep: Class 13 contains 926 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5628 members Mstep: Class 16 contains 1113 members Mstep: Class 17 contains 1609 members Mstep: Class 19 contains 419 members Mstep: Class 20 contains 8150 members Mstep: Class 21 contains 103022 members Mstep: Class 22 contains 2416 members Mstep: Class 23 contains 2134 members Mstep: Class 24 contains 2514 members Mstep: Class 25 contains 2533 members Mstep: Class 26 contains 6951 members Mstep: Class 27 contains 58102 members Mstep: Class 28 contains 5059 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2588 members Mstep: Class 31 contains 3781 members Mstep: Class 32 contains 523 members Mstep: Class 33 contains 1415 members Mstep: Class 34 contains 11406 members Entering Unmasked Estep ConsiderDeletion Score: -17800038.000000 Penalty: 18994.255859 Iteration 195Q: 34 clusters Score -1.780004e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27388 members Mstep: Class 2 contains 18535 members Mstep: Class 3 contains 4756 members Mstep: Class 4 contains 2458 members Mstep: Class 5 contains 4300 members Mstep: Class 6 contains 1675 members Mstep: Class 7 contains 3840 members Mstep: Class 8 contains 1114 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5603 members Mstep: Class 11 contains 15699 members Mstep: Class 12 contains 5381 members Mstep: Class 13 contains 925 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5632 members Mstep: Class 16 contains 1113 members Mstep: Class 17 contains 1609 members Mstep: Class 19 contains 419 members Mstep: Class 20 contains 8151 members Mstep: Class 21 contains 103028 members Mstep: Class 22 contains 2416 members Mstep: Class 23 contains 2134 members Mstep: Class 24 contains 2514 members Mstep: Class 25 contains 2533 members Mstep: Class 26 contains 6951 members Mstep: Class 27 contains 58104 members Mstep: Class 28 contains 5061 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2588 members Mstep: Class 31 contains 3781 members Mstep: Class 32 contains 522 members Mstep: Class 33 contains 1415 members Mstep: Class 34 contains 11406 members Entering Unmasked Estep ConsiderDeletion Score: -17800044.000000 Penalty: 18994.255859 Iteration 196Q: 34 clusters Score -1.780004e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27387 members Mstep: Class 2 contains 18535 members Mstep: Class 3 contains 4755 members Mstep: Class 4 contains 2456 members Mstep: Class 5 contains 4300 members Mstep: Class 6 contains 1675 members Mstep: Class 7 contains 3840 members Mstep: Class 8 contains 1114 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5602 members Mstep: Class 11 contains 15697 members Mstep: Class 12 contains 5381 members Mstep: Class 13 contains 925 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5633 members Mstep: Class 16 contains 1113 members Mstep: Class 17 contains 1609 members Mstep: Class 19 contains 419 members Mstep: Class 20 contains 8151 members Mstep: Class 21 contains 103031 members Mstep: Class 22 contains 2414 members Mstep: Class 23 contains 2133 members Mstep: Class 24 contains 2514 members Mstep: Class 25 contains 2533 members Mstep: Class 26 contains 6951 members Mstep: Class 27 contains 58106 members Mstep: Class 28 contains 5063 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2588 members Mstep: Class 31 contains 3782 members Mstep: Class 32 contains 522 members Mstep: Class 33 contains 1415 members Mstep: Class 34 contains 11407 members Entering Unmasked Estep ConsiderDeletion Score: -17800038.000000 Penalty: 18994.255859 Iteration 197Q: 34 clusters Score -1.780004e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27385 members Mstep: Class 2 contains 18535 members Mstep: Class 3 contains 4753 members Mstep: Class 4 contains 2455 members Mstep: Class 5 contains 4300 members Mstep: Class 6 contains 1675 members Mstep: Class 7 contains 3840 members Mstep: Class 8 contains 1114 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5602 members Mstep: Class 11 contains 15692 members Mstep: Class 12 contains 5381 members Mstep: Class 13 contains 925 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5633 members Mstep: Class 16 contains 1113 members Mstep: Class 17 contains 1609 members Mstep: Class 19 contains 419 members Mstep: Class 20 contains 8151 members Mstep: Class 21 contains 103037 members Mstep: Class 22 contains 2411 members Mstep: Class 23 contains 2133 members Mstep: Class 24 contains 2514 members Mstep: Class 25 contains 2533 members Mstep: Class 26 contains 6953 members Mstep: Class 27 contains 58106 members Mstep: Class 28 contains 5066 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2588 members Mstep: Class 31 contains 3782 members Mstep: Class 32 contains 521 members Mstep: Class 33 contains 1415 members Mstep: Class 34 contains 11410 members Entering Unmasked Estep ConsiderDeletion Score: -17800014.000000 Penalty: 18994.255859 Iteration 198Q: 34 clusters Score -1.780001e+07 nChanged 20 Entering ConstructFrom: Score: -17800014.000000 Penalty: 18994.255859 Entering ConstructFrom: Trying to split cluster 1 (27380 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27380 members Entering Unmasked Estep Score: -1625971.750000 Penalty: 464.899353 Iteration 0F: 2 clusters Score -1625972 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13843 members Mstep: Class 2 contains 13537 members Entering Unmasked Estep Score: -1607496.625000 Penalty: 929.798706 Iteration 0F: 3 clusters Score -1607497 nChanged 13299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17394 members Mstep: Class 2 contains 9986 members Entering Unmasked Estep Score: -1616210.000000 Penalty: 929.798706 Iteration 1F: 3 clusters Score -1616210 nChanged 2199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19381 members Mstep: Class 2 contains 7999 members Entering Unmasked Estep Score: -1617779.500000 Penalty: 929.798706 Iteration 2F: 3 clusters Score -1617780 nChanged 2308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21603 members Mstep: Class 2 contains 5777 members Entering Unmasked Estep Score: -1619843.875000 Penalty: 929.798706 Iteration 3F: 3 clusters Score -1619844 nChanged 2159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23696 members Mstep: Class 2 contains 3684 members Entering Unmasked Estep Score: -1621991.125000 Penalty: 929.798706 Iteration 4F: 3 clusters Score -1621991 nChanged 1618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25280 members Mstep: Class 2 contains 2100 members Entering Unmasked Estep Score: -1623634.375000 Penalty: 929.798706 Iteration 5F: 3 clusters Score -1623634 nChanged 1017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26287 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -1624691.125000 Penalty: 929.798706 Iteration 6Q: 3 clusters Score -1624691 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26782 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -1625194.500000 Penalty: 929.798706 Iteration 7Q: 3 clusters Score -1625194 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26993 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -1625414.500000 Penalty: 929.798706 Iteration 8Q: 3 clusters Score -1625414 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27075 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -1625513.750000 Penalty: 929.798706 Iteration 9Q: 3 clusters Score -1625514 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27108 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -1625565.750000 Penalty: 929.798706 Iteration 10Q: 3 clusters Score -1625566 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27122 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -1625595.125000 Penalty: 929.798706 Iteration 11Q: 3 clusters Score -1625595 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27133 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -1625612.000000 Penalty: 929.798706 Iteration 12Q: 3 clusters Score -1625612 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27143 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -1625615.750000 Penalty: 929.798706 Iteration 13Q: 3 clusters Score -1625616 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27149 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -1625619.750000 Penalty: 929.798706 Iteration 14Q: 3 clusters Score -1625620 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27152 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -1625623.375000 Penalty: 929.798706 Iteration 15Q: 3 clusters Score -1625623 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27155 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -1625623.625000 Penalty: 929.798706 Iteration 16Q: 3 clusters Score -1625624 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27158 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -1625628.000000 Penalty: 929.798706 Iteration 17Q: 3 clusters Score -1625628 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27162 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -1625631.250000 Penalty: 929.798706 Iteration 18Q: 3 clusters Score -1625631 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27161 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -1625630.875000 Penalty: 929.798706 Iteration 19Q: 3 clusters Score -1625631 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27159 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -1625630.375000 Penalty: 929.798706 Iteration 20F: 3 clusters Score -1625630 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (18535 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18535 members Entering Unmasked Estep Score: -1120387.375000 Penalty: 447.147461 Iteration 0F: 2 clusters Score -1120387 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9243 members Mstep: Class 2 contains 9292 members Entering Unmasked Estep Score: -1108101.750000 Penalty: 894.294922 Iteration 0F: 3 clusters Score -1108102 nChanged 8766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8195 members Mstep: Class 2 contains 10340 members Entering Unmasked Estep Score: -1113735.625000 Penalty: 894.294922 Iteration 1F: 3 clusters Score -1113736 nChanged 1377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7618 members Mstep: Class 2 contains 10917 members Entering Unmasked Estep Score: -1114614.750000 Penalty: 894.294922 Iteration 2F: 3 clusters Score -1114615 nChanged 1315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7001 members Mstep: Class 2 contains 11534 members Entering Unmasked Estep Score: -1115429.375000 Penalty: 894.294922 Iteration 3F: 3 clusters Score -1115429 nChanged 1100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6451 members Mstep: Class 2 contains 12084 members Entering Unmasked Estep Score: -1116135.000000 Penalty: 894.294922 Iteration 4F: 3 clusters Score -1116135 nChanged 897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5990 members Mstep: Class 2 contains 12545 members Entering Unmasked Estep Score: -1116733.375000 Penalty: 894.294922 Iteration 5Q: 3 clusters Score -1116733 nChanged 785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5595 members Mstep: Class 2 contains 12940 members Entering Unmasked Estep Score: -1117270.375000 Penalty: 894.294922 Iteration 6Q: 3 clusters Score -1117270 nChanged 636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5255 members Mstep: Class 2 contains 13280 members Entering Unmasked Estep Score: -1117636.375000 Penalty: 894.294922 Iteration 7Q: 3 clusters Score -1117636 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4950 members Mstep: Class 2 contains 13585 members Entering Unmasked Estep Score: -1117925.125000 Penalty: 894.294922 Iteration 8Q: 3 clusters Score -1117925 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4635 members Mstep: Class 2 contains 13900 members Entering Unmasked Estep Score: -1118158.750000 Penalty: 894.294922 Iteration 9Q: 3 clusters Score -1118159 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4360 members Mstep: Class 2 contains 14175 members Entering Unmasked Estep Score: -1118351.125000 Penalty: 894.294922 Iteration 10Q: 3 clusters Score -1118351 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4067 members Mstep: Class 2 contains 14468 members Entering Unmasked Estep Score: -1118561.250000 Penalty: 894.294922 Iteration 11Q: 3 clusters Score -1118561 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3810 members Mstep: Class 2 contains 14725 members Entering Unmasked Estep Score: -1118750.875000 Penalty: 894.294922 Iteration 12Q: 3 clusters Score -1118751 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3582 members Mstep: Class 2 contains 14953 members Entering Unmasked Estep Score: -1118914.875000 Penalty: 894.294922 Iteration 13Q: 3 clusters Score -1118915 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3365 members Mstep: Class 2 contains 15170 members Entering Unmasked Estep Score: -1119057.375000 Penalty: 894.294922 Iteration 14Q: 3 clusters Score -1119057 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3166 members Mstep: Class 2 contains 15369 members Entering Unmasked Estep Score: -1119187.625000 Penalty: 894.294922 Iteration 15Q: 3 clusters Score -1119188 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2993 members Mstep: Class 2 contains 15542 members Entering Unmasked Estep Score: -1119299.875000 Penalty: 894.294922 Iteration 16Q: 3 clusters Score -1119300 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2821 members Mstep: Class 2 contains 15714 members Entering Unmasked Estep Score: -1119392.375000 Penalty: 894.294922 Iteration 17Q: 3 clusters Score -1119392 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2692 members Mstep: Class 2 contains 15843 members Entering Unmasked Estep Score: -1119465.500000 Penalty: 894.294922 Iteration 18Q: 3 clusters Score -1119466 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2578 members Mstep: Class 2 contains 15957 members Entering Unmasked Estep Score: -1119521.000000 Penalty: 894.294922 Iteration 19Q: 3 clusters Score -1119521 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2469 members Mstep: Class 2 contains 16066 members Entering Unmasked Estep Score: -1119563.125000 Penalty: 894.294922 Iteration 20F: 3 clusters Score -1119563 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2373 members Mstep: Class 2 contains 16162 members Entering Unmasked Estep Score: -1119596.750000 Penalty: 894.294922 Iteration 21Q: 3 clusters Score -1119597 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2281 members Mstep: Class 2 contains 16254 members Entering Unmasked Estep Score: -1119624.000000 Penalty: 894.294922 Iteration 22Q: 3 clusters Score -1119624 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 16341 members Entering Unmasked Estep Score: -1119643.125000 Penalty: 894.294922 Iteration 23Q: 3 clusters Score -1119643 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2115 members Mstep: Class 2 contains 16420 members Entering Unmasked Estep Score: -1119664.750000 Penalty: 894.294922 Iteration 24Q: 3 clusters Score -1119665 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2031 members Mstep: Class 2 contains 16504 members Entering Unmasked Estep Score: -1119685.375000 Penalty: 894.294922 Iteration 25Q: 3 clusters Score -1119685 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 16578 members Entering Unmasked Estep Score: -1119706.250000 Penalty: 894.294922 Iteration 26Q: 3 clusters Score -1119706 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 16642 members Entering Unmasked Estep Score: -1119720.875000 Penalty: 894.294922 Iteration 27Q: 3 clusters Score -1119721 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 16709 members Entering Unmasked Estep Score: -1119740.750000 Penalty: 894.294922 Iteration 28Q: 3 clusters Score -1119741 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 16782 members Entering Unmasked Estep Score: -1119761.125000 Penalty: 894.294922 Iteration 29Q: 3 clusters Score -1119761 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 16850 members Entering Unmasked Estep Score: -1119781.875000 Penalty: 894.294922 Iteration 30Q: 3 clusters Score -1119782 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 16914 members Entering Unmasked Estep Score: -1119795.375000 Penalty: 894.294922 Iteration 31Q: 3 clusters Score -1119795 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 16952 members Entering Unmasked Estep Score: -1119804.000000 Penalty: 894.294922 Iteration 32Q: 3 clusters Score -1119804 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 16994 members Entering Unmasked Estep Score: -1119812.875000 Penalty: 894.294922 Iteration 33Q: 3 clusters Score -1119813 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 17036 members Entering Unmasked Estep Score: -1119822.375000 Penalty: 894.294922 Iteration 34Q: 3 clusters Score -1119822 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 17077 members Entering Unmasked Estep Score: -1119835.625000 Penalty: 894.294922 Iteration 35Q: 3 clusters Score -1119836 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 17114 members Entering Unmasked Estep Score: -1119842.750000 Penalty: 894.294922 Iteration 36Q: 3 clusters Score -1119843 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 17154 members Entering Unmasked Estep Score: -1119854.750000 Penalty: 894.294922 Iteration 37Q: 3 clusters Score -1119855 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 17194 members Entering Unmasked Estep Score: -1119862.750000 Penalty: 894.294922 Iteration 38Q: 3 clusters Score -1119863 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 17226 members Entering Unmasked Estep Score: -1119866.000000 Penalty: 894.294922 Iteration 39Q: 3 clusters Score -1119866 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 17254 members Entering Unmasked Estep Score: -1119874.000000 Penalty: 894.294922 Iteration 40F: 3 clusters Score -1119874 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 17294 members Entering Unmasked Estep Score: -1119884.750000 Penalty: 894.294922 Iteration 41Q: 3 clusters Score -1119885 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 17334 members Entering Unmasked Estep Score: -1119900.500000 Penalty: 894.294922 Iteration 42Q: 3 clusters Score -1119900 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 17377 members Entering Unmasked Estep Score: -1119915.625000 Penalty: 894.294922 Iteration 43Q: 3 clusters Score -1119916 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 17418 members Entering Unmasked Estep Score: -1119929.250000 Penalty: 894.294922 Iteration 44Q: 3 clusters Score -1119929 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 17444 members Entering Unmasked Estep Score: -1119933.250000 Penalty: 894.294922 Iteration 45Q: 3 clusters Score -1119933 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 17468 members Entering Unmasked Estep Score: -1119941.125000 Penalty: 894.294922 Iteration 46Q: 3 clusters Score -1119941 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 17488 members Entering Unmasked Estep Score: -1119943.125000 Penalty: 894.294922 Iteration 47Q: 3 clusters Score -1119943 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 17507 members Entering Unmasked Estep Score: -1119952.250000 Penalty: 894.294922 Iteration 48Q: 3 clusters Score -1119952 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 17532 members Entering Unmasked Estep Score: -1119956.625000 Penalty: 894.294922 Iteration 49Q: 3 clusters Score -1119957 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 17551 members Entering Unmasked Estep Score: -1119958.375000 Penalty: 894.294922 Iteration 50Q: 3 clusters Score -1119958 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 17569 members Entering Unmasked Estep Score: -1119965.000000 Penalty: 894.294922 Iteration 51Q: 3 clusters Score -1119965 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 17587 members Entering Unmasked Estep Score: -1119967.750000 Penalty: 894.294922 Iteration 52Q: 3 clusters Score -1119968 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 17598 members Entering Unmasked Estep Score: -1119970.875000 Penalty: 894.294922 Iteration 53Q: 3 clusters Score -1119971 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 17620 members Entering Unmasked Estep Score: -1119980.125000 Penalty: 894.294922 Iteration 54Q: 3 clusters Score -1119980 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 17641 members Entering Unmasked Estep Score: -1119982.875000 Penalty: 894.294922 Iteration 55Q: 3 clusters Score -1119983 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 17659 members Entering Unmasked Estep Score: -1119987.125000 Penalty: 894.294922 Iteration 56Q: 3 clusters Score -1119987 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 17673 members Entering Unmasked Estep Score: -1119988.500000 Penalty: 894.294922 Iteration 57Q: 3 clusters Score -1119988 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 17689 members Entering Unmasked Estep Score: -1119991.125000 Penalty: 894.294922 Iteration 58Q: 3 clusters Score -1119991 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 17703 members Entering Unmasked Estep Score: -1119992.875000 Penalty: 894.294922 Iteration 59Q: 3 clusters Score -1119993 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 17720 members Entering Unmasked Estep Score: -1119998.375000 Penalty: 894.294922 Iteration 60F: 3 clusters Score -1119998 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 17736 members Entering Unmasked Estep Score: -1120000.375000 Penalty: 894.294922 Iteration 61Q: 3 clusters Score -1120000 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 17747 members Entering Unmasked Estep Score: -1120000.375000 Penalty: 894.294922 Iteration 62Q: 3 clusters Score -1120000 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 17757 members Entering Unmasked Estep Score: -1120002.125000 Penalty: 894.294922 Iteration 63Q: 3 clusters Score -1120002 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 17763 members Entering Unmasked Estep Score: -1120005.000000 Penalty: 894.294922 Iteration 64Q: 3 clusters Score -1120005 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 17766 members Entering Unmasked Estep Score: -1120006.375000 Penalty: 894.294922 Iteration 65Q: 3 clusters Score -1120006 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 17773 members Entering Unmasked Estep Score: -1120008.250000 Penalty: 894.294922 Iteration 66Q: 3 clusters Score -1120008 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 17783 members Entering Unmasked Estep Score: -1120010.500000 Penalty: 894.294922 Iteration 67Q: 3 clusters Score -1120010 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 17795 members Entering Unmasked Estep Score: -1120012.750000 Penalty: 894.294922 Iteration 68Q: 3 clusters Score -1120013 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 17803 members Entering Unmasked Estep Score: -1120013.625000 Penalty: 894.294922 Iteration 69Q: 3 clusters Score -1120014 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 17811 members Entering Unmasked Estep Score: -1120013.250000 Penalty: 894.294922 Iteration 70Q: 3 clusters Score -1120013 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 17821 members Entering Unmasked Estep Score: -1120015.625000 Penalty: 894.294922 Iteration 71Q: 3 clusters Score -1120016 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 17827 members Entering Unmasked Estep Score: -1120017.125000 Penalty: 894.294922 Iteration 72Q: 3 clusters Score -1120017 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 17831 members Entering Unmasked Estep Score: -1120017.375000 Penalty: 894.294922 Iteration 73Q: 3 clusters Score -1120017 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 17837 members Entering Unmasked Estep Score: -1120018.000000 Penalty: 894.294922 Iteration 74Q: 3 clusters Score -1120018 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 17840 members Entering Unmasked Estep Score: -1120017.500000 Penalty: 894.294922 Iteration 75Q: 3 clusters Score -1120018 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 17842 members Entering Unmasked Estep Score: -1120019.000000 Penalty: 894.294922 Iteration 76Q: 3 clusters Score -1120019 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 17843 members Entering Unmasked Estep Score: -1120019.250000 Penalty: 894.294922 Iteration 77Q: 3 clusters Score -1120019 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 17844 members Entering Unmasked Estep Score: -1120022.125000 Penalty: 894.294922 Iteration 78Q: 3 clusters Score -1120022 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 17847 members Entering Unmasked Estep Score: -1120021.250000 Penalty: 894.294922 Iteration 79Q: 3 clusters Score -1120021 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 17848 members Entering Unmasked Estep Score: -1120021.000000 Penalty: 894.294922 Iteration 80F: 3 clusters Score -1120021 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 17851 members Entering Unmasked Estep Score: -1120021.000000 Penalty: 894.294922 Iteration 81Q: 3 clusters Score -1120021 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 17852 members Entering Unmasked Estep Score: -1120021.625000 Penalty: 894.294922 Iteration 82Q: 3 clusters Score -1120022 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 17853 members Entering Unmasked Estep Score: -1120022.250000 Penalty: 894.294922 Iteration 83Q: 3 clusters Score -1120022 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 17853 members Entering Unmasked Estep Score: -1120022.250000 Penalty: 894.294922 Iteration 84F: 3 clusters Score -1120022 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (4752 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4752 members Entering Unmasked Estep Score: -223349.500000 Penalty: 385.217590 Iteration 0F: 2 clusters Score -223349.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2393 members Mstep: Class 2 contains 2359 members Entering Unmasked Estep Score: -220082.984375 Penalty: 770.435181 Iteration 0F: 3 clusters Score -220083 nChanged 2208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2607 members Mstep: Class 2 contains 2145 members Entering Unmasked Estep Score: -221402.453125 Penalty: 770.435181 Iteration 1F: 3 clusters Score -221402.5 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -221621.218750 Penalty: 770.435181 Iteration 2F: 3 clusters Score -221621.2 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2915 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -221811.656250 Penalty: 770.435181 Iteration 3F: 3 clusters Score -221811.7 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3113 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -221984.281250 Penalty: 770.435181 Iteration 4F: 3 clusters Score -221984.3 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3329 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -222236.375000 Penalty: 770.435181 Iteration 5F: 3 clusters Score -222236.4 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3529 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -222499.968750 Penalty: 770.435181 Iteration 6F: 3 clusters Score -222500 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3733 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -222704.812500 Penalty: 770.435181 Iteration 7F: 3 clusters Score -222704.8 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3897 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -222859.906250 Penalty: 770.435181 Iteration 8Q: 3 clusters Score -222859.9 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4026 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -222985.125000 Penalty: 770.435181 Iteration 9Q: 3 clusters Score -222985.1 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4110 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -223043.593750 Penalty: 770.435181 Iteration 10Q: 3 clusters Score -223043.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4160 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -223078.468750 Penalty: 770.435181 Iteration 11Q: 3 clusters Score -223078.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4209 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -223106.640625 Penalty: 770.435181 Iteration 12Q: 3 clusters Score -223106.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4259 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -223135.171875 Penalty: 770.435181 Iteration 13Q: 3 clusters Score -223135.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4301 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -223154.937500 Penalty: 770.435181 Iteration 14Q: 3 clusters Score -223154.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4339 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -223172.656250 Penalty: 770.435181 Iteration 15Q: 3 clusters Score -223172.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4369 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -223187.921875 Penalty: 770.435181 Iteration 16Q: 3 clusters Score -223187.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4402 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -223207.109375 Penalty: 770.435181 Iteration 17Q: 3 clusters Score -223207.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4431 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -223223.968750 Penalty: 770.435181 Iteration 18Q: 3 clusters Score -223224 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4450 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -223230.812500 Penalty: 770.435181 Iteration 19Q: 3 clusters Score -223230.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4464 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -223233.531250 Penalty: 770.435181 Iteration 20F: 3 clusters Score -223233.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4473 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -223236.921875 Penalty: 770.435181 Iteration 21Q: 3 clusters Score -223236.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4488 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -223244.359375 Penalty: 770.435181 Iteration 22Q: 3 clusters Score -223244.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4508 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -223255.437500 Penalty: 770.435181 Iteration 23Q: 3 clusters Score -223255.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4528 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -223268.734375 Penalty: 770.435181 Iteration 24Q: 3 clusters Score -223268.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4545 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -223279.859375 Penalty: 770.435181 Iteration 25Q: 3 clusters Score -223279.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4561 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -223290.437500 Penalty: 770.435181 Iteration 26Q: 3 clusters Score -223290.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4571 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -223293.937500 Penalty: 770.435181 Iteration 27Q: 3 clusters Score -223293.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4579 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -223295.562500 Penalty: 770.435181 Iteration 28Q: 3 clusters Score -223295.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4581 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -223296.015625 Penalty: 770.435181 Iteration 29Q: 3 clusters Score -223296 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4586 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -223297.000000 Penalty: 770.435181 Iteration 30Q: 3 clusters Score -223297 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4589 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -223297.468750 Penalty: 770.435181 Iteration 31Q: 3 clusters Score -223297.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4590 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -223297.890625 Penalty: 770.435181 Iteration 32Q: 3 clusters Score -223297.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4591 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -223298.000000 Penalty: 770.435181 Iteration 33Q: 3 clusters Score -223298 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4592 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -223297.593750 Penalty: 770.435181 Iteration 34Q: 3 clusters Score -223297.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4592 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -223297.593750 Penalty: 770.435181 Iteration 35F: 3 clusters Score -223297.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2456 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2456 members Entering Unmasked Estep Score: -141084.062500 Penalty: 355.186157 Iteration 0F: 2 clusters Score -141084.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -139325.593750 Penalty: 710.372314 Iteration 0F: 3 clusters Score -139325.6 nChanged 1044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -139873.390625 Penalty: 710.372314 Iteration 1F: 3 clusters Score -139873.4 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -139980.671875 Penalty: 710.372314 Iteration 2F: 3 clusters Score -139980.7 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -140039.296875 Penalty: 710.372314 Iteration 3F: 3 clusters Score -140039.3 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -140103.578125 Penalty: 710.372314 Iteration 4Q: 3 clusters Score -140103.6 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -140173.015625 Penalty: 710.372314 Iteration 5F: 3 clusters Score -140173 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -140227.109375 Penalty: 710.372314 Iteration 6Q: 3 clusters Score -140227.1 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -140289.390625 Penalty: 710.372314 Iteration 7Q: 3 clusters Score -140289.4 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -140342.296875 Penalty: 710.372314 Iteration 8Q: 3 clusters Score -140342.3 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -140396.281250 Penalty: 710.372314 Iteration 9Q: 3 clusters Score -140396.3 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -140450.125000 Penalty: 710.372314 Iteration 10Q: 3 clusters Score -140450.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -140512.000000 Penalty: 710.372314 Iteration 11Q: 3 clusters Score -140512 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -140555.468750 Penalty: 710.372314 Iteration 12Q: 3 clusters Score -140555.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -140583.937500 Penalty: 710.372314 Iteration 13Q: 3 clusters Score -140583.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 1903 members Entering Unmasked Estep Score: -140608.500000 Penalty: 710.372314 Iteration 14Q: 3 clusters Score -140608.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 1943 members Entering Unmasked Estep Score: -140628.718750 Penalty: 710.372314 Iteration 15Q: 3 clusters Score -140628.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -140645.187500 Penalty: 710.372314 Iteration 16Q: 3 clusters Score -140645.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -140656.140625 Penalty: 710.372314 Iteration 17Q: 3 clusters Score -140656.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -140671.484375 Penalty: 710.372314 Iteration 18Q: 3 clusters Score -140671.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 2054 members Entering Unmasked Estep Score: -140679.796875 Penalty: 710.372314 Iteration 19Q: 3 clusters Score -140679.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -140685.328125 Penalty: 710.372314 Iteration 20F: 3 clusters Score -140685.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 2080 members Entering Unmasked Estep Score: -140692.281250 Penalty: 710.372314 Iteration 21Q: 3 clusters Score -140692.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 2092 members Entering Unmasked Estep Score: -140698.921875 Penalty: 710.372314 Iteration 22Q: 3 clusters Score -140698.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 2112 members Entering Unmasked Estep Score: -140715.203125 Penalty: 710.372314 Iteration 23Q: 3 clusters Score -140715.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 2135 members Entering Unmasked Estep Score: -140735.078125 Penalty: 710.372314 Iteration 24Q: 3 clusters Score -140735.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 2151 members Entering Unmasked Estep Score: -140743.453125 Penalty: 710.372314 Iteration 25Q: 3 clusters Score -140743.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -140748.390625 Penalty: 710.372314 Iteration 26Q: 3 clusters Score -140748.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 2175 members Entering Unmasked Estep Score: -140753.062500 Penalty: 710.372314 Iteration 27Q: 3 clusters Score -140753.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 2184 members Entering Unmasked Estep Score: -140759.609375 Penalty: 710.372314 Iteration 28Q: 3 clusters Score -140759.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 2192 members Entering Unmasked Estep Score: -140769.140625 Penalty: 710.372314 Iteration 29Q: 3 clusters Score -140769.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 2200 members Entering Unmasked Estep Score: -140776.187500 Penalty: 710.372314 Iteration 30Q: 3 clusters Score -140776.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 2206 members Entering Unmasked Estep Score: -140781.421875 Penalty: 710.372314 Iteration 31Q: 3 clusters Score -140781.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 2212 members Entering Unmasked Estep Score: -140786.421875 Penalty: 710.372314 Iteration 32Q: 3 clusters Score -140786.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 2220 members Entering Unmasked Estep Score: -140790.265625 Penalty: 710.372314 Iteration 33Q: 3 clusters Score -140790.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 2224 members Entering Unmasked Estep Score: -140793.406250 Penalty: 710.372314 Iteration 34Q: 3 clusters Score -140793.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 2227 members Entering Unmasked Estep Score: -140796.328125 Penalty: 710.372314 Iteration 35Q: 3 clusters Score -140796.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 2230 members Entering Unmasked Estep Score: -140797.796875 Penalty: 710.372314 Iteration 36Q: 3 clusters Score -140797.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 2233 members Entering Unmasked Estep Score: -140799.406250 Penalty: 710.372314 Iteration 37Q: 3 clusters Score -140799.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 2236 members Entering Unmasked Estep Score: -140800.765625 Penalty: 710.372314 Iteration 38Q: 3 clusters Score -140800.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 2237 members Entering Unmasked Estep Score: -140800.921875 Penalty: 710.372314 Iteration 39Q: 3 clusters Score -140800.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 2238 members Entering Unmasked Estep Score: -140801.265625 Penalty: 710.372314 Iteration 40F: 3 clusters Score -140801.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 2240 members Entering Unmasked Estep Score: -140802.500000 Penalty: 710.372314 Iteration 41Q: 3 clusters Score -140802.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 2240 members Entering Unmasked Estep Score: -140802.500000 Penalty: 710.372314 Iteration 42F: 3 clusters Score -140802.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (4299 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4299 members Entering Unmasked Estep Score: -238352.953125 Penalty: 380.659271 Iteration 0F: 2 clusters Score -238353 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2134 members Mstep: Class 2 contains 2165 members Entering Unmasked Estep Score: -235465.171875 Penalty: 761.318542 Iteration 0F: 3 clusters Score -235465.2 nChanged 1881 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1993 members Mstep: Class 2 contains 2306 members Entering Unmasked Estep Score: -236566.296875 Penalty: 761.318542 Iteration 1F: 3 clusters Score -236566.3 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -236697.203125 Penalty: 761.318542 Iteration 2F: 3 clusters Score -236697.2 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 2538 members Entering Unmasked Estep Score: -236837.187500 Penalty: 761.318542 Iteration 3F: 3 clusters Score -236837.2 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 2679 members Entering Unmasked Estep Score: -236950.796875 Penalty: 761.318542 Iteration 4F: 3 clusters Score -236950.8 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 2811 members Entering Unmasked Estep Score: -237045.859375 Penalty: 761.318542 Iteration 5Q: 3 clusters Score -237045.9 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 2945 members Entering Unmasked Estep Score: -237130.093750 Penalty: 761.318542 Iteration 6Q: 3 clusters Score -237130.1 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 3094 members Entering Unmasked Estep Score: -237220.875000 Penalty: 761.318542 Iteration 7Q: 3 clusters Score -237220.9 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 3235 members Entering Unmasked Estep Score: -237311.281250 Penalty: 761.318542 Iteration 8Q: 3 clusters Score -237311.3 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 3383 members Entering Unmasked Estep Score: -237411.734375 Penalty: 761.318542 Iteration 9Q: 3 clusters Score -237411.7 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 3536 members Entering Unmasked Estep Score: -237517.046875 Penalty: 761.318542 Iteration 10Q: 3 clusters Score -237517 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 3674 members Entering Unmasked Estep Score: -237617.375000 Penalty: 761.318542 Iteration 11Q: 3 clusters Score -237617.4 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 3801 members Entering Unmasked Estep Score: -237714.656250 Penalty: 761.318542 Iteration 12Q: 3 clusters Score -237714.7 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 3899 members Entering Unmasked Estep Score: -237793.171875 Penalty: 761.318542 Iteration 13Q: 3 clusters Score -237793.2 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 3983 members Entering Unmasked Estep Score: -237867.250000 Penalty: 761.318542 Iteration 14Q: 3 clusters Score -237867.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 4040 members Entering Unmasked Estep Score: -237920.234375 Penalty: 761.318542 Iteration 15Q: 3 clusters Score -237920.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 4065 members Entering Unmasked Estep Score: -237943.031250 Penalty: 761.318542 Iteration 16Q: 3 clusters Score -237943 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 4079 members Entering Unmasked Estep Score: -237959.828125 Penalty: 761.318542 Iteration 17Q: 3 clusters Score -237959.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 4091 members Entering Unmasked Estep Score: -237974.421875 Penalty: 761.318542 Iteration 18Q: 3 clusters Score -237974.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 4098 members Entering Unmasked Estep Score: -237980.796875 Penalty: 761.318542 Iteration 19Q: 3 clusters Score -237980.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 4102 members Entering Unmasked Estep Score: -237986.375000 Penalty: 761.318542 Iteration 20F: 3 clusters Score -237986.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 4107 members Entering Unmasked Estep Score: -237989.781250 Penalty: 761.318542 Iteration 21Q: 3 clusters Score -237989.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 4111 members Entering Unmasked Estep Score: -237993.093750 Penalty: 761.318542 Iteration 22Q: 3 clusters Score -237993.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 4115 members Entering Unmasked Estep Score: -237999.765625 Penalty: 761.318542 Iteration 23Q: 3 clusters Score -237999.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 4120 members Entering Unmasked Estep Score: -238007.796875 Penalty: 761.318542 Iteration 24Q: 3 clusters Score -238007.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 4125 members Entering Unmasked Estep Score: -238014.421875 Penalty: 761.318542 Iteration 25Q: 3 clusters Score -238014.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 4133 members Entering Unmasked Estep Score: -238030.265625 Penalty: 761.318542 Iteration 26Q: 3 clusters Score -238030.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 4136 members Entering Unmasked Estep Score: -238037.078125 Penalty: 761.318542 Iteration 27Q: 3 clusters Score -238037.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 4138 members Entering Unmasked Estep Score: -238044.906250 Penalty: 761.318542 Iteration 28Q: 3 clusters Score -238044.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 4138 members Entering Unmasked Estep Score: -238051.171875 Penalty: 761.318542 Iteration 29Q: 3 clusters Score -238051.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 4140 members Entering Unmasked Estep Score: -238055.265625 Penalty: 761.318542 Iteration 30Q: 3 clusters Score -238055.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 4141 members Entering Unmasked Estep Score: -238055.968750 Penalty: 761.318542 Iteration 31Q: 3 clusters Score -238056 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 4144 members Entering Unmasked Estep Score: -238056.968750 Penalty: 761.318542 Iteration 32Q: 3 clusters Score -238057 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 4145 members Entering Unmasked Estep Score: -238057.906250 Penalty: 761.318542 Iteration 33Q: 3 clusters Score -238057.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 4146 members Entering Unmasked Estep Score: -238057.828125 Penalty: 761.318542 Iteration 34Q: 3 clusters Score -238057.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 4147 members Entering Unmasked Estep Score: -238058.843750 Penalty: 761.318542 Iteration 35Q: 3 clusters Score -238058.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 4148 members Entering Unmasked Estep Score: -238059.843750 Penalty: 761.318542 Iteration 36Q: 3 clusters Score -238059.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 4150 members Entering Unmasked Estep Score: -238063.296875 Penalty: 761.318542 Iteration 37Q: 3 clusters Score -238063.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 4151 members Entering Unmasked Estep Score: -238066.734375 Penalty: 761.318542 Iteration 38Q: 3 clusters Score -238066.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 4153 members Entering Unmasked Estep Score: -238067.718750 Penalty: 761.318542 Iteration 39Q: 3 clusters Score -238067.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 4155 members Entering Unmasked Estep Score: -238069.187500 Penalty: 761.318542 Iteration 40F: 3 clusters Score -238069.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 4157 members Entering Unmasked Estep Score: -238069.953125 Penalty: 761.318542 Iteration 41Q: 3 clusters Score -238070 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 4158 members Entering Unmasked Estep Score: -238071.593750 Penalty: 761.318542 Iteration 42Q: 3 clusters Score -238071.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 4161 members Entering Unmasked Estep Score: -238074.656250 Penalty: 761.318542 Iteration 43Q: 3 clusters Score -238074.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 4163 members Entering Unmasked Estep Score: -238078.093750 Penalty: 761.318542 Iteration 44Q: 3 clusters Score -238078.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 4164 members Entering Unmasked Estep Score: -238080.812500 Penalty: 761.318542 Iteration 45Q: 3 clusters Score -238080.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 4162 members Entering Unmasked Estep Score: -238082.546875 Penalty: 761.318542 Iteration 46Q: 3 clusters Score -238082.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 4161 members Entering Unmasked Estep Score: -238083.265625 Penalty: 761.318542 Iteration 47Q: 3 clusters Score -238083.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 4162 members Entering Unmasked Estep Score: -238084.250000 Penalty: 761.318542 Iteration 48Q: 3 clusters Score -238084.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 4161 members Entering Unmasked Estep Score: -238084.906250 Penalty: 761.318542 Iteration 49Q: 3 clusters Score -238084.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 4161 members Entering Unmasked Estep Score: -238084.906250 Penalty: 761.318542 Iteration 50F: 3 clusters Score -238084.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1674 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Entering Unmasked Estep Score: -92270.593750 Penalty: 337.745178 Iteration 0F: 2 clusters Score -92270.59 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -91033.226562 Penalty: 675.490356 Iteration 0F: 3 clusters Score -91033.23 nChanged 712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -91413.960938 Penalty: 675.490356 Iteration 1F: 3 clusters Score -91413.96 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -91467.640625 Penalty: 675.490356 Iteration 2F: 3 clusters Score -91467.64 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -91515.585938 Penalty: 675.490356 Iteration 3F: 3 clusters Score -91515.59 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -91549.171875 Penalty: 675.490356 Iteration 4Q: 3 clusters Score -91549.17 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -91594.242188 Penalty: 675.490356 Iteration 5Q: 3 clusters Score -91594.24 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -91635.226562 Penalty: 675.490356 Iteration 6Q: 3 clusters Score -91635.23 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -91673.765625 Penalty: 675.490356 Iteration 7Q: 3 clusters Score -91673.77 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -91707.796875 Penalty: 675.490356 Iteration 8Q: 3 clusters Score -91707.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -91743.734375 Penalty: 675.490356 Iteration 9Q: 3 clusters Score -91743.73 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -91792.546875 Penalty: 675.490356 Iteration 10Q: 3 clusters Score -91792.55 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -91828.945312 Penalty: 675.490356 Iteration 11Q: 3 clusters Score -91828.95 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -91854.968750 Penalty: 675.490356 Iteration 12Q: 3 clusters Score -91854.97 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -91874.453125 Penalty: 675.490356 Iteration 13Q: 3 clusters Score -91874.45 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -91888.171875 Penalty: 675.490356 Iteration 14Q: 3 clusters Score -91888.17 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -91906.367188 Penalty: 675.490356 Iteration 15Q: 3 clusters Score -91906.37 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -91923.234375 Penalty: 675.490356 Iteration 16Q: 3 clusters Score -91923.23 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -91933.984375 Penalty: 675.490356 Iteration 17Q: 3 clusters Score -91933.98 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -91940.320312 Penalty: 675.490356 Iteration 18Q: 3 clusters Score -91940.32 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -91946.507812 Penalty: 675.490356 Iteration 19Q: 3 clusters Score -91946.51 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -91949.687500 Penalty: 675.490356 Iteration 20F: 3 clusters Score -91949.69 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -91954.687500 Penalty: 675.490356 Iteration 21Q: 3 clusters Score -91954.69 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -91957.265625 Penalty: 675.490356 Iteration 22Q: 3 clusters Score -91957.27 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -91957.976562 Penalty: 675.490356 Iteration 23Q: 3 clusters Score -91957.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -91958.906250 Penalty: 675.490356 Iteration 24Q: 3 clusters Score -91958.91 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -91958.906250 Penalty: 675.490356 Iteration 25F: 3 clusters Score -91958.91 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (3841 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3841 members Entering Unmasked Estep Score: -208490.562500 Penalty: 375.533691 Iteration 0F: 2 clusters Score -208490.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -205862.687500 Penalty: 751.067383 Iteration 0F: 3 clusters Score -205862.7 nChanged 1700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -206980.906250 Penalty: 751.067383 Iteration 1F: 3 clusters Score -206980.9 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 2265 members Entering Unmasked Estep Score: -207337.578125 Penalty: 751.067383 Iteration 2F: 3 clusters Score -207337.6 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 2377 members Entering Unmasked Estep Score: -207647.328125 Penalty: 751.067383 Iteration 3F: 3 clusters Score -207647.3 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 2426 members Entering Unmasked Estep Score: -207811.875000 Penalty: 751.067383 Iteration 4F: 3 clusters Score -207811.9 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 2447 members Entering Unmasked Estep Score: -207875.718750 Penalty: 751.067383 Iteration 5Q: 3 clusters Score -207875.7 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 2469 members Entering Unmasked Estep Score: -207906.671875 Penalty: 751.067383 Iteration 6Q: 3 clusters Score -207906.7 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 2486 members Entering Unmasked Estep Score: -207929.875000 Penalty: 751.067383 Iteration 7Q: 3 clusters Score -207929.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 2490 members Entering Unmasked Estep Score: -207949.468750 Penalty: 751.067383 Iteration 8Q: 3 clusters Score -207949.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 2506 members Entering Unmasked Estep Score: -207971.343750 Penalty: 751.067383 Iteration 9Q: 3 clusters Score -207971.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 2511 members Entering Unmasked Estep Score: -207990.312500 Penalty: 751.067383 Iteration 10Q: 3 clusters Score -207990.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 2522 members Entering Unmasked Estep Score: -208020.468750 Penalty: 751.067383 Iteration 11Q: 3 clusters Score -208020.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 2523 members Entering Unmasked Estep Score: -208052.218750 Penalty: 751.067383 Iteration 12Q: 3 clusters Score -208052.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 2522 members Entering Unmasked Estep Score: -208088.718750 Penalty: 751.067383 Iteration 13Q: 3 clusters Score -208088.7 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 2521 members Entering Unmasked Estep Score: -208113.171875 Penalty: 751.067383 Iteration 14Q: 3 clusters Score -208113.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 2502 members Entering Unmasked Estep Score: -208131.750000 Penalty: 751.067383 Iteration 15Q: 3 clusters Score -208131.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 2482 members Entering Unmasked Estep Score: -208142.265625 Penalty: 751.067383 Iteration 16Q: 3 clusters Score -208142.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 2470 members Entering Unmasked Estep Score: -208150.390625 Penalty: 751.067383 Iteration 17Q: 3 clusters Score -208150.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -208155.687500 Penalty: 751.067383 Iteration 18Q: 3 clusters Score -208155.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 2440 members Entering Unmasked Estep Score: -208158.343750 Penalty: 751.067383 Iteration 19Q: 3 clusters Score -208158.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 2429 members Entering Unmasked Estep Score: -208159.906250 Penalty: 751.067383 Iteration 20F: 3 clusters Score -208159.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 2424 members Entering Unmasked Estep Score: -208161.359375 Penalty: 751.067383 Iteration 21Q: 3 clusters Score -208161.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 2417 members Entering Unmasked Estep Score: -208162.203125 Penalty: 751.067383 Iteration 22Q: 3 clusters Score -208162.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 2405 members Entering Unmasked Estep Score: -208164.671875 Penalty: 751.067383 Iteration 23Q: 3 clusters Score -208164.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 2391 members Entering Unmasked Estep Score: -208169.859375 Penalty: 751.067383 Iteration 24Q: 3 clusters Score -208169.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 2370 members Entering Unmasked Estep Score: -208176.000000 Penalty: 751.067383 Iteration 25Q: 3 clusters Score -208176 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 2341 members Entering Unmasked Estep Score: -208182.812500 Penalty: 751.067383 Iteration 26Q: 3 clusters Score -208182.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -208189.703125 Penalty: 751.067383 Iteration 27Q: 3 clusters Score -208189.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1547 members Mstep: Class 2 contains 2294 members Entering Unmasked Estep Score: -208194.375000 Penalty: 751.067383 Iteration 28Q: 3 clusters Score -208194.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 2269 members Entering Unmasked Estep Score: -208203.875000 Penalty: 751.067383 Iteration 29Q: 3 clusters Score -208203.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 2240 members Entering Unmasked Estep Score: -208211.750000 Penalty: 751.067383 Iteration 30Q: 3 clusters Score -208211.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 2213 members Entering Unmasked Estep Score: -208218.796875 Penalty: 751.067383 Iteration 31Q: 3 clusters Score -208218.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1656 members Mstep: Class 2 contains 2185 members Entering Unmasked Estep Score: -208228.218750 Penalty: 751.067383 Iteration 32Q: 3 clusters Score -208228.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 2151 members Entering Unmasked Estep Score: -208240.359375 Penalty: 751.067383 Iteration 33Q: 3 clusters Score -208240.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 2116 members Entering Unmasked Estep Score: -208251.562500 Penalty: 751.067383 Iteration 34Q: 3 clusters Score -208251.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 2077 members Entering Unmasked Estep Score: -208265.562500 Penalty: 751.067383 Iteration 35Q: 3 clusters Score -208265.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1796 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -208275.140625 Penalty: 751.067383 Iteration 36Q: 3 clusters Score -208275.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 2010 members Entering Unmasked Estep Score: -208286.296875 Penalty: 751.067383 Iteration 37Q: 3 clusters Score -208286.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -208298.437500 Penalty: 751.067383 Iteration 38Q: 3 clusters Score -208298.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 1945 members Entering Unmasked Estep Score: -208307.906250 Penalty: 751.067383 Iteration 39Q: 3 clusters Score -208307.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 1921 members Entering Unmasked Estep Score: -208316.828125 Penalty: 751.067383 Iteration 40F: 3 clusters Score -208316.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -208332.140625 Penalty: 751.067383 Iteration 41Q: 3 clusters Score -208332.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 1860 members Entering Unmasked Estep Score: -208344.421875 Penalty: 751.067383 Iteration 42Q: 3 clusters Score -208344.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2003 members Mstep: Class 2 contains 1838 members Entering Unmasked Estep Score: -208351.015625 Penalty: 751.067383 Iteration 43Q: 3 clusters Score -208351 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 1820 members Entering Unmasked Estep Score: -208357.250000 Penalty: 751.067383 Iteration 44Q: 3 clusters Score -208357.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2039 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -208364.781250 Penalty: 751.067383 Iteration 45Q: 3 clusters Score -208364.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2063 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -208375.703125 Penalty: 751.067383 Iteration 46Q: 3 clusters Score -208375.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2090 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -208387.765625 Penalty: 751.067383 Iteration 47Q: 3 clusters Score -208387.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2109 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -208395.031250 Penalty: 751.067383 Iteration 48Q: 3 clusters Score -208395 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2132 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -208403.125000 Penalty: 751.067383 Iteration 49Q: 3 clusters Score -208403.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -208410.109375 Penalty: 751.067383 Iteration 50Q: 3 clusters Score -208410.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2172 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -208414.656250 Penalty: 751.067383 Iteration 51Q: 3 clusters Score -208414.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2189 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -208417.281250 Penalty: 751.067383 Iteration 52Q: 3 clusters Score -208417.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -208421.000000 Penalty: 751.067383 Iteration 53Q: 3 clusters Score -208421 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2218 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -208425.031250 Penalty: 751.067383 Iteration 54Q: 3 clusters Score -208425 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2232 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -208428.281250 Penalty: 751.067383 Iteration 55Q: 3 clusters Score -208428.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2241 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -208430.453125 Penalty: 751.067383 Iteration 56Q: 3 clusters Score -208430.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2253 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -208431.984375 Penalty: 751.067383 Iteration 57Q: 3 clusters Score -208432 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -208433.250000 Penalty: 751.067383 Iteration 58Q: 3 clusters Score -208433.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2263 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -208433.750000 Penalty: 751.067383 Iteration 59Q: 3 clusters Score -208433.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2267 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -208434.421875 Penalty: 751.067383 Iteration 60F: 3 clusters Score -208434.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1114 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Entering Unmasked Estep Score: -55082.410156 Penalty: 319.214905 Iteration 0F: 2 clusters Score -55082.41 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -54237.039062 Penalty: 638.429810 Iteration 0F: 3 clusters Score -54237.04 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -54497.562500 Penalty: 638.429810 Iteration 1F: 3 clusters Score -54497.56 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -54557.609375 Penalty: 638.429810 Iteration 2F: 3 clusters Score -54557.61 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -54602.261719 Penalty: 638.429810 Iteration 3F: 3 clusters Score -54602.26 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -54634.378906 Penalty: 638.429810 Iteration 4Q: 3 clusters Score -54634.38 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -54670.707031 Penalty: 638.429810 Iteration 5Q: 3 clusters Score -54670.71 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -54712.312500 Penalty: 638.429810 Iteration 6Q: 3 clusters Score -54712.31 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -54748.941406 Penalty: 638.429810 Iteration 7Q: 3 clusters Score -54748.94 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -54778.429688 Penalty: 638.429810 Iteration 8Q: 3 clusters Score -54778.43 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -54805.695312 Penalty: 638.429810 Iteration 9Q: 3 clusters Score -54805.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -54821.800781 Penalty: 638.429810 Iteration 10Q: 3 clusters Score -54821.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -54828.531250 Penalty: 638.429810 Iteration 11Q: 3 clusters Score -54828.53 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -54832.828125 Penalty: 638.429810 Iteration 12Q: 3 clusters Score -54832.83 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -54836.710938 Penalty: 638.429810 Iteration 13Q: 3 clusters Score -54836.71 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -54839.648438 Penalty: 638.429810 Iteration 14Q: 3 clusters Score -54839.65 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -54842.093750 Penalty: 638.429810 Iteration 15Q: 3 clusters Score -54842.09 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -54843.882812 Penalty: 638.429810 Iteration 16Q: 3 clusters Score -54843.88 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -54844.644531 Penalty: 638.429810 Iteration 17Q: 3 clusters Score -54844.64 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -54844.808594 Penalty: 638.429810 Iteration 18Q: 3 clusters Score -54844.81 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -54846.476562 Penalty: 638.429810 Iteration 19Q: 3 clusters Score -54846.48 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -54848.519531 Penalty: 638.429810 Iteration 20F: 3 clusters Score -54848.52 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -54849.437500 Penalty: 638.429810 Iteration 21Q: 3 clusters Score -54849.44 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -54850.015625 Penalty: 638.429810 Iteration 22Q: 3 clusters Score -54850.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -54850.062500 Penalty: 638.429810 Iteration 23Q: 3 clusters Score -54850.06 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -54850.316406 Penalty: 638.429810 Iteration 24Q: 3 clusters Score -54850.32 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -54850.562500 Penalty: 638.429810 Iteration 25Q: 3 clusters Score -54850.56 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -54850.996094 Penalty: 638.429810 Iteration 26Q: 3 clusters Score -54851 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -54851.125000 Penalty: 638.429810 Iteration 27Q: 3 clusters Score -54851.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -54851.125000 Penalty: 638.429810 Iteration 28F: 3 clusters Score -54851.12 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (383 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Entering Unmasked Estep Score: -16387.306641 Penalty: 270.635590 Iteration 0F: 2 clusters Score -16387.31 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -16001.666016 Penalty: 541.271179 Iteration 0F: 3 clusters Score -16001.67 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -16210.362305 Penalty: 541.271179 Iteration 1F: 3 clusters Score -16210.36 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -16333.875977 Penalty: 541.271179 Iteration 2F: 3 clusters Score -16333.88 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -16421.015625 Penalty: 541.271179 Iteration 3F: 3 clusters Score -16421.02 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -16458.904297 Penalty: 541.271179 Iteration 4Q: 3 clusters Score -16458.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -16475.185547 Penalty: 541.271179 Iteration 5Q: 3 clusters Score -16475.19 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -16489.068359 Penalty: 541.271179 Iteration 6Q: 3 clusters Score -16489.07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -16508.863281 Penalty: 541.271179 Iteration 7Q: 3 clusters Score -16508.86 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -16543.181641 Penalty: 541.271179 Iteration 8Q: 3 clusters Score -16543.18 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -16553.765625 Penalty: 541.271179 Iteration 9Q: 3 clusters Score -16553.77 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -16571.697266 Penalty: 541.271179 Iteration 10Q: 3 clusters Score -16571.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -16583.027344 Penalty: 541.271179 Iteration 11Q: 3 clusters Score -16583.03 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -16595.824219 Penalty: 541.271179 Iteration 12Q: 3 clusters Score -16595.82 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -16632.755859 Penalty: 541.271179 Iteration 13Q: 3 clusters Score -16632.76 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -16649.554688 Penalty: 541.271179 Iteration 14Q: 3 clusters Score -16649.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -16650.121094 Penalty: 541.271179 Iteration 15Q: 3 clusters Score -16650.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -16650.121094 Penalty: 541.271179 Iteration 16F: 3 clusters Score -16650.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27380 members Mstep: Class 2 contains 18535 members Mstep: Class 3 contains 4752 members Mstep: Class 4 contains 2456 members Mstep: Class 5 contains 4299 members Mstep: Class 6 contains 1674 members Mstep: Class 7 contains 3841 members Mstep: Class 8 contains 1114 members Mstep: Class 9 contains 275 members Mstep: Class 10 contains 5602 members Mstep: Class 11 contains 15692 members Mstep: Class 12 contains 5381 members Mstep: Class 13 contains 925 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5635 members Mstep: Class 16 contains 1113 members Mstep: Class 17 contains 1609 members Mstep: Class 18 contains 108 members Mstep: Class 19 contains 419 members Mstep: Class 20 contains 8151 members Mstep: Class 21 contains 103040 members Mstep: Class 22 contains 2406 members Mstep: Class 23 contains 2133 members Mstep: Class 24 contains 2513 members Mstep: Class 25 contains 2533 members Mstep: Class 26 contains 6954 members Mstep: Class 27 contains 58106 members Mstep: Class 28 contains 5069 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2588 members Mstep: Class 31 contains 3782 members Mstep: Class 32 contains 521 members Mstep: Class 33 contains 1414 members Mstep: Class 34 contains 11414 members Entering Unmasked Estep Score: -17799974.000000 Penalty: 19569.839844 Splitting cluster 9 changes total score from -17800014.000000 to -17799974.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 10 (5602 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5602 members Entering Unmasked Estep Score: -339317.625000 Penalty: 392.705017 Iteration 0F: 2 clusters Score -339317.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2814 members Mstep: Class 2 contains 2788 members Entering Unmasked Estep Score: -335534.468750 Penalty: 785.410034 Iteration 0F: 3 clusters Score -335534.5 nChanged 2524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2802 members Mstep: Class 2 contains 2800 members Entering Unmasked Estep Score: -337063.343750 Penalty: 785.410034 Iteration 1F: 3 clusters Score -337063.3 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2775 members Mstep: Class 2 contains 2827 members Entering Unmasked Estep Score: -337233.250000 Penalty: 785.410034 Iteration 2F: 3 clusters Score -337233.2 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2761 members Mstep: Class 2 contains 2841 members Entering Unmasked Estep Score: -337461.406250 Penalty: 785.410034 Iteration 3F: 3 clusters Score -337461.4 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2754 members Mstep: Class 2 contains 2848 members Entering Unmasked Estep Score: -337758.062500 Penalty: 785.410034 Iteration 4F: 3 clusters Score -337758.1 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2748 members Mstep: Class 2 contains 2854 members Entering Unmasked Estep Score: -338037.562500 Penalty: 785.410034 Iteration 5F: 3 clusters Score -338037.6 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2751 members Mstep: Class 2 contains 2851 members Entering Unmasked Estep Score: -338224.000000 Penalty: 785.410034 Iteration 6F: 3 clusters Score -338224 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2756 members Mstep: Class 2 contains 2846 members Entering Unmasked Estep Score: -338331.187500 Penalty: 785.410034 Iteration 7Q: 3 clusters Score -338331.2 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2748 members Mstep: Class 2 contains 2854 members Entering Unmasked Estep Score: -338379.468750 Penalty: 785.410034 Iteration 8Q: 3 clusters Score -338379.5 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2741 members Mstep: Class 2 contains 2861 members Entering Unmasked Estep Score: -338415.000000 Penalty: 785.410034 Iteration 9Q: 3 clusters Score -338415 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2719 members Mstep: Class 2 contains 2883 members Entering Unmasked Estep Score: -338451.281250 Penalty: 785.410034 Iteration 10Q: 3 clusters Score -338451.3 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2697 members Mstep: Class 2 contains 2905 members Entering Unmasked Estep Score: -338482.406250 Penalty: 785.410034 Iteration 11Q: 3 clusters Score -338482.4 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2680 members Mstep: Class 2 contains 2922 members Entering Unmasked Estep Score: -338510.718750 Penalty: 785.410034 Iteration 12Q: 3 clusters Score -338510.7 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2663 members Mstep: Class 2 contains 2939 members Entering Unmasked Estep Score: -338539.250000 Penalty: 785.410034 Iteration 13Q: 3 clusters Score -338539.2 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2643 members Mstep: Class 2 contains 2959 members Entering Unmasked Estep Score: -338565.875000 Penalty: 785.410034 Iteration 14Q: 3 clusters Score -338565.9 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2615 members Mstep: Class 2 contains 2987 members Entering Unmasked Estep Score: -338593.625000 Penalty: 785.410034 Iteration 15Q: 3 clusters Score -338593.6 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2586 members Mstep: Class 2 contains 3016 members Entering Unmasked Estep Score: -338615.781250 Penalty: 785.410034 Iteration 16Q: 3 clusters Score -338615.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2565 members Mstep: Class 2 contains 3037 members Entering Unmasked Estep Score: -338629.468750 Penalty: 785.410034 Iteration 17Q: 3 clusters Score -338629.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2550 members Mstep: Class 2 contains 3052 members Entering Unmasked Estep Score: -338639.875000 Penalty: 785.410034 Iteration 18Q: 3 clusters Score -338639.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2544 members Mstep: Class 2 contains 3058 members Entering Unmasked Estep Score: -338650.687500 Penalty: 785.410034 Iteration 19Q: 3 clusters Score -338650.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2532 members Mstep: Class 2 contains 3070 members Entering Unmasked Estep Score: -338660.843750 Penalty: 785.410034 Iteration 20F: 3 clusters Score -338660.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2514 members Mstep: Class 2 contains 3088 members Entering Unmasked Estep Score: -338668.781250 Penalty: 785.410034 Iteration 21Q: 3 clusters Score -338668.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2490 members Mstep: Class 2 contains 3112 members Entering Unmasked Estep Score: -338676.531250 Penalty: 785.410034 Iteration 22Q: 3 clusters Score -338676.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2470 members Mstep: Class 2 contains 3132 members Entering Unmasked Estep Score: -338680.656250 Penalty: 785.410034 Iteration 23Q: 3 clusters Score -338680.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2461 members Mstep: Class 2 contains 3141 members Entering Unmasked Estep Score: -338684.625000 Penalty: 785.410034 Iteration 24Q: 3 clusters Score -338684.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2456 members Mstep: Class 2 contains 3146 members Entering Unmasked Estep Score: -338686.656250 Penalty: 785.410034 Iteration 25Q: 3 clusters Score -338686.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2451 members Mstep: Class 2 contains 3151 members Entering Unmasked Estep Score: -338688.125000 Penalty: 785.410034 Iteration 26Q: 3 clusters Score -338688.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2447 members Mstep: Class 2 contains 3155 members Entering Unmasked Estep Score: -338689.812500 Penalty: 785.410034 Iteration 27Q: 3 clusters Score -338689.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 3158 members Entering Unmasked Estep Score: -338689.625000 Penalty: 785.410034 Iteration 28Q: 3 clusters Score -338689.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2441 members Mstep: Class 2 contains 3161 members Entering Unmasked Estep Score: -338690.968750 Penalty: 785.410034 Iteration 29Q: 3 clusters Score -338691 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2438 members Mstep: Class 2 contains 3164 members Entering Unmasked Estep Score: -338692.468750 Penalty: 785.410034 Iteration 30Q: 3 clusters Score -338692.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2437 members Mstep: Class 2 contains 3165 members Entering Unmasked Estep Score: -338694.281250 Penalty: 785.410034 Iteration 31Q: 3 clusters Score -338694.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2435 members Mstep: Class 2 contains 3167 members Entering Unmasked Estep Score: -338694.812500 Penalty: 785.410034 Iteration 32Q: 3 clusters Score -338694.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2433 members Mstep: Class 2 contains 3169 members Entering Unmasked Estep Score: -338695.218750 Penalty: 785.410034 Iteration 33Q: 3 clusters Score -338695.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2429 members Mstep: Class 2 contains 3173 members Entering Unmasked Estep Score: -338695.656250 Penalty: 785.410034 Iteration 34Q: 3 clusters Score -338695.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2427 members Mstep: Class 2 contains 3175 members Entering Unmasked Estep Score: -338695.843750 Penalty: 785.410034 Iteration 35Q: 3 clusters Score -338695.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2428 members Mstep: Class 2 contains 3174 members Entering Unmasked Estep Score: -338695.593750 Penalty: 785.410034 Iteration 36Q: 3 clusters Score -338695.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2431 members Mstep: Class 2 contains 3171 members Entering Unmasked Estep Score: -338696.093750 Penalty: 785.410034 Iteration 37Q: 3 clusters Score -338696.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2433 members Mstep: Class 2 contains 3169 members Entering Unmasked Estep Score: -338695.531250 Penalty: 785.410034 Iteration 38Q: 3 clusters Score -338695.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2435 members Mstep: Class 2 contains 3167 members Entering Unmasked Estep Score: -338696.218750 Penalty: 785.410034 Iteration 39Q: 3 clusters Score -338696.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2433 members Mstep: Class 2 contains 3169 members Entering Unmasked Estep Score: -338695.968750 Penalty: 785.410034 Iteration 40F: 3 clusters Score -338696 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2433 members Mstep: Class 2 contains 3169 members Entering Unmasked Estep Score: -338695.750000 Penalty: 785.410034 Iteration 41Q: 3 clusters Score -338695.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2433 members Mstep: Class 2 contains 3169 members Entering Unmasked Estep Score: -338695.750000 Penalty: 785.410034 Iteration 42F: 3 clusters Score -338695.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (15692 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15692 members Entering Unmasked Estep Score: -865498.375000 Penalty: 439.571228 Iteration 0F: 2 clusters Score -865498.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7837 members Mstep: Class 2 contains 7855 members Entering Unmasked Estep Score: -855026.875000 Penalty: 879.142456 Iteration 0F: 3 clusters Score -855026.9 nChanged 7388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7583 members Mstep: Class 2 contains 8109 members Entering Unmasked Estep Score: -859454.937500 Penalty: 879.142456 Iteration 1F: 3 clusters Score -859454.9 nChanged 823 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7492 members Mstep: Class 2 contains 8200 members Entering Unmasked Estep Score: -859778.062500 Penalty: 879.142456 Iteration 2F: 3 clusters Score -859778.1 nChanged 795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7353 members Mstep: Class 2 contains 8339 members Entering Unmasked Estep Score: -860114.187500 Penalty: 879.142456 Iteration 3F: 3 clusters Score -860114.2 nChanged 799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7130 members Mstep: Class 2 contains 8562 members Entering Unmasked Estep Score: -860474.937500 Penalty: 879.142456 Iteration 4F: 3 clusters Score -860474.9 nChanged 810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6796 members Mstep: Class 2 contains 8896 members Entering Unmasked Estep Score: -860848.687500 Penalty: 879.142456 Iteration 5F: 3 clusters Score -860848.7 nChanged 758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6358 members Mstep: Class 2 contains 9334 members Entering Unmasked Estep Score: -861209.750000 Penalty: 879.142456 Iteration 6Q: 3 clusters Score -861209.8 nChanged 732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5844 members Mstep: Class 2 contains 9848 members Entering Unmasked Estep Score: -861603.062500 Penalty: 879.142456 Iteration 7Q: 3 clusters Score -861603.1 nChanged 698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5284 members Mstep: Class 2 contains 10408 members Entering Unmasked Estep Score: -862031.750000 Penalty: 879.142456 Iteration 8Q: 3 clusters Score -862031.8 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4714 members Mstep: Class 2 contains 10978 members Entering Unmasked Estep Score: -862531.062500 Penalty: 879.142456 Iteration 9Q: 3 clusters Score -862531.1 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4136 members Mstep: Class 2 contains 11556 members Entering Unmasked Estep Score: -863051.312500 Penalty: 879.142456 Iteration 10Q: 3 clusters Score -863051.3 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3624 members Mstep: Class 2 contains 12068 members Entering Unmasked Estep Score: -863450.812500 Penalty: 879.142456 Iteration 11Q: 3 clusters Score -863450.8 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3170 members Mstep: Class 2 contains 12522 members Entering Unmasked Estep Score: -863774.312500 Penalty: 879.142456 Iteration 12Q: 3 clusters Score -863774.3 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2747 members Mstep: Class 2 contains 12945 members Entering Unmasked Estep Score: -864057.125000 Penalty: 879.142456 Iteration 13Q: 3 clusters Score -864057.1 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 13321 members Entering Unmasked Estep Score: -864311.250000 Penalty: 879.142456 Iteration 14Q: 3 clusters Score -864311.2 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 13655 members Entering Unmasked Estep Score: -864538.625000 Penalty: 879.142456 Iteration 15Q: 3 clusters Score -864538.6 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 13946 members Entering Unmasked Estep Score: -864726.500000 Penalty: 879.142456 Iteration 16Q: 3 clusters Score -864726.5 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 14171 members Entering Unmasked Estep Score: -864836.125000 Penalty: 879.142456 Iteration 17Q: 3 clusters Score -864836.1 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 14335 members Entering Unmasked Estep Score: -864910.312500 Penalty: 879.142456 Iteration 18Q: 3 clusters Score -864910.3 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 14476 members Entering Unmasked Estep Score: -864968.187500 Penalty: 879.142456 Iteration 19Q: 3 clusters Score -864968.2 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 14586 members Entering Unmasked Estep Score: -865015.750000 Penalty: 879.142456 Iteration 20F: 3 clusters Score -865015.8 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 14690 members Entering Unmasked Estep Score: -865064.125000 Penalty: 879.142456 Iteration 21Q: 3 clusters Score -865064.1 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 14795 members Entering Unmasked Estep Score: -865105.625000 Penalty: 879.142456 Iteration 22Q: 3 clusters Score -865105.6 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 14873 members Entering Unmasked Estep Score: -865134.312500 Penalty: 879.142456 Iteration 23Q: 3 clusters Score -865134.3 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 14941 members Entering Unmasked Estep Score: -865152.937500 Penalty: 879.142456 Iteration 24Q: 3 clusters Score -865152.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 14985 members Entering Unmasked Estep Score: -865167.062500 Penalty: 879.142456 Iteration 25Q: 3 clusters Score -865167.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 15024 members Entering Unmasked Estep Score: -865176.750000 Penalty: 879.142456 Iteration 26Q: 3 clusters Score -865176.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 15062 members Entering Unmasked Estep Score: -865189.562500 Penalty: 879.142456 Iteration 27Q: 3 clusters Score -865189.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 15108 members Entering Unmasked Estep Score: -865206.750000 Penalty: 879.142456 Iteration 28Q: 3 clusters Score -865206.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 15145 members Entering Unmasked Estep Score: -865221.187500 Penalty: 879.142456 Iteration 29Q: 3 clusters Score -865221.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 15176 members Entering Unmasked Estep Score: -865234.125000 Penalty: 879.142456 Iteration 30Q: 3 clusters Score -865234.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 15198 members Entering Unmasked Estep Score: -865244.687500 Penalty: 879.142456 Iteration 31Q: 3 clusters Score -865244.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 15216 members Entering Unmasked Estep Score: -865251.437500 Penalty: 879.142456 Iteration 32Q: 3 clusters Score -865251.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 15231 members Entering Unmasked Estep Score: -865256.687500 Penalty: 879.142456 Iteration 33Q: 3 clusters Score -865256.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 15244 members Entering Unmasked Estep Score: -865261.000000 Penalty: 879.142456 Iteration 34Q: 3 clusters Score -865261 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 15255 members Entering Unmasked Estep Score: -865262.875000 Penalty: 879.142456 Iteration 35Q: 3 clusters Score -865262.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 15261 members Entering Unmasked Estep Score: -865263.312500 Penalty: 879.142456 Iteration 36Q: 3 clusters Score -865263.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 15264 members Entering Unmasked Estep Score: -865265.750000 Penalty: 879.142456 Iteration 37Q: 3 clusters Score -865265.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 15268 members Entering Unmasked Estep Score: -865266.562500 Penalty: 879.142456 Iteration 38Q: 3 clusters Score -865266.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 15269 members Entering Unmasked Estep Score: -865266.750000 Penalty: 879.142456 Iteration 39Q: 3 clusters Score -865266.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 15269 members Entering Unmasked Estep Score: -865266.750000 Penalty: 879.142456 Iteration 40F: 3 clusters Score -865266.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (5381 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5381 members Entering Unmasked Estep Score: -312919.437500 Penalty: 390.873657 Iteration 0F: 2 clusters Score -312919.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2604 members Mstep: Class 2 contains 2777 members Entering Unmasked Estep Score: -309312.156250 Penalty: 781.747314 Iteration 0F: 3 clusters Score -309312.2 nChanged 2444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2034 members Mstep: Class 2 contains 3347 members Entering Unmasked Estep Score: -310919.125000 Penalty: 781.747314 Iteration 1F: 3 clusters Score -310919.1 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 3621 members Entering Unmasked Estep Score: -311217.593750 Penalty: 781.747314 Iteration 2F: 3 clusters Score -311217.6 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 3911 members Entering Unmasked Estep Score: -311527.375000 Penalty: 781.747314 Iteration 3F: 3 clusters Score -311527.4 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 4165 members Entering Unmasked Estep Score: -311802.156250 Penalty: 781.747314 Iteration 4F: 3 clusters Score -311802.2 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 4359 members Entering Unmasked Estep Score: -312008.031250 Penalty: 781.747314 Iteration 5F: 3 clusters Score -312008 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 4499 members Entering Unmasked Estep Score: -312140.437500 Penalty: 781.747314 Iteration 6Q: 3 clusters Score -312140.4 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 4608 members Entering Unmasked Estep Score: -312234.781250 Penalty: 781.747314 Iteration 7Q: 3 clusters Score -312234.8 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 4693 members Entering Unmasked Estep Score: -312288.406250 Penalty: 781.747314 Iteration 8Q: 3 clusters Score -312288.4 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 4766 members Entering Unmasked Estep Score: -312335.718750 Penalty: 781.747314 Iteration 9Q: 3 clusters Score -312335.7 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 4830 members Entering Unmasked Estep Score: -312378.718750 Penalty: 781.747314 Iteration 10Q: 3 clusters Score -312378.7 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 4889 members Entering Unmasked Estep Score: -312423.406250 Penalty: 781.747314 Iteration 11Q: 3 clusters Score -312423.4 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 4939 members Entering Unmasked Estep Score: -312474.718750 Penalty: 781.747314 Iteration 12Q: 3 clusters Score -312474.7 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 4978 members Entering Unmasked Estep Score: -312520.875000 Penalty: 781.747314 Iteration 13Q: 3 clusters Score -312520.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 4998 members Entering Unmasked Estep Score: -312554.343750 Penalty: 781.747314 Iteration 14Q: 3 clusters Score -312554.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 5018 members Entering Unmasked Estep Score: -312582.781250 Penalty: 781.747314 Iteration 15Q: 3 clusters Score -312582.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 5042 members Entering Unmasked Estep Score: -312599.406250 Penalty: 781.747314 Iteration 16Q: 3 clusters Score -312599.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 5057 members Entering Unmasked Estep Score: -312606.218750 Penalty: 781.747314 Iteration 17Q: 3 clusters Score -312606.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 5069 members Entering Unmasked Estep Score: -312614.750000 Penalty: 781.747314 Iteration 18Q: 3 clusters Score -312614.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 5081 members Entering Unmasked Estep Score: -312620.937500 Penalty: 781.747314 Iteration 19Q: 3 clusters Score -312620.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 5091 members Entering Unmasked Estep Score: -312627.468750 Penalty: 781.747314 Iteration 20F: 3 clusters Score -312627.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 5096 members Entering Unmasked Estep Score: -312629.375000 Penalty: 781.747314 Iteration 21Q: 3 clusters Score -312629.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 5098 members Entering Unmasked Estep Score: -312629.500000 Penalty: 781.747314 Iteration 22Q: 3 clusters Score -312629.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 5098 members Entering Unmasked Estep Score: -312629.500000 Penalty: 781.747314 Iteration 23F: 3 clusters Score -312629.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (925 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Entering Unmasked Estep Score: -34430.406250 Penalty: 310.755615 Iteration 0F: 2 clusters Score -34430.41 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -33705.984375 Penalty: 621.511230 Iteration 0F: 3 clusters Score -33705.98 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -34088.566406 Penalty: 621.511230 Iteration 1F: 3 clusters Score -34088.57 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -34202.246094 Penalty: 621.511230 Iteration 2F: 3 clusters Score -34202.25 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -34273.890625 Penalty: 621.511230 Iteration 3F: 3 clusters Score -34273.89 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -34319.058594 Penalty: 621.511230 Iteration 4Q: 3 clusters Score -34319.06 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -34351.355469 Penalty: 621.511230 Iteration 5Q: 3 clusters Score -34351.36 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -34364.355469 Penalty: 621.511230 Iteration 6Q: 3 clusters Score -34364.36 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -34370.890625 Penalty: 621.511230 Iteration 7Q: 3 clusters Score -34370.89 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -34376.050781 Penalty: 621.511230 Iteration 8Q: 3 clusters Score -34376.05 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -34381.847656 Penalty: 621.511230 Iteration 9Q: 3 clusters Score -34381.85 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -34383.628906 Penalty: 621.511230 Iteration 10Q: 3 clusters Score -34383.63 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -34383.949219 Penalty: 621.511230 Iteration 11Q: 3 clusters Score -34383.95 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -34385.093750 Penalty: 621.511230 Iteration 12Q: 3 clusters Score -34385.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -34385.214844 Penalty: 621.511230 Iteration 13Q: 3 clusters Score -34385.21 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -34385.214844 Penalty: 621.511230 Iteration 14F: 3 clusters Score -34385.21 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (142 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Entering Unmasked Estep Score: -3451.789795 Penalty: 225.490143 Iteration 0F: 2 clusters Score -3451.79 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -3225.655029 Penalty: 450.980286 Iteration 0F: 3 clusters Score -3225.655 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -3329.424072 Penalty: 450.980286 Iteration 1F: 3 clusters Score -3329.424 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -3349.136719 Penalty: 450.980286 Iteration 2F: 3 clusters Score -3349.137 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -3357.736572 Penalty: 450.980286 Iteration 3Q: 3 clusters Score -3357.737 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -3357.736572 Penalty: 450.980286 Iteration 4F: 3 clusters Score -3357.737 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (5635 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5635 members Entering Unmasked Estep Score: -317510.468750 Penalty: 392.972229 Iteration 0F: 2 clusters Score -317510.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2798 members Mstep: Class 2 contains 2837 members Entering Unmasked Estep Score: -313703.406250 Penalty: 785.944458 Iteration 0F: 3 clusters Score -313703.4 nChanged 2569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2487 members Mstep: Class 2 contains 3148 members Entering Unmasked Estep Score: -315266.562500 Penalty: 785.944458 Iteration 1F: 3 clusters Score -315266.6 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 3419 members Entering Unmasked Estep Score: -315700.750000 Penalty: 785.944458 Iteration 2F: 3 clusters Score -315700.8 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1854 members Mstep: Class 2 contains 3781 members Entering Unmasked Estep Score: -316218.531250 Penalty: 785.944458 Iteration 3F: 3 clusters Score -316218.5 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 4074 members Entering Unmasked Estep Score: -316629.968750 Penalty: 785.944458 Iteration 4F: 3 clusters Score -316630 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 4258 members Entering Unmasked Estep Score: -316870.781250 Penalty: 785.944458 Iteration 5F: 3 clusters Score -316870.8 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 4374 members Entering Unmasked Estep Score: -316970.375000 Penalty: 785.944458 Iteration 6Q: 3 clusters Score -316970.4 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 4434 members Entering Unmasked Estep Score: -317012.593750 Penalty: 785.944458 Iteration 7Q: 3 clusters Score -317012.6 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 4478 members Entering Unmasked Estep Score: -317043.437500 Penalty: 785.944458 Iteration 8Q: 3 clusters Score -317043.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 4515 members Entering Unmasked Estep Score: -317067.281250 Penalty: 785.944458 Iteration 9Q: 3 clusters Score -317067.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 4550 members Entering Unmasked Estep Score: -317085.656250 Penalty: 785.944458 Iteration 10Q: 3 clusters Score -317085.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 4592 members Entering Unmasked Estep Score: -317106.218750 Penalty: 785.944458 Iteration 11Q: 3 clusters Score -317106.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 4624 members Entering Unmasked Estep Score: -317116.687500 Penalty: 785.944458 Iteration 12Q: 3 clusters Score -317116.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 4654 members Entering Unmasked Estep Score: -317123.906250 Penalty: 785.944458 Iteration 13Q: 3 clusters Score -317123.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 4680 members Entering Unmasked Estep Score: -317131.531250 Penalty: 785.944458 Iteration 14Q: 3 clusters Score -317131.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 4705 members Entering Unmasked Estep Score: -317139.031250 Penalty: 785.944458 Iteration 15Q: 3 clusters Score -317139 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 4729 members Entering Unmasked Estep Score: -317144.812500 Penalty: 785.944458 Iteration 16Q: 3 clusters Score -317144.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 4753 members Entering Unmasked Estep Score: -317153.625000 Penalty: 785.944458 Iteration 17Q: 3 clusters Score -317153.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 4780 members Entering Unmasked Estep Score: -317163.437500 Penalty: 785.944458 Iteration 18Q: 3 clusters Score -317163.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 4801 members Entering Unmasked Estep Score: -317171.750000 Penalty: 785.944458 Iteration 19Q: 3 clusters Score -317171.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 4818 members Entering Unmasked Estep Score: -317180.593750 Penalty: 785.944458 Iteration 20F: 3 clusters Score -317180.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 4841 members Entering Unmasked Estep Score: -317187.312500 Penalty: 785.944458 Iteration 21Q: 3 clusters Score -317187.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 4860 members Entering Unmasked Estep Score: -317193.906250 Penalty: 785.944458 Iteration 22Q: 3 clusters Score -317193.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 4873 members Entering Unmasked Estep Score: -317197.937500 Penalty: 785.944458 Iteration 23Q: 3 clusters Score -317197.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 4885 members Entering Unmasked Estep Score: -317201.093750 Penalty: 785.944458 Iteration 24Q: 3 clusters Score -317201.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 4895 members Entering Unmasked Estep Score: -317204.218750 Penalty: 785.944458 Iteration 25Q: 3 clusters Score -317204.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 4905 members Entering Unmasked Estep Score: -317207.156250 Penalty: 785.944458 Iteration 26Q: 3 clusters Score -317207.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 4916 members Entering Unmasked Estep Score: -317209.812500 Penalty: 785.944458 Iteration 27Q: 3 clusters Score -317209.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 4926 members Entering Unmasked Estep Score: -317211.750000 Penalty: 785.944458 Iteration 28Q: 3 clusters Score -317211.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 4934 members Entering Unmasked Estep Score: -317213.812500 Penalty: 785.944458 Iteration 29Q: 3 clusters Score -317213.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 4940 members Entering Unmasked Estep Score: -317215.156250 Penalty: 785.944458 Iteration 30Q: 3 clusters Score -317215.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 4947 members Entering Unmasked Estep Score: -317216.781250 Penalty: 785.944458 Iteration 31Q: 3 clusters Score -317216.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 4954 members Entering Unmasked Estep Score: -317217.406250 Penalty: 785.944458 Iteration 32Q: 3 clusters Score -317217.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 4956 members Entering Unmasked Estep Score: -317218.250000 Penalty: 785.944458 Iteration 33Q: 3 clusters Score -317218.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 4957 members Entering Unmasked Estep Score: -317218.000000 Penalty: 785.944458 Iteration 34Q: 3 clusters Score -317218 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 4958 members Entering Unmasked Estep Score: -317218.281250 Penalty: 785.944458 Iteration 35Q: 3 clusters Score -317218.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 4959 members Entering Unmasked Estep Score: -317217.906250 Penalty: 785.944458 Iteration 36Q: 3 clusters Score -317217.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 4962 members Entering Unmasked Estep Score: -317218.531250 Penalty: 785.944458 Iteration 37Q: 3 clusters Score -317218.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 4964 members Entering Unmasked Estep Score: -317219.062500 Penalty: 785.944458 Iteration 38Q: 3 clusters Score -317219.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 4967 members Entering Unmasked Estep Score: -317219.531250 Penalty: 785.944458 Iteration 39Q: 3 clusters Score -317219.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 4972 members Entering Unmasked Estep Score: -317220.500000 Penalty: 785.944458 Iteration 40F: 3 clusters Score -317220.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 4975 members Entering Unmasked Estep Score: -317220.250000 Penalty: 785.944458 Iteration 41Q: 3 clusters Score -317220.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 4977 members Entering Unmasked Estep Score: -317220.375000 Penalty: 785.944458 Iteration 42Q: 3 clusters Score -317220.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 4978 members Entering Unmasked Estep Score: -317220.312500 Penalty: 785.944458 Iteration 43Q: 3 clusters Score -317220.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 4979 members Entering Unmasked Estep Score: -317220.250000 Penalty: 785.944458 Iteration 44Q: 3 clusters Score -317220.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 4980 members Entering Unmasked Estep Score: -317220.437500 Penalty: 785.944458 Iteration 45Q: 3 clusters Score -317220.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 4980 members Entering Unmasked Estep Score: -317220.437500 Penalty: 785.944458 Iteration 46F: 3 clusters Score -317220.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (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: -59555.843750 Penalty: 319.174042 Iteration 0F: 2 clusters Score -59555.84 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -58693.886719 Penalty: 638.348083 Iteration 0F: 3 clusters Score -58693.89 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -58990.300781 Penalty: 638.348083 Iteration 1F: 3 clusters Score -58990.3 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -59077.910156 Penalty: 638.348083 Iteration 2F: 3 clusters Score -59077.91 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -59148.460938 Penalty: 638.348083 Iteration 3F: 3 clusters Score -59148.46 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -59199.230469 Penalty: 638.348083 Iteration 4F: 3 clusters Score -59199.23 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -59254.855469 Penalty: 638.348083 Iteration 5F: 3 clusters Score -59254.86 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -59291.597656 Penalty: 638.348083 Iteration 6Q: 3 clusters Score -59291.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -59309.378906 Penalty: 638.348083 Iteration 7Q: 3 clusters Score -59309.38 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -59322.226562 Penalty: 638.348083 Iteration 8Q: 3 clusters Score -59322.23 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -59327.980469 Penalty: 638.348083 Iteration 9Q: 3 clusters Score -59327.98 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -59333.347656 Penalty: 638.348083 Iteration 10Q: 3 clusters Score -59333.35 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -59337.292969 Penalty: 638.348083 Iteration 11Q: 3 clusters Score -59337.29 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -59339.476562 Penalty: 638.348083 Iteration 12Q: 3 clusters Score -59339.48 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -59340.566406 Penalty: 638.348083 Iteration 13Q: 3 clusters Score -59340.57 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -59341.375000 Penalty: 638.348083 Iteration 14Q: 3 clusters Score -59341.38 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -59342.132812 Penalty: 638.348083 Iteration 15Q: 3 clusters Score -59342.13 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -59342.132812 Penalty: 638.348083 Iteration 16F: 3 clusters Score -59342.13 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (1609 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Entering Unmasked Estep Score: -74215.406250 Penalty: 335.943237 Iteration 0F: 2 clusters Score -74215.41 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -73013.070312 Penalty: 671.886475 Iteration 0F: 3 clusters Score -73013.07 nChanged 688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -73524.226562 Penalty: 671.886475 Iteration 1F: 3 clusters Score -73524.23 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -73655.218750 Penalty: 671.886475 Iteration 2F: 3 clusters Score -73655.22 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -73735.015625 Penalty: 671.886475 Iteration 3F: 3 clusters Score -73735.02 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -73802.507812 Penalty: 671.886475 Iteration 4Q: 3 clusters Score -73802.51 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -73848.679688 Penalty: 671.886475 Iteration 5Q: 3 clusters Score -73848.68 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -73873.218750 Penalty: 671.886475 Iteration 6Q: 3 clusters Score -73873.22 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -73892.390625 Penalty: 671.886475 Iteration 7Q: 3 clusters Score -73892.39 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -73912.015625 Penalty: 671.886475 Iteration 8Q: 3 clusters Score -73912.02 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -73919.031250 Penalty: 671.886475 Iteration 9Q: 3 clusters Score -73919.03 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -73925.335938 Penalty: 671.886475 Iteration 10Q: 3 clusters Score -73925.34 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -73933.109375 Penalty: 671.886475 Iteration 11Q: 3 clusters Score -73933.11 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -73947.632812 Penalty: 671.886475 Iteration 12Q: 3 clusters Score -73947.63 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -73956.921875 Penalty: 671.886475 Iteration 13Q: 3 clusters Score -73956.92 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -73962.359375 Penalty: 671.886475 Iteration 14Q: 3 clusters Score -73962.36 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -73964.000000 Penalty: 671.886475 Iteration 15Q: 3 clusters Score -73964 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -73964.664062 Penalty: 671.886475 Iteration 16Q: 3 clusters Score -73964.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -73964.664062 Penalty: 671.886475 Iteration 17F: 3 clusters Score -73964.66 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (419 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Entering Unmasked Estep Score: -23829.408203 Penalty: 274.723114 Iteration 0F: 2 clusters Score -23829.41 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -23391.574219 Penalty: 549.446228 Iteration 0F: 3 clusters Score -23391.57 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -23493.533203 Penalty: 549.446228 Iteration 1F: 3 clusters Score -23493.53 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -23519.406250 Penalty: 549.446228 Iteration 2F: 3 clusters Score -23519.41 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -23529.691406 Penalty: 549.446228 Iteration 3Q: 3 clusters Score -23529.69 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -23534.662109 Penalty: 549.446228 Iteration 4Q: 3 clusters Score -23534.66 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -23536.648438 Penalty: 549.446228 Iteration 5Q: 3 clusters Score -23536.65 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -23538.394531 Penalty: 549.446228 Iteration 6Q: 3 clusters Score -23538.39 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -23539.304688 Penalty: 549.446228 Iteration 7Q: 3 clusters Score -23539.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -23539.416016 Penalty: 549.446228 Iteration 8Q: 3 clusters Score -23539.42 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -23539.656250 Penalty: 549.446228 Iteration 9Q: 3 clusters Score -23539.66 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -23540.005859 Penalty: 549.446228 Iteration 10Q: 3 clusters Score -23540.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -23540.337891 Penalty: 549.446228 Iteration 11Q: 3 clusters Score -23540.34 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -23541.078125 Penalty: 549.446228 Iteration 12Q: 3 clusters Score -23541.08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -23541.380859 Penalty: 549.446228 Iteration 13Q: 3 clusters Score -23541.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -23542.214844 Penalty: 549.446228 Iteration 14Q: 3 clusters Score -23542.21 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -23543.896484 Penalty: 549.446228 Iteration 15Q: 3 clusters Score -23543.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -23548.955078 Penalty: 549.446228 Iteration 16Q: 3 clusters Score -23548.96 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -23551.642578 Penalty: 549.446228 Iteration 17Q: 3 clusters Score -23551.64 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -23551.642578 Penalty: 549.446228 Iteration 18F: 3 clusters Score -23551.64 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (8151 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8151 members Entering Unmasked Estep Score: -444626.000000 Penalty: 409.768250 Iteration 0F: 2 clusters Score -444626 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4132 members Mstep: Class 2 contains 4019 members Entering Unmasked Estep Score: -439141.343750 Penalty: 819.536499 Iteration 0F: 3 clusters Score -439141.3 nChanged 3751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4639 members Mstep: Class 2 contains 3512 members Entering Unmasked Estep Score: -441536.093750 Penalty: 819.536499 Iteration 1F: 3 clusters Score -441536.1 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4988 members Mstep: Class 2 contains 3163 members Entering Unmasked Estep Score: -441855.250000 Penalty: 819.536499 Iteration 2F: 3 clusters Score -441855.2 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5405 members Mstep: Class 2 contains 2746 members Entering Unmasked Estep Score: -442199.250000 Penalty: 819.536499 Iteration 3F: 3 clusters Score -442199.2 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5849 members Mstep: Class 2 contains 2302 members Entering Unmasked Estep Score: -442526.937500 Penalty: 819.536499 Iteration 4F: 3 clusters Score -442526.9 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6248 members Mstep: Class 2 contains 1903 members Entering Unmasked Estep Score: -442830.500000 Penalty: 819.536499 Iteration 5F: 3 clusters Score -442830.5 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6631 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -443132.062500 Penalty: 819.536499 Iteration 6F: 3 clusters Score -443132.1 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6994 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -443438.656250 Penalty: 819.536499 Iteration 7Q: 3 clusters Score -443438.7 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7307 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -443719.062500 Penalty: 819.536499 Iteration 8Q: 3 clusters Score -443719.1 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7520 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -443926.625000 Penalty: 819.536499 Iteration 9Q: 3 clusters Score -443926.6 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7641 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -444048.593750 Penalty: 819.536499 Iteration 10Q: 3 clusters Score -444048.6 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7726 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -444133.312500 Penalty: 819.536499 Iteration 11Q: 3 clusters Score -444133.3 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7778 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -444189.656250 Penalty: 819.536499 Iteration 12Q: 3 clusters Score -444189.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7819 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -444231.375000 Penalty: 819.536499 Iteration 13Q: 3 clusters Score -444231.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7854 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -444266.093750 Penalty: 819.536499 Iteration 14Q: 3 clusters Score -444266.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7877 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -444297.406250 Penalty: 819.536499 Iteration 15Q: 3 clusters Score -444297.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7900 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -444317.531250 Penalty: 819.536499 Iteration 16Q: 3 clusters Score -444317.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7906 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -444324.312500 Penalty: 819.536499 Iteration 17Q: 3 clusters Score -444324.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7909 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -444328.093750 Penalty: 819.536499 Iteration 18Q: 3 clusters Score -444328.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7912 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -444332.437500 Penalty: 819.536499 Iteration 19Q: 3 clusters Score -444332.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7920 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -444336.812500 Penalty: 819.536499 Iteration 20F: 3 clusters Score -444336.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7928 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -444344.250000 Penalty: 819.536499 Iteration 21Q: 3 clusters Score -444344.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7933 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -444348.500000 Penalty: 819.536499 Iteration 22Q: 3 clusters Score -444348.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7936 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -444349.875000 Penalty: 819.536499 Iteration 23Q: 3 clusters Score -444349.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7939 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -444353.000000 Penalty: 819.536499 Iteration 24Q: 3 clusters Score -444353 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7941 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -444355.156250 Penalty: 819.536499 Iteration 25Q: 3 clusters Score -444355.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7942 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -444355.843750 Penalty: 819.536499 Iteration 26Q: 3 clusters Score -444355.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7941 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -444355.906250 Penalty: 819.536499 Iteration 27Q: 3 clusters Score -444355.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7941 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -444355.906250 Penalty: 819.536499 Iteration 28F: 3 clusters Score -444355.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (103040 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103040 members Entering Unmasked Estep Score: -6389489.500000 Penalty: 525.200684 Iteration 0F: 2 clusters Score -6389490 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51423 members Mstep: Class 2 contains 51617 members Entering Unmasked Estep Score: -6320457.000000 Penalty: 1050.401367 Iteration 0F: 3 clusters Score -6320457 nChanged 50427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48508 members Mstep: Class 2 contains 54532 members Entering Unmasked Estep Score: -6352801.000000 Penalty: 1050.401367 Iteration 1F: 3 clusters Score -6352801 nChanged 6053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46583 members Mstep: Class 2 contains 56457 members Entering Unmasked Estep Score: -6355793.000000 Penalty: 1050.401367 Iteration 2F: 3 clusters Score -6355793 nChanged 6659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43950 members Mstep: Class 2 contains 59090 members Entering Unmasked Estep Score: -6359795.500000 Penalty: 1050.401367 Iteration 3F: 3 clusters Score -6359796 nChanged 7006 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40992 members Mstep: Class 2 contains 62048 members Entering Unmasked Estep Score: -6364515.500000 Penalty: 1050.401367 Iteration 4F: 3 clusters Score -6364516 nChanged 6467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38207 members Mstep: Class 2 contains 64833 members Entering Unmasked Estep Score: -6368843.000000 Penalty: 1050.401367 Iteration 5F: 3 clusters Score -6368843 nChanged 5374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35735 members Mstep: Class 2 contains 67305 members Entering Unmasked Estep Score: -6371956.500000 Penalty: 1050.401367 Iteration 6F: 3 clusters Score -6371956 nChanged 4015 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33564 members Mstep: Class 2 contains 69476 members Entering Unmasked Estep Score: -6373730.000000 Penalty: 1050.401367 Iteration 7Q: 3 clusters Score -6373730 nChanged 2835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31443 members Mstep: Class 2 contains 71597 members Entering Unmasked Estep Score: -6374730.000000 Penalty: 1050.401367 Iteration 8Q: 3 clusters Score -6374730 nChanged 2348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29223 members Mstep: Class 2 contains 73817 members Entering Unmasked Estep Score: -6375443.000000 Penalty: 1050.401367 Iteration 9Q: 3 clusters Score -6375443 nChanged 2284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26955 members Mstep: Class 2 contains 76085 members Entering Unmasked Estep Score: -6376354.500000 Penalty: 1050.401367 Iteration 10Q: 3 clusters Score -6376354 nChanged 2416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24541 members Mstep: Class 2 contains 78499 members Entering Unmasked Estep Score: -6377220.000000 Penalty: 1050.401367 Iteration 11Q: 3 clusters Score -6377220 nChanged 2513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22028 members Mstep: Class 2 contains 81012 members Entering Unmasked Estep Score: -6378182.000000 Penalty: 1050.401367 Iteration 12Q: 3 clusters Score -6378182 nChanged 2508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19520 members Mstep: Class 2 contains 83520 members Entering Unmasked Estep Score: -6379299.500000 Penalty: 1050.401367 Iteration 13Q: 3 clusters Score -6379300 nChanged 2492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17028 members Mstep: Class 2 contains 86012 members Entering Unmasked Estep Score: -6380429.500000 Penalty: 1050.401367 Iteration 14Q: 3 clusters Score -6380430 nChanged 2374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14654 members Mstep: Class 2 contains 88386 members Entering Unmasked Estep Score: -6381525.500000 Penalty: 1050.401367 Iteration 15Q: 3 clusters Score -6381526 nChanged 2237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12417 members Mstep: Class 2 contains 90623 members Entering Unmasked Estep Score: -6382800.500000 Penalty: 1050.401367 Iteration 16Q: 3 clusters Score -6382800 nChanged 2102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10315 members Mstep: Class 2 contains 92725 members Entering Unmasked Estep Score: -6383858.000000 Penalty: 1050.401367 Iteration 17Q: 3 clusters Score -6383858 nChanged 1827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8488 members Mstep: Class 2 contains 94552 members Entering Unmasked Estep Score: -6384908.000000 Penalty: 1050.401367 Iteration 18Q: 3 clusters Score -6384908 nChanged 1593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6895 members Mstep: Class 2 contains 96145 members Entering Unmasked Estep Score: -6385836.500000 Penalty: 1050.401367 Iteration 19Q: 3 clusters Score -6385836 nChanged 1381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5514 members Mstep: Class 2 contains 97526 members Entering Unmasked Estep Score: -6386628.500000 Penalty: 1050.401367 Iteration 20F: 3 clusters Score -6386628 nChanged 1142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4372 members Mstep: Class 2 contains 98668 members Entering Unmasked Estep Score: -6387329.000000 Penalty: 1050.401367 Iteration 21Q: 3 clusters Score -6387329 nChanged 866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3506 members Mstep: Class 2 contains 99534 members Entering Unmasked Estep Score: -6387853.500000 Penalty: 1050.401367 Iteration 22Q: 3 clusters Score -6387854 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2890 members Mstep: Class 2 contains 100150 members Entering Unmasked Estep Score: -6388150.500000 Penalty: 1050.401367 Iteration 23Q: 3 clusters Score -6388150 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2395 members Mstep: Class 2 contains 100645 members Entering Unmasked Estep Score: -6388403.500000 Penalty: 1050.401367 Iteration 24Q: 3 clusters Score -6388404 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2019 members Mstep: Class 2 contains 101021 members Entering Unmasked Estep Score: -6388596.500000 Penalty: 1050.401367 Iteration 25Q: 3 clusters Score -6388596 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 101307 members Entering Unmasked Estep Score: -6388751.000000 Penalty: 1050.401367 Iteration 26Q: 3 clusters Score -6388751 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 101527 members Entering Unmasked Estep Score: -6388858.500000 Penalty: 1050.401367 Iteration 27Q: 3 clusters Score -6388858 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 101708 members Entering Unmasked Estep Score: -6388938.000000 Penalty: 1050.401367 Iteration 28Q: 3 clusters Score -6388938 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 101844 members Entering Unmasked Estep Score: -6388975.500000 Penalty: 1050.401367 Iteration 29Q: 3 clusters Score -6388976 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 101940 members Entering Unmasked Estep Score: -6389013.500000 Penalty: 1050.401367 Iteration 30Q: 3 clusters Score -6389014 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 102012 members Entering Unmasked Estep Score: -6389025.000000 Penalty: 1050.401367 Iteration 31Q: 3 clusters Score -6389025 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 102076 members Entering Unmasked Estep Score: -6389046.000000 Penalty: 1050.401367 Iteration 32Q: 3 clusters Score -6389046 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 102125 members Entering Unmasked Estep Score: -6389066.000000 Penalty: 1050.401367 Iteration 33Q: 3 clusters Score -6389066 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 102167 members Entering Unmasked Estep Score: -6389075.500000 Penalty: 1050.401367 Iteration 34Q: 3 clusters Score -6389076 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 102203 members Entering Unmasked Estep Score: -6389084.000000 Penalty: 1050.401367 Iteration 35Q: 3 clusters Score -6389084 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 102225 members Entering Unmasked Estep Score: -6389083.500000 Penalty: 1050.401367 Iteration 36Q: 3 clusters Score -6389084 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 102246 members Entering Unmasked Estep Score: -6389079.000000 Penalty: 1050.401367 Iteration 37Q: 3 clusters Score -6389079 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 102270 members Entering Unmasked Estep Score: -6389086.000000 Penalty: 1050.401367 Iteration 38Q: 3 clusters Score -6389086 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 102293 members Entering Unmasked Estep Score: -6389093.000000 Penalty: 1050.401367 Iteration 39Q: 3 clusters Score -6389093 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 102315 members Entering Unmasked Estep Score: -6389103.000000 Penalty: 1050.401367 Iteration 40F: 3 clusters Score -6389103 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 102335 members Entering Unmasked Estep Score: -6389105.000000 Penalty: 1050.401367 Iteration 41Q: 3 clusters Score -6389105 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 102355 members Entering Unmasked Estep Score: -6389114.000000 Penalty: 1050.401367 Iteration 42Q: 3 clusters Score -6389114 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 102374 members Entering Unmasked Estep Score: -6389109.000000 Penalty: 1050.401367 Iteration 43Q: 3 clusters Score -6389109 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 102396 members Entering Unmasked Estep Score: -6389107.500000 Penalty: 1050.401367 Iteration 44Q: 3 clusters Score -6389108 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 102407 members Entering Unmasked Estep Score: -6389113.000000 Penalty: 1050.401367 Iteration 45Q: 3 clusters Score -6389113 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 102421 members Entering Unmasked Estep Score: -6389125.000000 Penalty: 1050.401367 Iteration 46Q: 3 clusters Score -6389125 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 102433 members Entering Unmasked Estep Score: -6389134.000000 Penalty: 1050.401367 Iteration 47Q: 3 clusters Score -6389134 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 102450 members Entering Unmasked Estep Score: -6389140.500000 Penalty: 1050.401367 Iteration 48Q: 3 clusters Score -6389140 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 102465 members Entering Unmasked Estep Score: -6389158.500000 Penalty: 1050.401367 Iteration 49Q: 3 clusters Score -6389158 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 102484 members Entering Unmasked Estep Score: -6389173.000000 Penalty: 1050.401367 Iteration 50Q: 3 clusters Score -6389173 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 102497 members Entering Unmasked Estep Score: -6389178.000000 Penalty: 1050.401367 Iteration 51Q: 3 clusters Score -6389178 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 102515 members Entering Unmasked Estep Score: -6389195.500000 Penalty: 1050.401367 Iteration 52Q: 3 clusters Score -6389196 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 102520 members Entering Unmasked Estep Score: -6389196.500000 Penalty: 1050.401367 Iteration 53Q: 3 clusters Score -6389196 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 102526 members Entering Unmasked Estep Score: -6389204.500000 Penalty: 1050.401367 Iteration 54Q: 3 clusters Score -6389204 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 102533 members Entering Unmasked Estep Score: -6389215.000000 Penalty: 1050.401367 Iteration 55Q: 3 clusters Score -6389215 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 102533 members Entering Unmasked Estep Score: -6389212.000000 Penalty: 1050.401367 Iteration 56Q: 3 clusters Score -6389212 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 102534 members Entering Unmasked Estep Score: -6389224.500000 Penalty: 1050.401367 Iteration 57Q: 3 clusters Score -6389224 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 102531 members Entering Unmasked Estep Score: -6389225.000000 Penalty: 1050.401367 Iteration 58Q: 3 clusters Score -6389225 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 102531 members Entering Unmasked Estep Score: -6389228.500000 Penalty: 1050.401367 Iteration 59Q: 3 clusters Score -6389228 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 102530 members Entering Unmasked Estep Score: -6389234.500000 Penalty: 1050.401367 Iteration 60F: 3 clusters Score -6389234 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 102532 members Entering Unmasked Estep Score: -6389244.500000 Penalty: 1050.401367 Iteration 61Q: 3 clusters Score -6389244 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 102541 members Entering Unmasked Estep Score: -6389241.500000 Penalty: 1050.401367 Iteration 62Q: 3 clusters Score -6389242 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 102549 members Entering Unmasked Estep Score: -6389258.000000 Penalty: 1050.401367 Iteration 63Q: 3 clusters Score -6389258 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 102563 members Entering Unmasked Estep Score: -6389257.500000 Penalty: 1050.401367 Iteration 64Q: 3 clusters Score -6389258 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 102569 members Entering Unmasked Estep Score: -6389264.000000 Penalty: 1050.401367 Iteration 65Q: 3 clusters Score -6389264 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 102572 members Entering Unmasked Estep Score: -6389273.500000 Penalty: 1050.401367 Iteration 66Q: 3 clusters Score -6389274 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 102569 members Entering Unmasked Estep Score: -6389273.000000 Penalty: 1050.401367 Iteration 67Q: 3 clusters Score -6389273 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 102570 members Entering Unmasked Estep Score: -6389279.500000 Penalty: 1050.401367 Iteration 68Q: 3 clusters Score -6389280 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 102576 members Entering Unmasked Estep Score: -6389286.000000 Penalty: 1050.401367 Iteration 69Q: 3 clusters Score -6389286 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 102577 members Entering Unmasked Estep Score: -6389285.500000 Penalty: 1050.401367 Iteration 70Q: 3 clusters Score -6389286 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 102575 members Entering Unmasked Estep Score: -6389293.000000 Penalty: 1050.401367 Iteration 71Q: 3 clusters Score -6389293 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 102574 members Entering Unmasked Estep Score: -6389296.500000 Penalty: 1050.401367 Iteration 72Q: 3 clusters Score -6389296 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 102575 members Entering Unmasked Estep Score: -6389296.500000 Penalty: 1050.401367 Iteration 73Q: 3 clusters Score -6389296 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 102579 members Entering Unmasked Estep Score: -6389294.500000 Penalty: 1050.401367 Iteration 74Q: 3 clusters Score -6389294 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 102578 members Entering Unmasked Estep Score: -6389299.000000 Penalty: 1050.401367 Iteration 75Q: 3 clusters Score -6389299 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 102573 members Entering Unmasked Estep Score: -6389302.500000 Penalty: 1050.401367 Iteration 76Q: 3 clusters Score -6389302 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 102568 members Entering Unmasked Estep Score: -6389314.500000 Penalty: 1050.401367 Iteration 77Q: 3 clusters Score -6389314 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 102565 members Entering Unmasked Estep Score: -6389314.500000 Penalty: 1050.401367 Iteration 78Q: 3 clusters Score -6389314 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 102563 members Entering Unmasked Estep Score: -6389315.000000 Penalty: 1050.401367 Iteration 79Q: 3 clusters Score -6389315 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 102560 members Entering Unmasked Estep Score: -6389321.500000 Penalty: 1050.401367 Iteration 80F: 3 clusters Score -6389322 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 102555 members Entering Unmasked Estep Score: -6389326.500000 Penalty: 1050.401367 Iteration 81Q: 3 clusters Score -6389326 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 102557 members Entering Unmasked Estep Score: -6389320.500000 Penalty: 1050.401367 Iteration 82Q: 3 clusters Score -6389320 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 102556 members Entering Unmasked Estep Score: -6389325.000000 Penalty: 1050.401367 Iteration 83Q: 3 clusters Score -6389325 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 102556 members Entering Unmasked Estep Score: -6389325.500000 Penalty: 1050.401367 Iteration 84Q: 3 clusters Score -6389326 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 102556 members Entering Unmasked Estep Score: -6389325.500000 Penalty: 1050.401367 Iteration 85F: 3 clusters Score -6389326 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (2406 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2406 members Entering Unmasked Estep Score: -138695.843750 Penalty: 354.250305 Iteration 0F: 2 clusters Score -138695.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -136969.343750 Penalty: 708.500610 Iteration 0F: 3 clusters Score -136969.3 nChanged 1066 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -137538.250000 Penalty: 708.500610 Iteration 1F: 3 clusters Score -137538.2 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -137639.234375 Penalty: 708.500610 Iteration 2F: 3 clusters Score -137639.2 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -137743.921875 Penalty: 708.500610 Iteration 3F: 3 clusters Score -137743.9 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -137836.078125 Penalty: 708.500610 Iteration 4F: 3 clusters Score -137836.1 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -137900.031250 Penalty: 708.500610 Iteration 5Q: 3 clusters Score -137900 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -137969.000000 Penalty: 708.500610 Iteration 6Q: 3 clusters Score -137969 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -138027.609375 Penalty: 708.500610 Iteration 7Q: 3 clusters Score -138027.6 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -138061.500000 Penalty: 708.500610 Iteration 8Q: 3 clusters Score -138061.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -138098.375000 Penalty: 708.500610 Iteration 9Q: 3 clusters Score -138098.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -138136.859375 Penalty: 708.500610 Iteration 10Q: 3 clusters Score -138136.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -138165.640625 Penalty: 708.500610 Iteration 11Q: 3 clusters Score -138165.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -138194.078125 Penalty: 708.500610 Iteration 12Q: 3 clusters Score -138194.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -138223.234375 Penalty: 708.500610 Iteration 13Q: 3 clusters Score -138223.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -138242.968750 Penalty: 708.500610 Iteration 14Q: 3 clusters Score -138243 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -138261.265625 Penalty: 708.500610 Iteration 15Q: 3 clusters Score -138261.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -138284.265625 Penalty: 708.500610 Iteration 16Q: 3 clusters Score -138284.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -138306.875000 Penalty: 708.500610 Iteration 17Q: 3 clusters Score -138306.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -138322.656250 Penalty: 708.500610 Iteration 18Q: 3 clusters Score -138322.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -138339.703125 Penalty: 708.500610 Iteration 19Q: 3 clusters Score -138339.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -138358.765625 Penalty: 708.500610 Iteration 20F: 3 clusters Score -138358.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -138378.187500 Penalty: 708.500610 Iteration 21Q: 3 clusters Score -138378.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -138396.000000 Penalty: 708.500610 Iteration 22Q: 3 clusters Score -138396 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -138411.531250 Penalty: 708.500610 Iteration 23Q: 3 clusters Score -138411.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -138426.687500 Penalty: 708.500610 Iteration 24Q: 3 clusters Score -138426.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -138440.328125 Penalty: 708.500610 Iteration 25Q: 3 clusters Score -138440.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -138455.171875 Penalty: 708.500610 Iteration 26Q: 3 clusters Score -138455.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1820 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -138466.156250 Penalty: 708.500610 Iteration 27Q: 3 clusters Score -138466.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -138476.531250 Penalty: 708.500610 Iteration 28Q: 3 clusters Score -138476.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1866 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -138492.750000 Penalty: 708.500610 Iteration 29Q: 3 clusters Score -138492.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -138506.718750 Penalty: 708.500610 Iteration 30Q: 3 clusters Score -138506.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -138522.781250 Penalty: 708.500610 Iteration 31Q: 3 clusters Score -138522.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -138531.265625 Penalty: 708.500610 Iteration 32Q: 3 clusters Score -138531.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -138538.515625 Penalty: 708.500610 Iteration 33Q: 3 clusters Score -138538.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -138547.640625 Penalty: 708.500610 Iteration 34Q: 3 clusters Score -138547.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -138550.109375 Penalty: 708.500610 Iteration 35Q: 3 clusters Score -138550.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -138550.843750 Penalty: 708.500610 Iteration 36Q: 3 clusters Score -138550.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -138551.156250 Penalty: 708.500610 Iteration 37Q: 3 clusters Score -138551.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -138551.437500 Penalty: 708.500610 Iteration 38Q: 3 clusters Score -138551.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -138552.281250 Penalty: 708.500610 Iteration 39Q: 3 clusters Score -138552.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -138553.796875 Penalty: 708.500610 Iteration 40F: 3 clusters Score -138553.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -138558.375000 Penalty: 708.500610 Iteration 41Q: 3 clusters Score -138558.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -138561.765625 Penalty: 708.500610 Iteration 42Q: 3 clusters Score -138561.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1958 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -138563.281250 Penalty: 708.500610 Iteration 43Q: 3 clusters Score -138563.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -138564.015625 Penalty: 708.500610 Iteration 44Q: 3 clusters Score -138564 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -138564.375000 Penalty: 708.500610 Iteration 45Q: 3 clusters Score -138564.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -138564.578125 Penalty: 708.500610 Iteration 46Q: 3 clusters Score -138564.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -138564.750000 Penalty: 708.500610 Iteration 47Q: 3 clusters Score -138564.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -138564.937500 Penalty: 708.500610 Iteration 48Q: 3 clusters Score -138564.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -138565.296875 Penalty: 708.500610 Iteration 49Q: 3 clusters Score -138565.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -138565.296875 Penalty: 708.500610 Iteration 50Q: 3 clusters Score -138565.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -138565.296875 Penalty: 708.500610 Iteration 51F: 3 clusters Score -138565.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (2133 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2133 members Entering Unmasked Estep Score: -103933.546875 Penalty: 348.770447 Iteration 0F: 2 clusters Score -103933.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -102481.054688 Penalty: 697.540894 Iteration 0F: 3 clusters Score -102481.1 nChanged 909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -103175.656250 Penalty: 697.540894 Iteration 1F: 3 clusters Score -103175.7 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -103437.828125 Penalty: 697.540894 Iteration 2F: 3 clusters Score -103437.8 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -103632.875000 Penalty: 697.540894 Iteration 3F: 3 clusters Score -103632.9 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -103748.992188 Penalty: 697.540894 Iteration 4F: 3 clusters Score -103749 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -103830.562500 Penalty: 697.540894 Iteration 5Q: 3 clusters Score -103830.6 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -103875.250000 Penalty: 697.540894 Iteration 6Q: 3 clusters Score -103875.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 1607 members Entering Unmasked Estep Score: -103893.406250 Penalty: 697.540894 Iteration 7Q: 3 clusters Score -103893.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -103903.859375 Penalty: 697.540894 Iteration 8Q: 3 clusters Score -103903.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -103912.554688 Penalty: 697.540894 Iteration 9Q: 3 clusters Score -103912.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -103921.585938 Penalty: 697.540894 Iteration 10Q: 3 clusters Score -103921.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -103926.414062 Penalty: 697.540894 Iteration 11Q: 3 clusters Score -103926.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -103929.304688 Penalty: 697.540894 Iteration 12Q: 3 clusters Score -103929.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -103931.765625 Penalty: 697.540894 Iteration 13Q: 3 clusters Score -103931.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -103933.328125 Penalty: 697.540894 Iteration 14Q: 3 clusters Score -103933.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -103935.414062 Penalty: 697.540894 Iteration 15Q: 3 clusters Score -103935.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -103936.898438 Penalty: 697.540894 Iteration 16Q: 3 clusters Score -103936.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -103937.187500 Penalty: 697.540894 Iteration 17Q: 3 clusters Score -103937.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -103939.117188 Penalty: 697.540894 Iteration 18Q: 3 clusters Score -103939.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -103940.429688 Penalty: 697.540894 Iteration 19Q: 3 clusters Score -103940.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -103941.296875 Penalty: 697.540894 Iteration 20F: 3 clusters Score -103941.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -103942.304688 Penalty: 697.540894 Iteration 21Q: 3 clusters Score -103942.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -103943.070312 Penalty: 697.540894 Iteration 22Q: 3 clusters Score -103943.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 1719 members Entering Unmasked Estep Score: -103944.039062 Penalty: 697.540894 Iteration 23Q: 3 clusters Score -103944 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 1726 members Entering Unmasked Estep Score: -103945.750000 Penalty: 697.540894 Iteration 24Q: 3 clusters Score -103945.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -103947.453125 Penalty: 697.540894 Iteration 25Q: 3 clusters Score -103947.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -103948.984375 Penalty: 697.540894 Iteration 26Q: 3 clusters Score -103949 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -103949.476562 Penalty: 697.540894 Iteration 27Q: 3 clusters Score -103949.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -103949.664062 Penalty: 697.540894 Iteration 28Q: 3 clusters Score -103949.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -103950.312500 Penalty: 697.540894 Iteration 29Q: 3 clusters Score -103950.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -103950.546875 Penalty: 697.540894 Iteration 30Q: 3 clusters Score -103950.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -103951.820312 Penalty: 697.540894 Iteration 31Q: 3 clusters Score -103951.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -103953.687500 Penalty: 697.540894 Iteration 32Q: 3 clusters Score -103953.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -103954.812500 Penalty: 697.540894 Iteration 33Q: 3 clusters Score -103954.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -103955.007812 Penalty: 697.540894 Iteration 34Q: 3 clusters Score -103955 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 1761 members Entering Unmasked Estep Score: -103955.218750 Penalty: 697.540894 Iteration 35Q: 3 clusters Score -103955.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 1763 members Entering Unmasked Estep Score: -103955.656250 Penalty: 697.540894 Iteration 36Q: 3 clusters Score -103955.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 1765 members Entering Unmasked Estep Score: -103956.398438 Penalty: 697.540894 Iteration 37Q: 3 clusters Score -103956.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -103957.218750 Penalty: 697.540894 Iteration 38Q: 3 clusters Score -103957.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -103957.625000 Penalty: 697.540894 Iteration 39Q: 3 clusters Score -103957.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -103957.906250 Penalty: 697.540894 Iteration 40F: 3 clusters Score -103957.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -103958.210938 Penalty: 697.540894 Iteration 41Q: 3 clusters Score -103958.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -103959.031250 Penalty: 697.540894 Iteration 42Q: 3 clusters Score -103959 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -103959.351562 Penalty: 697.540894 Iteration 43Q: 3 clusters Score -103959.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -103959.531250 Penalty: 697.540894 Iteration 44Q: 3 clusters Score -103959.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -103959.750000 Penalty: 697.540894 Iteration 45Q: 3 clusters Score -103959.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -103959.976562 Penalty: 697.540894 Iteration 46Q: 3 clusters Score -103960 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -103960.085938 Penalty: 697.540894 Iteration 47Q: 3 clusters Score -103960.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -103960.218750 Penalty: 697.540894 Iteration 48Q: 3 clusters Score -103960.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -103960.218750 Penalty: 697.540894 Iteration 49F: 3 clusters Score -103960.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27380 members Mstep: Class 2 contains 18535 members Mstep: Class 3 contains 4752 members Mstep: Class 4 contains 2456 members Mstep: Class 5 contains 4299 members Mstep: Class 6 contains 1674 members Mstep: Class 7 contains 3841 members Mstep: Class 8 contains 1114 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5602 members Mstep: Class 11 contains 15692 members Mstep: Class 12 contains 5381 members Mstep: Class 13 contains 925 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5635 members Mstep: Class 16 contains 1113 members Mstep: Class 17 contains 1609 members Mstep: Class 18 contains 1787 members Mstep: Class 19 contains 419 members Mstep: Class 20 contains 8151 members Mstep: Class 21 contains 103040 members Mstep: Class 22 contains 2406 members Mstep: Class 23 contains 346 members Mstep: Class 24 contains 2513 members Mstep: Class 25 contains 2533 members Mstep: Class 26 contains 6954 members Mstep: Class 27 contains 58106 members Mstep: Class 28 contains 5069 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2588 members Mstep: Class 31 contains 3782 members Mstep: Class 32 contains 521 members Mstep: Class 33 contains 1414 members Mstep: Class 34 contains 11414 members Entering Unmasked Estep Score: -17799816.000000 Penalty: 19569.839844 Splitting cluster 23 changes total score from -17800014.000000 to -17799816.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 24 (2513 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2513 members Entering Unmasked Estep Score: -146135.234375 Penalty: 356.230103 Iteration 0F: 2 clusters Score -146135.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -144390.328125 Penalty: 712.460205 Iteration 0F: 3 clusters Score -144390.3 nChanged 1073 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -145065.937500 Penalty: 712.460205 Iteration 1F: 3 clusters Score -145065.9 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -145257.046875 Penalty: 712.460205 Iteration 2F: 3 clusters Score -145257 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -145410.015625 Penalty: 712.460205 Iteration 3F: 3 clusters Score -145410 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -145506.750000 Penalty: 712.460205 Iteration 4F: 3 clusters Score -145506.8 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -145562.671875 Penalty: 712.460205 Iteration 5Q: 3 clusters Score -145562.7 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -145603.812500 Penalty: 712.460205 Iteration 6Q: 3 clusters Score -145603.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -145634.687500 Penalty: 712.460205 Iteration 7Q: 3 clusters Score -145634.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -145656.937500 Penalty: 712.460205 Iteration 8Q: 3 clusters Score -145656.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -145680.140625 Penalty: 712.460205 Iteration 9Q: 3 clusters Score -145680.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -145689.500000 Penalty: 712.460205 Iteration 10Q: 3 clusters Score -145689.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -145695.343750 Penalty: 712.460205 Iteration 11Q: 3 clusters Score -145695.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -145699.968750 Penalty: 712.460205 Iteration 12Q: 3 clusters Score -145700 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -145703.406250 Penalty: 712.460205 Iteration 13Q: 3 clusters Score -145703.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -145709.859375 Penalty: 712.460205 Iteration 14Q: 3 clusters Score -145709.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -145720.531250 Penalty: 712.460205 Iteration 15Q: 3 clusters Score -145720.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -145728.234375 Penalty: 712.460205 Iteration 16Q: 3 clusters Score -145728.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -145733.156250 Penalty: 712.460205 Iteration 17Q: 3 clusters Score -145733.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -145738.515625 Penalty: 712.460205 Iteration 18Q: 3 clusters Score -145738.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -145743.671875 Penalty: 712.460205 Iteration 19Q: 3 clusters Score -145743.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -145747.843750 Penalty: 712.460205 Iteration 20F: 3 clusters Score -145747.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -145750.359375 Penalty: 712.460205 Iteration 21Q: 3 clusters Score -145750.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -145752.531250 Penalty: 712.460205 Iteration 22Q: 3 clusters Score -145752.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -145756.609375 Penalty: 712.460205 Iteration 23Q: 3 clusters Score -145756.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -145759.468750 Penalty: 712.460205 Iteration 24Q: 3 clusters Score -145759.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -145761.265625 Penalty: 712.460205 Iteration 25Q: 3 clusters Score -145761.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -145763.093750 Penalty: 712.460205 Iteration 26Q: 3 clusters Score -145763.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -145765.734375 Penalty: 712.460205 Iteration 27Q: 3 clusters Score -145765.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -145768.062500 Penalty: 712.460205 Iteration 28Q: 3 clusters Score -145768.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -145771.015625 Penalty: 712.460205 Iteration 29Q: 3 clusters Score -145771 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -145773.203125 Penalty: 712.460205 Iteration 30Q: 3 clusters Score -145773.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -145774.406250 Penalty: 712.460205 Iteration 31Q: 3 clusters Score -145774.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1565 members Entering Unmasked Estep Score: -145775.453125 Penalty: 712.460205 Iteration 32Q: 3 clusters Score -145775.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -145776.187500 Penalty: 712.460205 Iteration 33Q: 3 clusters Score -145776.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -145777.140625 Penalty: 712.460205 Iteration 34Q: 3 clusters Score -145777.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -145777.687500 Penalty: 712.460205 Iteration 35Q: 3 clusters Score -145777.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 1585 members Entering Unmasked Estep Score: -145778.093750 Penalty: 712.460205 Iteration 36Q: 3 clusters Score -145778.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -145778.406250 Penalty: 712.460205 Iteration 37Q: 3 clusters Score -145778.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -145778.703125 Penalty: 712.460205 Iteration 38Q: 3 clusters Score -145778.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -145778.703125 Penalty: 712.460205 Iteration 39Q: 3 clusters Score -145778.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -145778.812500 Penalty: 712.460205 Iteration 40F: 3 clusters Score -145778.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -145778.812500 Penalty: 712.460205 Iteration 41Q: 3 clusters Score -145778.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -145778.812500 Penalty: 712.460205 Iteration 42F: 3 clusters Score -145778.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (2533 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2533 members Entering Unmasked Estep Score: -140724.562500 Penalty: 356.590759 Iteration 0F: 2 clusters Score -140724.6 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 1272 members Entering Unmasked Estep Score: -138977.968750 Penalty: 713.181519 Iteration 0F: 3 clusters Score -138978 nChanged 1089 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -139659.156250 Penalty: 713.181519 Iteration 1F: 3 clusters Score -139659.2 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -139799.078125 Penalty: 713.181519 Iteration 2F: 3 clusters Score -139799.1 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -139887.171875 Penalty: 713.181519 Iteration 3F: 3 clusters Score -139887.2 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -139950.250000 Penalty: 713.181519 Iteration 4Q: 3 clusters Score -139950.2 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -140008.156250 Penalty: 713.181519 Iteration 5Q: 3 clusters Score -140008.2 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -140061.468750 Penalty: 713.181519 Iteration 6Q: 3 clusters Score -140061.5 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -140099.500000 Penalty: 713.181519 Iteration 7Q: 3 clusters Score -140099.5 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -140125.859375 Penalty: 713.181519 Iteration 8Q: 3 clusters Score -140125.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -140147.218750 Penalty: 713.181519 Iteration 9Q: 3 clusters Score -140147.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -140166.265625 Penalty: 713.181519 Iteration 10Q: 3 clusters Score -140166.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 1565 members Entering Unmasked Estep Score: -140179.484375 Penalty: 713.181519 Iteration 11Q: 3 clusters Score -140179.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -140186.453125 Penalty: 713.181519 Iteration 12Q: 3 clusters Score -140186.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -140192.859375 Penalty: 713.181519 Iteration 13Q: 3 clusters Score -140192.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -140199.062500 Penalty: 713.181519 Iteration 14Q: 3 clusters Score -140199.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -140207.578125 Penalty: 713.181519 Iteration 15Q: 3 clusters Score -140207.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -140213.734375 Penalty: 713.181519 Iteration 16Q: 3 clusters Score -140213.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -140221.843750 Penalty: 713.181519 Iteration 17Q: 3 clusters Score -140221.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -140225.421875 Penalty: 713.181519 Iteration 18Q: 3 clusters Score -140225.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -140230.718750 Penalty: 713.181519 Iteration 19Q: 3 clusters Score -140230.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 1607 members Entering Unmasked Estep Score: -140234.734375 Penalty: 713.181519 Iteration 20F: 3 clusters Score -140234.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -140240.328125 Penalty: 713.181519 Iteration 21Q: 3 clusters Score -140240.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -140245.812500 Penalty: 713.181519 Iteration 22Q: 3 clusters Score -140245.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -140253.859375 Penalty: 713.181519 Iteration 23Q: 3 clusters Score -140253.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -140259.578125 Penalty: 713.181519 Iteration 24Q: 3 clusters Score -140259.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -140264.250000 Penalty: 713.181519 Iteration 25Q: 3 clusters Score -140264.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -140266.156250 Penalty: 713.181519 Iteration 26Q: 3 clusters Score -140266.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -140267.671875 Penalty: 713.181519 Iteration 27Q: 3 clusters Score -140267.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -140268.703125 Penalty: 713.181519 Iteration 28Q: 3 clusters Score -140268.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -140269.218750 Penalty: 713.181519 Iteration 29Q: 3 clusters Score -140269.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -140270.250000 Penalty: 713.181519 Iteration 30Q: 3 clusters Score -140270.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -140272.078125 Penalty: 713.181519 Iteration 31Q: 3 clusters Score -140272.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -140274.281250 Penalty: 713.181519 Iteration 32Q: 3 clusters Score -140274.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -140276.875000 Penalty: 713.181519 Iteration 33Q: 3 clusters Score -140276.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -140279.937500 Penalty: 713.181519 Iteration 34Q: 3 clusters Score -140279.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -140280.468750 Penalty: 713.181519 Iteration 35Q: 3 clusters Score -140280.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -140281.531250 Penalty: 713.181519 Iteration 36Q: 3 clusters Score -140281.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 1658 members Entering Unmasked Estep Score: -140283.281250 Penalty: 713.181519 Iteration 37Q: 3 clusters Score -140283.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -140284.062500 Penalty: 713.181519 Iteration 38Q: 3 clusters Score -140284.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -140285.765625 Penalty: 713.181519 Iteration 39Q: 3 clusters Score -140285.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -140287.671875 Penalty: 713.181519 Iteration 40F: 3 clusters Score -140287.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -140291.093750 Penalty: 713.181519 Iteration 41Q: 3 clusters Score -140291.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -140294.656250 Penalty: 713.181519 Iteration 42Q: 3 clusters Score -140294.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -140296.875000 Penalty: 713.181519 Iteration 43Q: 3 clusters Score -140296.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -140297.984375 Penalty: 713.181519 Iteration 44Q: 3 clusters Score -140298 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -140301.218750 Penalty: 713.181519 Iteration 45Q: 3 clusters Score -140301.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -140304.953125 Penalty: 713.181519 Iteration 46Q: 3 clusters Score -140305 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -140309.390625 Penalty: 713.181519 Iteration 47Q: 3 clusters Score -140309.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -140312.937500 Penalty: 713.181519 Iteration 48Q: 3 clusters Score -140312.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -140316.375000 Penalty: 713.181519 Iteration 49Q: 3 clusters Score -140316.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -140323.078125 Penalty: 713.181519 Iteration 50Q: 3 clusters Score -140323.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -140327.906250 Penalty: 713.181519 Iteration 51Q: 3 clusters Score -140327.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -140336.046875 Penalty: 713.181519 Iteration 52Q: 3 clusters Score -140336 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 1827 members Entering Unmasked Estep Score: -140346.515625 Penalty: 713.181519 Iteration 53Q: 3 clusters Score -140346.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -140357.421875 Penalty: 713.181519 Iteration 54Q: 3 clusters Score -140357.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -140368.484375 Penalty: 713.181519 Iteration 55Q: 3 clusters Score -140368.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 1882 members Entering Unmasked Estep Score: -140376.125000 Penalty: 713.181519 Iteration 56Q: 3 clusters Score -140376.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -140381.656250 Penalty: 713.181519 Iteration 57Q: 3 clusters Score -140381.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 1905 members Entering Unmasked Estep Score: -140384.593750 Penalty: 713.181519 Iteration 58Q: 3 clusters Score -140384.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -140388.187500 Penalty: 713.181519 Iteration 59Q: 3 clusters Score -140388.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 1924 members Entering Unmasked Estep Score: -140391.125000 Penalty: 713.181519 Iteration 60F: 3 clusters Score -140391.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -140395.343750 Penalty: 713.181519 Iteration 61Q: 3 clusters Score -140395.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -140404.953125 Penalty: 713.181519 Iteration 62Q: 3 clusters Score -140405 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 1959 members Entering Unmasked Estep Score: -140409.656250 Penalty: 713.181519 Iteration 63Q: 3 clusters Score -140409.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -140412.375000 Penalty: 713.181519 Iteration 64Q: 3 clusters Score -140412.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 1967 members Entering Unmasked Estep Score: -140413.500000 Penalty: 713.181519 Iteration 65Q: 3 clusters Score -140413.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 1973 members Entering Unmasked Estep Score: -140415.406250 Penalty: 713.181519 Iteration 66Q: 3 clusters Score -140415.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 1982 members Entering Unmasked Estep Score: -140417.859375 Penalty: 713.181519 Iteration 67Q: 3 clusters Score -140417.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -140418.921875 Penalty: 713.181519 Iteration 68Q: 3 clusters Score -140418.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 1993 members Entering Unmasked Estep Score: -140420.515625 Penalty: 713.181519 Iteration 69Q: 3 clusters Score -140420.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 2002 members Entering Unmasked Estep Score: -140423.390625 Penalty: 713.181519 Iteration 70Q: 3 clusters Score -140423.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -140425.671875 Penalty: 713.181519 Iteration 71Q: 3 clusters Score -140425.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 2016 members Entering Unmasked Estep Score: -140427.687500 Penalty: 713.181519 Iteration 72Q: 3 clusters Score -140427.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -140429.421875 Penalty: 713.181519 Iteration 73Q: 3 clusters Score -140429.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -140431.000000 Penalty: 713.181519 Iteration 74Q: 3 clusters Score -140431 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 2036 members Entering Unmasked Estep Score: -140432.703125 Penalty: 713.181519 Iteration 75Q: 3 clusters Score -140432.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -140433.656250 Penalty: 713.181519 Iteration 76Q: 3 clusters Score -140433.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -140434.703125 Penalty: 713.181519 Iteration 77Q: 3 clusters Score -140434.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -140435.109375 Penalty: 713.181519 Iteration 78Q: 3 clusters Score -140435.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -140435.390625 Penalty: 713.181519 Iteration 79Q: 3 clusters Score -140435.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 2057 members Entering Unmasked Estep Score: -140436.750000 Penalty: 713.181519 Iteration 80F: 3 clusters Score -140436.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 2064 members Entering Unmasked Estep Score: -140438.375000 Penalty: 713.181519 Iteration 81Q: 3 clusters Score -140438.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 2069 members Entering Unmasked Estep Score: -140439.093750 Penalty: 713.181519 Iteration 82Q: 3 clusters Score -140439.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -140440.250000 Penalty: 713.181519 Iteration 83Q: 3 clusters Score -140440.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 2078 members Entering Unmasked Estep Score: -140441.250000 Penalty: 713.181519 Iteration 84Q: 3 clusters Score -140441.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 2082 members Entering Unmasked Estep Score: -140442.390625 Penalty: 713.181519 Iteration 85Q: 3 clusters Score -140442.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 2086 members Entering Unmasked Estep Score: -140443.515625 Penalty: 713.181519 Iteration 86Q: 3 clusters Score -140443.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 2093 members Entering Unmasked Estep Score: -140444.984375 Penalty: 713.181519 Iteration 87Q: 3 clusters Score -140445 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -140445.640625 Penalty: 713.181519 Iteration 88Q: 3 clusters Score -140445.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 2100 members Entering Unmasked Estep Score: -140446.062500 Penalty: 713.181519 Iteration 89Q: 3 clusters Score -140446.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 2100 members Entering Unmasked Estep Score: -140446.062500 Penalty: 713.181519 Iteration 90F: 3 clusters Score -140446.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (6954 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6954 members Entering Unmasked Estep Score: -373896.562500 Penalty: 402.541809 Iteration 0F: 2 clusters Score -373896.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3399 members Mstep: Class 2 contains 3555 members Entering Unmasked Estep Score: -369219.250000 Penalty: 805.083618 Iteration 0F: 3 clusters Score -369219.2 nChanged 3192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2633 members Mstep: Class 2 contains 4321 members Entering Unmasked Estep Score: -371211.812500 Penalty: 805.083618 Iteration 1F: 3 clusters Score -371211.8 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2155 members Mstep: Class 2 contains 4799 members Entering Unmasked Estep Score: -371619.125000 Penalty: 805.083618 Iteration 2F: 3 clusters Score -371619.1 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 5302 members Entering Unmasked Estep Score: -372026.437500 Penalty: 805.083618 Iteration 3F: 3 clusters Score -372026.4 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 5753 members Entering Unmasked Estep Score: -372396.843750 Penalty: 805.083618 Iteration 4F: 3 clusters Score -372396.8 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 6154 members Entering Unmasked Estep Score: -372761.750000 Penalty: 805.083618 Iteration 5F: 3 clusters Score -372761.8 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 6496 members Entering Unmasked Estep Score: -373111.750000 Penalty: 805.083618 Iteration 6Q: 3 clusters Score -373111.8 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 6712 members Entering Unmasked Estep Score: -373336.031250 Penalty: 805.083618 Iteration 7Q: 3 clusters Score -373336 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 6816 members Entering Unmasked Estep Score: -373447.250000 Penalty: 805.083618 Iteration 8Q: 3 clusters Score -373447.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 6857 members Entering Unmasked Estep Score: -373482.375000 Penalty: 805.083618 Iteration 9Q: 3 clusters Score -373482.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 6874 members Entering Unmasked Estep Score: -373501.718750 Penalty: 805.083618 Iteration 10Q: 3 clusters Score -373501.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 6884 members Entering Unmasked Estep Score: -373514.750000 Penalty: 805.083618 Iteration 11Q: 3 clusters Score -373514.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 6890 members Entering Unmasked Estep Score: -373528.031250 Penalty: 805.083618 Iteration 12Q: 3 clusters Score -373528 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 6895 members Entering Unmasked Estep Score: -373540.343750 Penalty: 805.083618 Iteration 13Q: 3 clusters Score -373540.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 6894 members Entering Unmasked Estep Score: -373548.406250 Penalty: 805.083618 Iteration 14Q: 3 clusters Score -373548.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 6896 members Entering Unmasked Estep Score: -373554.562500 Penalty: 805.083618 Iteration 15Q: 3 clusters Score -373554.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 6898 members Entering Unmasked Estep Score: -373558.156250 Penalty: 805.083618 Iteration 16Q: 3 clusters Score -373558.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 6899 members Entering Unmasked Estep Score: -373559.625000 Penalty: 805.083618 Iteration 17Q: 3 clusters Score -373559.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 6898 members Entering Unmasked Estep Score: -373562.468750 Penalty: 805.083618 Iteration 18Q: 3 clusters Score -373562.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 6897 members Entering Unmasked Estep Score: -373562.343750 Penalty: 805.083618 Iteration 19Q: 3 clusters Score -373562.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57 members Mstep: Class 2 contains 6897 members Entering Unmasked Estep Score: -373562.343750 Penalty: 805.083618 Iteration 20F: 3 clusters Score -373562.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (58106 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58106 members Entering Unmasked Estep Score: -3620285.000000 Penalty: 499.136108 Iteration 0F: 2 clusters Score -3620285 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29065 members Mstep: Class 2 contains 29041 members Entering Unmasked Estep Score: -3581098.750000 Penalty: 998.272217 Iteration 0F: 3 clusters Score -3581099 nChanged 28261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28410 members Mstep: Class 2 contains 29696 members Entering Unmasked Estep Score: -3599761.750000 Penalty: 998.272217 Iteration 1F: 3 clusters Score -3599762 nChanged 3538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28066 members Mstep: Class 2 contains 30040 members Entering Unmasked Estep Score: -3601747.000000 Penalty: 998.272217 Iteration 2F: 3 clusters Score -3601747 nChanged 3654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27866 members Mstep: Class 2 contains 30240 members Entering Unmasked Estep Score: -3604109.500000 Penalty: 998.272217 Iteration 3F: 3 clusters Score -3604110 nChanged 3759 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27999 members Mstep: Class 2 contains 30107 members Entering Unmasked Estep Score: -3606717.250000 Penalty: 998.272217 Iteration 4F: 3 clusters Score -3606717 nChanged 3508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28413 members Mstep: Class 2 contains 29693 members Entering Unmasked Estep Score: -3608875.250000 Penalty: 998.272217 Iteration 5F: 3 clusters Score -3608875 nChanged 2724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28811 members Mstep: Class 2 contains 29295 members Entering Unmasked Estep Score: -3610105.250000 Penalty: 998.272217 Iteration 6Q: 3 clusters Score -3610105 nChanged 1792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29123 members Mstep: Class 2 contains 28983 members Entering Unmasked Estep Score: -3610570.000000 Penalty: 998.272217 Iteration 7Q: 3 clusters Score -3610570 nChanged 1071 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29404 members Mstep: Class 2 contains 28702 members Entering Unmasked Estep Score: -3610764.250000 Penalty: 998.272217 Iteration 8Q: 3 clusters Score -3610764 nChanged 722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29670 members Mstep: Class 2 contains 28436 members Entering Unmasked Estep Score: -3610904.000000 Penalty: 998.272217 Iteration 9Q: 3 clusters Score -3610904 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29928 members Mstep: Class 2 contains 28178 members Entering Unmasked Estep Score: -3611024.250000 Penalty: 998.272217 Iteration 10Q: 3 clusters Score -3611024 nChanged 598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30236 members Mstep: Class 2 contains 27870 members Entering Unmasked Estep Score: -3611145.500000 Penalty: 998.272217 Iteration 11Q: 3 clusters Score -3611146 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30528 members Mstep: Class 2 contains 27578 members Entering Unmasked Estep Score: -3611263.250000 Penalty: 998.272217 Iteration 12Q: 3 clusters Score -3611263 nChanged 646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30822 members Mstep: Class 2 contains 27284 members Entering Unmasked Estep Score: -3611373.250000 Penalty: 998.272217 Iteration 13Q: 3 clusters Score -3611373 nChanged 617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31117 members Mstep: Class 2 contains 26989 members Entering Unmasked Estep Score: -3611520.750000 Penalty: 998.272217 Iteration 14Q: 3 clusters Score -3611521 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31417 members Mstep: Class 2 contains 26689 members Entering Unmasked Estep Score: 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Unmasked Estep Score: -3612054.750000 Penalty: 998.272217 Iteration 19Q: 3 clusters Score -3612055 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32871 members Mstep: Class 2 contains 25235 members Entering Unmasked Estep Score: -3612138.000000 Penalty: 998.272217 Iteration 20F: 3 clusters Score -3612138 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33145 members Mstep: Class 2 contains 24961 members Entering Unmasked Estep Score: -3612232.250000 Penalty: 998.272217 Iteration 21Q: 3 clusters Score -3612232 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33399 members Mstep: Class 2 contains 24707 members Entering Unmasked Estep Score: -3612296.000000 Penalty: 998.272217 Iteration 22Q: 3 clusters Score -3612296 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33690 members Mstep: Class 2 contains 24416 members Entering Unmasked Estep Score: -3612349.750000 Penalty: 998.272217 Iteration 23Q: 3 clusters Score -3612350 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33999 members Mstep: Class 2 contains 24107 members Entering Unmasked Estep Score: -3612428.000000 Penalty: 998.272217 Iteration 24Q: 3 clusters Score -3612428 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34330 members Mstep: Class 2 contains 23776 members Entering Unmasked Estep Score: -3612500.000000 Penalty: 998.272217 Iteration 25Q: 3 clusters Score -3612500 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34671 members Mstep: Class 2 contains 23435 members Entering Unmasked Estep Score: -3612599.000000 Penalty: 998.272217 Iteration 26Q: 3 clusters Score -3612599 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35081 members Mstep: Class 2 contains 23025 members Entering Unmasked Estep Score: -3612712.250000 Penalty: 998.272217 Iteration 27Q: 3 clusters Score -3612712 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35530 members Mstep: Class 2 contains 22576 members Entering Unmasked Estep Score: -3612831.250000 Penalty: 998.272217 Iteration 28Q: 3 clusters Score -3612831 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36033 members Mstep: Class 2 contains 22073 members Entering Unmasked Estep Score: -3612966.500000 Penalty: 998.272217 Iteration 29Q: 3 clusters Score -3612966 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36578 members Mstep: Class 2 contains 21528 members Entering Unmasked Estep Score: -3613112.000000 Penalty: 998.272217 Iteration 30Q: 3 clusters Score -3613112 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37161 members Mstep: Class 2 contains 20945 members Entering Unmasked Estep Score: -3613256.000000 Penalty: 998.272217 Iteration 31Q: 3 clusters Score -3613256 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37783 members Mstep: Class 2 contains 20323 members Entering Unmasked Estep Score: -3613443.000000 Penalty: 998.272217 Iteration 32Q: 3 clusters Score -3613443 nChanged 719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38460 members Mstep: Class 2 contains 19646 members Entering Unmasked Estep Score: -3613655.000000 Penalty: 998.272217 Iteration 33Q: 3 clusters Score -3613655 nChanged 762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39198 members Mstep: Class 2 contains 18908 members Entering Unmasked Estep Score: -3613834.250000 Penalty: 998.272217 Iteration 34Q: 3 clusters Score -3613834 nChanged 758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39944 members Mstep: Class 2 contains 18162 members Entering Unmasked Estep Score: -3614026.250000 Penalty: 998.272217 Iteration 35Q: 3 clusters Score -3614026 nChanged 752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40686 members Mstep: Class 2 contains 17420 members Entering Unmasked Estep Score: -3614267.750000 Penalty: 998.272217 Iteration 36Q: 3 clusters Score -3614268 nChanged 793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41465 members Mstep: Class 2 contains 16641 members Entering Unmasked Estep Score: -3614491.500000 Penalty: 998.272217 Iteration 37Q: 3 clusters Score -3614492 nChanged 808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42259 members Mstep: Class 2 contains 15847 members Entering Unmasked Estep Score: -3614745.500000 Penalty: 998.272217 Iteration 38Q: 3 clusters Score -3614746 nChanged 840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43095 members Mstep: Class 2 contains 15011 members Entering Unmasked Estep Score: -3615019.250000 Penalty: 998.272217 Iteration 39Q: 3 clusters Score -3615019 nChanged 835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43926 members Mstep: Class 2 contains 14180 members Entering Unmasked Estep Score: -3615289.000000 Penalty: 998.272217 Iteration 40F: 3 clusters Score -3615289 nChanged 850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44774 members Mstep: Class 2 contains 13332 members Entering Unmasked Estep Score: -3615569.250000 Penalty: 998.272217 Iteration 41Q: 3 clusters Score -3615569 nChanged 814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45584 members Mstep: Class 2 contains 12522 members Entering Unmasked Estep Score: -3615838.000000 Penalty: 998.272217 Iteration 42Q: 3 clusters Score -3615838 nChanged 826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46410 members Mstep: Class 2 contains 11696 members Entering Unmasked Estep Score: -3616098.750000 Penalty: 998.272217 Iteration 43Q: 3 clusters Score -3616099 nChanged 787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47197 members Mstep: Class 2 contains 10909 members Entering Unmasked Estep Score: -3616383.750000 Penalty: 998.272217 Iteration 44Q: 3 clusters Score -3616384 nChanged 774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47971 members Mstep: Class 2 contains 10135 members Entering Unmasked Estep Score: -3616651.250000 Penalty: 998.272217 Iteration 45Q: 3 clusters Score -3616651 nChanged 721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48692 members Mstep: Class 2 contains 9414 members Entering Unmasked Estep Score: -3616851.500000 Penalty: 998.272217 Iteration 46Q: 3 clusters Score -3616852 nChanged 674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49364 members Mstep: Class 2 contains 8742 members Entering Unmasked Estep Score: -3617070.750000 Penalty: 998.272217 Iteration 47Q: 3 clusters Score -3617071 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50007 members Mstep: Class 2 contains 8099 members Entering Unmasked Estep Score: -3617251.000000 Penalty: 998.272217 Iteration 48Q: 3 clusters Score -3617251 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50588 members Mstep: Class 2 contains 7518 members Entering Unmasked Estep Score: -3617417.000000 Penalty: 998.272217 Iteration 49Q: 3 clusters Score -3617417 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51144 members Mstep: Class 2 contains 6962 members Entering Unmasked Estep Score: -3617626.250000 Penalty: 998.272217 Iteration 50Q: 3 clusters 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54Q: 3 clusters Score -3618276 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53608 members Mstep: Class 2 contains 4498 members Entering Unmasked Estep Score: -3618442.500000 Penalty: 998.272217 Iteration 55Q: 3 clusters Score -3618442 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54046 members Mstep: Class 2 contains 4060 members Entering Unmasked Estep Score: -3618595.500000 Penalty: 998.272217 Iteration 56Q: 3 clusters Score -3618596 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54470 members Mstep: Class 2 contains 3636 members Entering Unmasked Estep Score: -3618744.250000 Penalty: 998.272217 Iteration 57Q: 3 clusters Score -3618744 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54845 members Mstep: Class 2 contains 3261 members Entering Unmasked Estep Score: -3618867.000000 Penalty: 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Unmasked Estep Score: -3619769.750000 Penalty: 998.272217 Iteration 66Q: 3 clusters Score -3619770 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57032 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -3619822.250000 Penalty: 998.272217 Iteration 67Q: 3 clusters Score -3619822 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57136 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -3619882.500000 Penalty: 998.272217 Iteration 68Q: 3 clusters Score -3619882 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57219 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -3619939.250000 Penalty: 998.272217 Iteration 69Q: 3 clusters Score -3619939 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57278 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -3619961.000000 Penalty: 998.272217 Iteration 70Q: 3 clusters Score -3619961 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57325 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -3619978.000000 Penalty: 998.272217 Iteration 71Q: 3 clusters Score -3619978 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57350 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -3619998.000000 Penalty: 998.272217 Iteration 72Q: 3 clusters Score -3619998 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57374 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -3620008.250000 Penalty: 998.272217 Iteration 73Q: 3 clusters Score -3620008 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57389 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -3620012.000000 Penalty: 998.272217 Iteration 74Q: 3 clusters Score -3620012 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57416 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -3620029.750000 Penalty: 998.272217 Iteration 75Q: 3 clusters Score -3620030 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57448 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -3620045.750000 Penalty: 998.272217 Iteration 76Q: 3 clusters Score -3620046 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57465 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -3620051.750000 Penalty: 998.272217 Iteration 77Q: 3 clusters Score -3620052 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57476 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -3620057.750000 Penalty: 998.272217 Iteration 78Q: 3 clusters Score -3620058 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57492 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -3620060.500000 Penalty: 998.272217 Iteration 79Q: 3 clusters Score -3620060 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57504 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -3620066.000000 Penalty: 998.272217 Iteration 80F: 3 clusters Score -3620066 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57514 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -3620067.500000 Penalty: 998.272217 Iteration 81Q: 3 clusters Score -3620068 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57525 members 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members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -3620074.500000 Penalty: 998.272217 Iteration 86Q: 3 clusters Score -3620074 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57549 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -3620076.250000 Penalty: 998.272217 Iteration 87Q: 3 clusters Score -3620076 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57553 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -3620076.500000 Penalty: 998.272217 Iteration 88Q: 3 clusters Score -3620076 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57555 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -3620077.750000 Penalty: 998.272217 Iteration 89Q: 3 clusters Score -3620078 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57559 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -3620078.500000 Penalty: 998.272217 Iteration 90Q: 3 clusters Score -3620078 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57562 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -3620080.500000 Penalty: 998.272217 Iteration 91Q: 3 clusters Score -3620080 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57563 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -3620079.000000 Penalty: 998.272217 Iteration 92Q: 3 clusters Score -3620079 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57565 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -3620076.750000 Penalty: 998.272217 Iteration 93Q: 3 clusters Score -3620077 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57567 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -3620079.750000 Penalty: 998.272217 Iteration 94Q: 3 clusters Score -3620080 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57567 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -3620079.750000 Penalty: 998.272217 Iteration 95Q: 3 clusters Score -3620080 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57567 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -3620079.750000 Penalty: 998.272217 Iteration 96F: 3 clusters Score -3620080 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (5069 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5069 members Entering Unmasked Estep Score: -308479.656250 Penalty: 388.155914 Iteration 0F: 2 clusters Score -308479.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2525 members Mstep: Class 2 contains 2544 members Entering Unmasked Estep Score: -304997.875000 Penalty: 776.311829 Iteration 0F: 3 clusters Score -304997.9 nChanged 2244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2509 members Mstep: Class 2 contains 2560 members Entering Unmasked Estep Score: -306275.781250 Penalty: 776.311829 Iteration 1F: 3 clusters Score -306275.8 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2455 members Mstep: Class 2 contains 2614 members Entering Unmasked Estep Score: -306367.062500 Penalty: 776.311829 Iteration 2F: 3 clusters Score -306367.1 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2373 members Mstep: Class 2 contains 2696 members Entering Unmasked Estep Score: -306432.687500 Penalty: 776.311829 Iteration 3Q: 3 clusters Score -306432.7 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2289 members Mstep: Class 2 contains 2780 members Entering Unmasked Estep Score: -306493.750000 Penalty: 776.311829 Iteration 4Q: 3 clusters Score -306493.8 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2189 members Mstep: Class 2 contains 2880 members Entering Unmasked Estep Score: -306555.187500 Penalty: 776.311829 Iteration 5Q: 3 clusters Score -306555.2 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2049 members Mstep: Class 2 contains 3020 members Entering Unmasked Estep Score: -306627.000000 Penalty: 776.311829 Iteration 6Q: 3 clusters Score -306627 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 3230 members Entering Unmasked Estep Score: -306751.968750 Penalty: 776.311829 Iteration 7Q: 3 clusters Score -306752 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 3484 members Entering Unmasked Estep Score: -306917.187500 Penalty: 776.311829 Iteration 8F: 3 clusters Score -306917.2 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 3769 members Entering Unmasked Estep Score: -307137.562500 Penalty: 776.311829 Iteration 9F: 3 clusters Score -307137.6 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 4071 members Entering Unmasked Estep Score: -307400.000000 Penalty: 776.311829 Iteration 10F: 3 clusters Score -307400 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 4333 members Entering Unmasked Estep Score: -307648.968750 Penalty: 776.311829 Iteration 11F: 3 clusters Score -307649 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 4514 members Entering Unmasked Estep Score: -307824.375000 Penalty: 776.311829 Iteration 12Q: 3 clusters Score -307824.4 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 4642 members Entering Unmasked Estep Score: -307949.125000 Penalty: 776.311829 Iteration 13Q: 3 clusters Score -307949.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 4720 members Entering Unmasked Estep Score: -308010.968750 Penalty: 776.311829 Iteration 14Q: 3 clusters Score -308011 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 4773 members Entering Unmasked Estep Score: -308049.312500 Penalty: 776.311829 Iteration 15Q: 3 clusters Score -308049.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 4803 members Entering Unmasked Estep Score: -308065.781250 Penalty: 776.311829 Iteration 16Q: 3 clusters Score -308065.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 4825 members Entering Unmasked Estep Score: -308077.906250 Penalty: 776.311829 Iteration 17Q: 3 clusters Score -308077.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 4843 members Entering Unmasked Estep Score: -308085.812500 Penalty: 776.311829 Iteration 18Q: 3 clusters Score -308085.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 4851 members Entering Unmasked Estep Score: -308091.156250 Penalty: 776.311829 Iteration 19Q: 3 clusters Score -308091.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 4861 members Entering Unmasked Estep Score: -308096.125000 Penalty: 776.311829 Iteration 20F: 3 clusters Score -308096.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 4869 members Entering Unmasked Estep Score: -308102.250000 Penalty: 776.311829 Iteration 21Q: 3 clusters Score -308102.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 4877 members Entering Unmasked Estep Score: -308108.843750 Penalty: 776.311829 Iteration 22Q: 3 clusters Score -308108.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 4885 members Entering Unmasked Estep Score: -308115.218750 Penalty: 776.311829 Iteration 23Q: 3 clusters Score -308115.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 4889 members Entering Unmasked Estep Score: -308118.187500 Penalty: 776.311829 Iteration 24Q: 3 clusters Score -308118.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 4897 members Entering Unmasked Estep Score: -308123.875000 Penalty: 776.311829 Iteration 25Q: 3 clusters Score -308123.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 4905 members Entering Unmasked Estep Score: -308128.781250 Penalty: 776.311829 Iteration 26Q: 3 clusters Score -308128.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 4909 members Entering Unmasked Estep Score: -308130.312500 Penalty: 776.311829 Iteration 27Q: 3 clusters Score -308130.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 4914 members Entering Unmasked Estep Score: -308133.281250 Penalty: 776.311829 Iteration 28Q: 3 clusters Score -308133.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 4915 members Entering Unmasked Estep Score: -308134.062500 Penalty: 776.311829 Iteration 29Q: 3 clusters Score -308134.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 4916 members Entering Unmasked Estep Score: -308134.562500 Penalty: 776.311829 Iteration 30Q: 3 clusters Score -308134.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 4916 members Entering Unmasked Estep Score: -308134.656250 Penalty: 776.311829 Iteration 31Q: 3 clusters Score -308134.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 4916 members Entering Unmasked Estep Score: -308134.656250 Penalty: 776.311829 Iteration 32F: 3 clusters Score -308134.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (194 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Entering Unmasked Estep Score: -6208.005859 Penalty: 239.687546 Iteration 0F: 2 clusters Score -6208.006 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -5921.986816 Penalty: 479.375092 Iteration 0F: 3 clusters Score -5921.987 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -6026.695801 Penalty: 479.375092 Iteration 1F: 3 clusters Score -6026.696 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -6072.907227 Penalty: 479.375092 Iteration 2F: 3 clusters Score -6072.907 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -6086.685547 Penalty: 479.375092 Iteration 3F: 3 clusters Score -6086.686 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -6092.496094 Penalty: 479.375092 Iteration 4Q: 3 clusters Score -6092.496 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -6098.817871 Penalty: 479.375092 Iteration 5Q: 3 clusters Score -6098.818 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -6099.147461 Penalty: 479.375092 Iteration 6Q: 3 clusters Score -6099.147 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -6099.830566 Penalty: 479.375092 Iteration 7Q: 3 clusters Score -6099.831 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -6100.341309 Penalty: 479.375092 Iteration 8Q: 3 clusters Score -6100.341 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -6100.341309 Penalty: 479.375092 Iteration 9F: 3 clusters Score -6100.341 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (2588 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2588 members Entering Unmasked Estep Score: -153813.812500 Penalty: 357.568146 Iteration 0F: 2 clusters Score -153813.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -151977.937500 Penalty: 715.136292 Iteration 0F: 3 clusters Score -151977.9 nChanged 1121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -152605.531250 Penalty: 715.136292 Iteration 1F: 3 clusters Score -152605.5 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -152685.546875 Penalty: 715.136292 Iteration 2F: 3 clusters Score -152685.5 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -152766.000000 Penalty: 715.136292 Iteration 3F: 3 clusters Score -152766 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -152850.437500 Penalty: 715.136292 Iteration 4F: 3 clusters Score -152850.4 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -152926.406250 Penalty: 715.136292 Iteration 5F: 3 clusters Score -152926.4 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 1905 members Entering Unmasked Estep Score: -153019.687500 Penalty: 715.136292 Iteration 6F: 3 clusters Score -153019.7 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -153118.234375 Penalty: 715.136292 Iteration 7F: 3 clusters Score -153118.2 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 2111 members Entering Unmasked Estep Score: -153211.750000 Penalty: 715.136292 Iteration 8Q: 3 clusters Score -153211.8 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 2178 members Entering Unmasked Estep Score: -153285.984375 Penalty: 715.136292 Iteration 9Q: 3 clusters Score -153286 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 2220 members Entering Unmasked Estep Score: -153333.718750 Penalty: 715.136292 Iteration 10Q: 3 clusters Score -153333.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 2246 members Entering Unmasked Estep Score: -153368.812500 Penalty: 715.136292 Iteration 11Q: 3 clusters Score -153368.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 2258 members Entering Unmasked Estep Score: -153398.671875 Penalty: 715.136292 Iteration 12Q: 3 clusters Score -153398.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 2278 members Entering Unmasked Estep Score: -153425.453125 Penalty: 715.136292 Iteration 13Q: 3 clusters Score -153425.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 2291 members Entering Unmasked Estep Score: -153443.281250 Penalty: 715.136292 Iteration 14Q: 3 clusters Score -153443.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 2298 members Entering Unmasked Estep Score: -153462.031250 Penalty: 715.136292 Iteration 15Q: 3 clusters Score -153462 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 2309 members Entering Unmasked Estep Score: -153481.906250 Penalty: 715.136292 Iteration 16Q: 3 clusters Score -153481.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 2331 members Entering Unmasked Estep Score: -153509.093750 Penalty: 715.136292 Iteration 17Q: 3 clusters Score -153509.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 2346 members Entering Unmasked Estep Score: -153530.296875 Penalty: 715.136292 Iteration 18Q: 3 clusters Score -153530.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -153545.828125 Penalty: 715.136292 Iteration 19Q: 3 clusters Score -153545.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 2362 members Entering Unmasked Estep Score: -153556.453125 Penalty: 715.136292 Iteration 20F: 3 clusters Score -153556.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 2369 members Entering Unmasked Estep Score: -153564.765625 Penalty: 715.136292 Iteration 21Q: 3 clusters Score -153564.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 2369 members Entering Unmasked Estep Score: -153567.843750 Penalty: 715.136292 Iteration 22Q: 3 clusters Score -153567.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 2370 members Entering Unmasked Estep Score: -153572.031250 Penalty: 715.136292 Iteration 23Q: 3 clusters Score -153572 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 2366 members Entering Unmasked Estep Score: -153574.265625 Penalty: 715.136292 Iteration 24Q: 3 clusters Score -153574.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 2365 members Entering Unmasked Estep Score: -153574.656250 Penalty: 715.136292 Iteration 25Q: 3 clusters Score -153574.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 2365 members Entering Unmasked Estep Score: -153574.656250 Penalty: 715.136292 Iteration 26F: 3 clusters Score -153574.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (3782 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3782 members Entering Unmasked Estep Score: -182733.203125 Penalty: 374.829376 Iteration 0F: 2 clusters Score -182733.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 1910 members Entering Unmasked Estep Score: -180182.937500 Penalty: 749.658752 Iteration 0F: 3 clusters Score -180182.9 nChanged 1689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 2181 members Entering Unmasked Estep Score: -181347.656250 Penalty: 749.658752 Iteration 1F: 3 clusters Score -181347.7 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 2312 members Entering Unmasked Estep Score: -181626.890625 Penalty: 749.658752 Iteration 2F: 3 clusters Score -181626.9 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 2395 members Entering Unmasked Estep Score: -181792.718750 Penalty: 749.658752 Iteration 3F: 3 clusters Score -181792.7 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 2431 members Entering Unmasked Estep Score: -181867.796875 Penalty: 749.658752 Iteration 4Q: 3 clusters Score -181867.8 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 2450 members Entering Unmasked Estep Score: -181917.937500 Penalty: 749.658752 Iteration 5Q: 3 clusters Score -181917.9 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 2451 members Entering Unmasked Estep Score: -181947.093750 Penalty: 749.658752 Iteration 6Q: 3 clusters Score -181947.1 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -181964.937500 Penalty: 749.658752 Iteration 7Q: 3 clusters Score -181964.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 2450 members Entering Unmasked Estep Score: -181974.796875 Penalty: 749.658752 Iteration 8Q: 3 clusters Score -181974.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 2447 members Entering Unmasked Estep Score: -181980.218750 Penalty: 749.658752 Iteration 9Q: 3 clusters Score -181980.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 2445 members Entering Unmasked Estep Score: -181984.453125 Penalty: 749.658752 Iteration 10Q: 3 clusters Score -181984.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 2444 members Entering Unmasked Estep Score: -181987.406250 Penalty: 749.658752 Iteration 11Q: 3 clusters Score -181987.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 2436 members Entering Unmasked Estep Score: -181991.593750 Penalty: 749.658752 Iteration 12Q: 3 clusters Score -181991.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 2427 members Entering Unmasked Estep Score: -181996.093750 Penalty: 749.658752 Iteration 13Q: 3 clusters Score -181996.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 2421 members Entering Unmasked Estep Score: -182000.796875 Penalty: 749.658752 Iteration 14Q: 3 clusters Score -182000.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 2421 members Entering Unmasked Estep Score: -182004.171875 Penalty: 749.658752 Iteration 15Q: 3 clusters Score -182004.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 2419 members Entering Unmasked Estep Score: -182006.031250 Penalty: 749.658752 Iteration 16Q: 3 clusters Score -182006 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 2426 members Entering Unmasked Estep Score: -182007.171875 Penalty: 749.658752 Iteration 17Q: 3 clusters Score -182007.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 2434 members Entering Unmasked Estep Score: -182008.656250 Penalty: 749.658752 Iteration 18Q: 3 clusters Score -182008.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 2434 members Entering Unmasked Estep Score: -182008.968750 Penalty: 749.658752 Iteration 19Q: 3 clusters Score -182009 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 2435 members Entering Unmasked Estep Score: -182009.718750 Penalty: 749.658752 Iteration 20F: 3 clusters Score -182009.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 2439 members Entering Unmasked Estep Score: -182010.000000 Penalty: 749.658752 Iteration 21Q: 3 clusters Score -182010 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 2441 members Entering Unmasked Estep Score: -182010.390625 Penalty: 749.658752 Iteration 22Q: 3 clusters Score -182010.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 2438 members Entering Unmasked Estep Score: -182011.343750 Penalty: 749.658752 Iteration 23Q: 3 clusters Score -182011.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 2435 members Entering Unmasked Estep Score: -182011.890625 Penalty: 749.658752 Iteration 24Q: 3 clusters Score -182011.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 2432 members Entering Unmasked Estep Score: -182011.968750 Penalty: 749.658752 Iteration 25Q: 3 clusters Score -182012 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 2432 members Entering Unmasked Estep Score: -182011.968750 Penalty: 749.658752 Iteration 26F: 3 clusters Score -182012 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (521 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Entering Unmasked Estep Score: -27223.841797 Penalty: 284.636627 Iteration 0F: 2 clusters Score -27223.84 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -26762.968750 Penalty: 569.273254 Iteration 0F: 3 clusters Score -26762.97 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -26998.652344 Penalty: 569.273254 Iteration 1F: 3 clusters Score -26998.65 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -27058.152344 Penalty: 569.273254 Iteration 2F: 3 clusters Score -27058.15 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -27087.300781 Penalty: 569.273254 Iteration 3F: 3 clusters Score -27087.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -27095.671875 Penalty: 569.273254 Iteration 4Q: 3 clusters Score -27095.67 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -27102.750000 Penalty: 569.273254 Iteration 5Q: 3 clusters Score -27102.75 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -27107.427734 Penalty: 569.273254 Iteration 6Q: 3 clusters Score -27107.43 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -27111.525391 Penalty: 569.273254 Iteration 7Q: 3 clusters Score -27111.53 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -27114.429688 Penalty: 569.273254 Iteration 8Q: 3 clusters Score -27114.43 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -27116.949219 Penalty: 569.273254 Iteration 9Q: 3 clusters Score -27116.95 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -27117.671875 Penalty: 569.273254 Iteration 10Q: 3 clusters Score -27117.67 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -27119.134766 Penalty: 569.273254 Iteration 11Q: 3 clusters Score -27119.13 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -27120.027344 Penalty: 569.273254 Iteration 12Q: 3 clusters Score -27120.03 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -27121.068359 Penalty: 569.273254 Iteration 13Q: 3 clusters Score -27121.07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -27121.585938 Penalty: 569.273254 Iteration 14Q: 3 clusters Score -27121.59 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -27121.585938 Penalty: 569.273254 Iteration 15F: 3 clusters Score -27121.59 nChanged 0 Entering ConstructFrom: Trying to split cluster 33 (1414 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Entering Unmasked Estep Score: -81077.937500 Penalty: 330.065094 Iteration 0F: 2 clusters Score -81077.94 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -80030.882812 Penalty: 660.130188 Iteration 0F: 3 clusters Score -80030.88 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -80393.242188 Penalty: 660.130188 Iteration 1F: 3 clusters Score -80393.24 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -80456.398438 Penalty: 660.130188 Iteration 2F: 3 clusters Score -80456.4 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -80494.304688 Penalty: 660.130188 Iteration 3F: 3 clusters Score -80494.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -80513.093750 Penalty: 660.130188 Iteration 4Q: 3 clusters Score -80513.09 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -80525.007812 Penalty: 660.130188 Iteration 5Q: 3 clusters Score -80525.01 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -80538.156250 Penalty: 660.130188 Iteration 6Q: 3 clusters Score -80538.16 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -80547.546875 Penalty: 660.130188 Iteration 7Q: 3 clusters Score -80547.55 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -80555.382812 Penalty: 660.130188 Iteration 8Q: 3 clusters Score -80555.38 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -80565.609375 Penalty: 660.130188 Iteration 9Q: 3 clusters Score -80565.61 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -80578.203125 Penalty: 660.130188 Iteration 10Q: 3 clusters Score -80578.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -80595.609375 Penalty: 660.130188 Iteration 11Q: 3 clusters Score -80595.61 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -80630.015625 Penalty: 660.130188 Iteration 12Q: 3 clusters Score -80630.02 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -80669.406250 Penalty: 660.130188 Iteration 13Q: 3 clusters Score -80669.41 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -80722.125000 Penalty: 660.130188 Iteration 14Q: 3 clusters Score -80722.12 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -80796.953125 Penalty: 660.130188 Iteration 15Q: 3 clusters Score -80796.95 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -80974.820312 Penalty: 660.130188 Iteration 16Q: 3 clusters Score -80974.82 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -81145.804688 Penalty: 660.130188 Iteration 17Q: 3 clusters Score -81145.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -81162.226562 Penalty: 660.130188 Iteration 18Q: 3 clusters Score -81162.23 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -81166.007812 Penalty: 660.130188 Iteration 19Q: 3 clusters Score -81166.01 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -81170.164062 Penalty: 660.130188 Iteration 20F: 3 clusters Score -81170.16 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -81176.679688 Penalty: 660.130188 Iteration 21Q: 3 clusters Score -81176.68 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -81187.726562 Penalty: 660.130188 Iteration 22Q: 3 clusters Score -81187.73 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -81199.039062 Penalty: 660.130188 Iteration 23Q: 3 clusters Score -81199.04 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -81208.000000 Penalty: 660.130188 Iteration 24Q: 3 clusters Score -81208 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -81219.328125 Penalty: 660.130188 Iteration 25Q: 3 clusters Score -81219.33 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -81238.140625 Penalty: 660.130188 Iteration 26Q: 3 clusters Score -81238.14 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -81268.718750 Penalty: 660.130188 Iteration 27Q: 3 clusters Score -81268.72 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -81289.851562 Penalty: 660.130188 Iteration 28Q: 3 clusters Score -81289.85 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -81307.437500 Penalty: 660.130188 Iteration 29Q: 3 clusters Score -81307.44 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -81324.320312 Penalty: 660.130188 Iteration 30Q: 3 clusters Score -81324.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -81324.914062 Penalty: 660.130188 Iteration 31Q: 3 clusters Score -81324.91 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -81324.914062 Penalty: 660.130188 Iteration 32F: 3 clusters Score -81324.91 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27380 members Mstep: Class 2 contains 18535 members Mstep: Class 3 contains 4752 members Mstep: Class 4 contains 2456 members Mstep: Class 5 contains 4299 members Mstep: Class 6 contains 1674 members Mstep: Class 7 contains 3841 members Mstep: Class 8 contains 1114 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5602 members Mstep: Class 11 contains 15692 members Mstep: Class 12 contains 5381 members Mstep: Class 13 contains 925 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5635 members Mstep: Class 16 contains 1113 members Mstep: Class 17 contains 1609 members Mstep: Class 18 contains 983 members Mstep: Class 19 contains 419 members Mstep: Class 20 contains 8151 members Mstep: Class 21 contains 103040 members Mstep: Class 22 contains 2406 members Mstep: Class 23 contains 2133 members Mstep: Class 24 contains 2513 members Mstep: Class 25 contains 2533 members Mstep: Class 26 contains 6954 members Mstep: Class 27 contains 58106 members Mstep: Class 28 contains 5069 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2588 members Mstep: Class 31 contains 3782 members Mstep: Class 32 contains 521 members Mstep: Class 33 contains 431 members Mstep: Class 34 contains 11414 members Entering Unmasked Estep Score: -17800028.000000 Penalty: 19569.839844 Splitting cluster 33 changes total score from -17800014.000000 to -17800028.000000 So it's getting split into cluster 18. Entering ConstructFrom: Trying to split cluster 34 (11414 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11414 members Entering Unmasked Estep Score: -693919.500000 Penalty: 425.088135 Iteration 0F: 2 clusters Score -693919.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5629 members Mstep: Class 2 contains 5785 members Entering Unmasked Estep Score: -686330.312500 Penalty: 850.176270 Iteration 0F: 3 clusters Score -686330.3 nChanged 5263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5300 members Mstep: Class 2 contains 6114 members Entering Unmasked Estep Score: -689608.875000 Penalty: 850.176270 Iteration 1F: 3 clusters Score -689608.9 nChanged 877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5277 members Mstep: Class 2 contains 6137 members Entering Unmasked Estep Score: -690159.312500 Penalty: 850.176270 Iteration 2F: 3 clusters Score -690159.3 nChanged 858 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5245 members Mstep: Class 2 contains 6169 members Entering Unmasked Estep Score: -690710.375000 Penalty: 850.176270 Iteration 3F: 3 clusters Score -690710.4 nChanged 746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5091 members Mstep: Class 2 contains 6323 members Entering Unmasked Estep Score: -691213.687500 Penalty: 850.176270 Iteration 4F: 3 clusters Score -691213.7 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4851 members Mstep: Class 2 contains 6563 members Entering Unmasked Estep Score: -691565.062500 Penalty: 850.176270 Iteration 5F: 3 clusters Score -691565.1 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4559 members Mstep: Class 2 contains 6855 members Entering Unmasked Estep Score: -691787.250000 Penalty: 850.176270 Iteration 6Q: 3 clusters Score -691787.2 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4246 members Mstep: Class 2 contains 7168 members Entering Unmasked Estep Score: -691956.062500 Penalty: 850.176270 Iteration 7Q: 3 clusters Score -691956.1 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3920 members Mstep: Class 2 contains 7494 members Entering Unmasked Estep Score: -692110.187500 Penalty: 850.176270 Iteration 8Q: 3 clusters Score -692110.2 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3558 members Mstep: Class 2 contains 7856 members Entering Unmasked Estep Score: -692278.437500 Penalty: 850.176270 Iteration 9Q: 3 clusters Score -692278.4 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3180 members Mstep: Class 2 contains 8234 members Entering Unmasked Estep Score: -692467.875000 Penalty: 850.176270 Iteration 10Q: 3 clusters Score -692467.9 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2786 members Mstep: Class 2 contains 8628 members Entering Unmasked Estep Score: -692670.750000 Penalty: 850.176270 Iteration 11Q: 3 clusters Score -692670.8 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2414 members Mstep: Class 2 contains 9000 members Entering Unmasked Estep Score: -692863.062500 Penalty: 850.176270 Iteration 12Q: 3 clusters Score -692863.1 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2049 members Mstep: Class 2 contains 9365 members Entering Unmasked Estep Score: -693043.250000 Penalty: 850.176270 Iteration 13Q: 3 clusters Score -693043.2 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 9686 members Entering Unmasked Estep Score: -693196.875000 Penalty: 850.176270 Iteration 14Q: 3 clusters Score -693196.9 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 9965 members Entering Unmasked Estep Score: -693326.375000 Penalty: 850.176270 Iteration 15Q: 3 clusters Score -693326.4 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 10160 members Entering Unmasked Estep Score: -693403.875000 Penalty: 850.176270 Iteration 16Q: 3 clusters Score -693403.9 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 10323 members Entering Unmasked Estep Score: -693469.687500 Penalty: 850.176270 Iteration 17Q: 3 clusters Score -693469.7 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 10451 members Entering Unmasked Estep Score: -693511.250000 Penalty: 850.176270 Iteration 18Q: 3 clusters Score -693511.2 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 10531 members Entering Unmasked Estep Score: -693538.187500 Penalty: 850.176270 Iteration 19Q: 3 clusters Score -693538.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 10601 members Entering Unmasked Estep Score: -693558.375000 Penalty: 850.176270 Iteration 20F: 3 clusters Score -693558.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 10651 members Entering Unmasked Estep Score: -693571.500000 Penalty: 850.176270 Iteration 21Q: 3 clusters Score -693571.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 10683 members Entering Unmasked Estep Score: -693580.562500 Penalty: 850.176270 Iteration 22Q: 3 clusters Score -693580.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 10703 members Entering Unmasked Estep Score: -693585.750000 Penalty: 850.176270 Iteration 23Q: 3 clusters Score -693585.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 10725 members Entering Unmasked Estep Score: -693594.625000 Penalty: 850.176270 Iteration 24Q: 3 clusters Score -693594.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 10745 members Entering Unmasked Estep Score: -693600.062500 Penalty: 850.176270 Iteration 25Q: 3 clusters Score -693600.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 10765 members Entering Unmasked Estep Score: -693606.437500 Penalty: 850.176270 Iteration 26Q: 3 clusters Score -693606.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 10783 members Entering Unmasked Estep Score: -693610.625000 Penalty: 850.176270 Iteration 27Q: 3 clusters Score -693610.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 10799 members Entering Unmasked Estep Score: -693613.437500 Penalty: 850.176270 Iteration 28Q: 3 clusters Score -693613.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 10808 members Entering Unmasked Estep Score: -693615.500000 Penalty: 850.176270 Iteration 29Q: 3 clusters Score -693615.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 10818 members Entering Unmasked Estep Score: -693618.375000 Penalty: 850.176270 Iteration 30Q: 3 clusters Score -693618.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 10824 members Entering Unmasked Estep Score: -693619.062500 Penalty: 850.176270 Iteration 31Q: 3 clusters Score -693619.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 10826 members Entering Unmasked Estep Score: -693621.125000 Penalty: 850.176270 Iteration 32Q: 3 clusters Score -693621.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 10831 members Entering Unmasked Estep Score: -693623.375000 Penalty: 850.176270 Iteration 33Q: 3 clusters Score -693623.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 10840 members Entering Unmasked Estep Score: -693625.750000 Penalty: 850.176270 Iteration 34Q: 3 clusters Score -693625.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 10848 members Entering Unmasked Estep Score: -693627.937500 Penalty: 850.176270 Iteration 35Q: 3 clusters Score -693627.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 10859 members Entering Unmasked Estep Score: -693628.875000 Penalty: 850.176270 Iteration 36Q: 3 clusters Score -693628.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 10866 members Entering Unmasked Estep Score: -693629.125000 Penalty: 850.176270 Iteration 37Q: 3 clusters Score -693629.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 10869 members Entering Unmasked Estep Score: -693631.000000 Penalty: 850.176270 Iteration 38Q: 3 clusters Score -693631 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 10873 members Entering Unmasked Estep Score: -693631.812500 Penalty: 850.176270 Iteration 39Q: 3 clusters Score -693631.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 10877 members Entering Unmasked Estep Score: -693631.625000 Penalty: 850.176270 Iteration 40F: 3 clusters Score -693631.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 10880 members Entering Unmasked Estep Score: -693632.187500 Penalty: 850.176270 Iteration 41Q: 3 clusters Score -693632.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 10882 members Entering Unmasked Estep Score: -693632.687500 Penalty: 850.176270 Iteration 42Q: 3 clusters Score -693632.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 10883 members Entering Unmasked Estep Score: -693632.312500 Penalty: 850.176270 Iteration 43Q: 3 clusters Score -693632.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 10884 members Entering Unmasked Estep Score: -693633.125000 Penalty: 850.176270 Iteration 44Q: 3 clusters Score -693633.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 10887 members Entering Unmasked Estep Score: -693633.500000 Penalty: 850.176270 Iteration 45Q: 3 clusters Score -693633.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 10888 members Entering Unmasked Estep Score: -693633.250000 Penalty: 850.176270 Iteration 46Q: 3 clusters Score -693633.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 10889 members Entering Unmasked Estep Score: -693633.875000 Penalty: 850.176270 Iteration 47Q: 3 clusters Score -693633.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 10890 members Entering Unmasked Estep Score: -693634.062500 Penalty: 850.176270 Iteration 48Q: 3 clusters Score -693634.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 10891 members Entering Unmasked Estep Score: -693633.687500 Penalty: 850.176270 Iteration 49Q: 3 clusters Score -693633.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 10893 members Entering Unmasked Estep Score: -693633.562500 Penalty: 850.176270 Iteration 50Q: 3 clusters Score -693633.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 10893 members Entering Unmasked Estep Score: -693633.562500 Penalty: 850.176270 Iteration 51F: 3 clusters Score -693633.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27380 members Mstep: Class 2 contains 18535 members Mstep: Class 3 contains 4752 members Mstep: Class 4 contains 2456 members Mstep: Class 5 contains 4299 members Mstep: Class 6 contains 1674 members Mstep: Class 7 contains 3841 members Mstep: Class 8 contains 1114 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5602 members Mstep: Class 11 contains 15692 members Mstep: Class 12 contains 5381 members Mstep: Class 13 contains 925 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5635 members Mstep: Class 16 contains 1113 members Mstep: Class 17 contains 1609 members Mstep: Class 19 contains 419 members Mstep: Class 20 contains 8151 members Mstep: Class 21 contains 103040 members Mstep: Class 22 contains 2406 members Mstep: Class 23 contains 2133 members Mstep: Class 24 contains 2513 members Mstep: Class 25 contains 2533 members Mstep: Class 26 contains 6954 members Mstep: Class 27 contains 58106 members Mstep: Class 28 contains 5069 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2588 members Mstep: Class 31 contains 3782 members Mstep: Class 32 contains 521 members Mstep: Class 33 contains 431 members Mstep: Class 34 contains 11414 members Entering Unmasked Estep ConsiderDeletion Score: -17800106.000000 Penalty: 19569.839844 Iteration 199Q: 35 clusters Score -1.780011e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27371 members Mstep: Class 2 contains 18534 members Mstep: Class 3 contains 4752 members Mstep: Class 4 contains 2457 members Mstep: Class 5 contains 4298 members Mstep: Class 6 contains 1671 members Mstep: Class 7 contains 3840 members Mstep: Class 8 contains 1124 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5603 members Mstep: Class 11 contains 15691 members Mstep: Class 12 contains 5381 members Mstep: Class 13 contains 925 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5636 members Mstep: Class 16 contains 1113 members Mstep: Class 17 contains 1609 members Mstep: Class 18 contains 972 members Mstep: Class 19 contains 418 members Mstep: Class 20 contains 8150 members Mstep: Class 21 contains 103025 members Mstep: Class 22 contains 2405 members Mstep: Class 23 contains 2133 members Mstep: Class 24 contains 2511 members Mstep: Class 25 contains 2532 members Mstep: Class 26 contains 6953 members Mstep: Class 27 contains 58108 members Mstep: Class 28 contains 5069 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2588 members Mstep: Class 31 contains 3782 members Mstep: Class 32 contains 521 members Mstep: Class 33 contains 459 members Mstep: Class 34 contains 11420 members Entering Unmasked Estep ConsiderDeletion Score: -17800206.000000 Penalty: 19569.839844 Iteration 200F: 35 clusters Score -1.780021e+07 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27365 members Mstep: Class 2 contains 18533 members Mstep: Class 3 contains 4747 members Mstep: Class 4 contains 2461 members Mstep: Class 5 contains 4296 members Mstep: Class 6 contains 1670 members Mstep: Class 7 contains 3837 members Mstep: Class 8 contains 1130 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5603 members Mstep: Class 11 contains 15688 members Mstep: Class 12 contains 5377 members Mstep: Class 13 contains 925 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5637 members Mstep: Class 16 contains 1113 members Mstep: Class 17 contains 1609 members Mstep: Class 18 contains 1006 members Mstep: Class 19 contains 412 members Mstep: Class 20 contains 8150 members Mstep: Class 21 contains 103024 members Mstep: Class 22 contains 2400 members Mstep: Class 23 contains 2133 members Mstep: Class 24 contains 2511 members Mstep: Class 25 contains 2532 members Mstep: Class 26 contains 6953 members Mstep: Class 27 contains 58096 members Mstep: Class 28 contains 5070 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2588 members Mstep: Class 31 contains 3781 members Mstep: Class 32 contains 521 members Mstep: Class 33 contains 465 members Mstep: Class 34 contains 11418 members Entering Unmasked Estep ConsiderDeletion Score: -17800224.000000 Penalty: 19569.839844 Iteration 201Q: 35 clusters Score -1.780022e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27365 members Mstep: Class 2 contains 18535 members Mstep: Class 3 contains 4747 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4293 members Mstep: Class 6 contains 1666 members Mstep: Class 7 contains 3836 members Mstep: Class 8 contains 1133 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5603 members Mstep: Class 11 contains 15690 members Mstep: Class 12 contains 5375 members Mstep: Class 13 contains 925 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5637 members Mstep: Class 16 contains 1113 members Mstep: Class 17 contains 1609 members Mstep: Class 18 contains 1023 members Mstep: Class 19 contains 406 members Mstep: Class 20 contains 8148 members Mstep: Class 21 contains 103021 members Mstep: Class 22 contains 2396 members Mstep: Class 23 contains 2133 members Mstep: Class 24 contains 2512 members Mstep: Class 25 contains 2531 members Mstep: Class 26 contains 6953 members Mstep: Class 27 contains 58095 members Mstep: Class 28 contains 5070 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2588 members Mstep: Class 31 contains 3779 members Mstep: Class 32 contains 520 members Mstep: Class 33 contains 473 members Mstep: Class 34 contains 11414 members Entering Unmasked Estep ConsiderDeletion Score: -17800240.000000 Penalty: 19569.839844 Iteration 202Q: 35 clusters Score -1.780024e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27364 members Mstep: Class 2 contains 18537 members Mstep: Class 3 contains 4746 members Mstep: Class 4 contains 2464 members Mstep: Class 5 contains 4293 members Mstep: Class 6 contains 1663 members Mstep: Class 7 contains 3835 members Mstep: Class 8 contains 1137 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5603 members Mstep: Class 11 contains 15697 members Mstep: Class 12 contains 5375 members Mstep: Class 13 contains 925 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5637 members Mstep: Class 16 contains 1113 members Mstep: Class 17 contains 1608 members Mstep: Class 18 contains 1030 members Mstep: Class 19 contains 403 members Mstep: Class 20 contains 8142 members Mstep: Class 21 contains 103016 members Mstep: Class 22 contains 2395 members Mstep: Class 23 contains 2132 members Mstep: Class 24 contains 2515 members Mstep: Class 25 contains 2531 members Mstep: Class 26 contains 6952 members Mstep: Class 27 contains 58096 members Mstep: Class 28 contains 5071 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2588 members Mstep: Class 31 contains 3780 members Mstep: Class 32 contains 519 members Mstep: Class 33 contains 475 members Mstep: Class 34 contains 11409 members Entering Unmasked Estep ConsiderDeletion Score: -17800244.000000 Penalty: 19569.839844 Iteration 203Q: 35 clusters Score -1.780024e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27363 members Mstep: Class 2 contains 18536 members Mstep: Class 3 contains 4744 members Mstep: Class 4 contains 2467 members Mstep: Class 5 contains 4294 members Mstep: Class 6 contains 1663 members Mstep: Class 7 contains 3835 members Mstep: Class 8 contains 1141 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5603 members Mstep: Class 11 contains 15693 members Mstep: Class 12 contains 5375 members Mstep: Class 13 contains 928 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5639 members Mstep: Class 16 contains 1113 members Mstep: Class 17 contains 1608 members Mstep: Class 18 contains 1035 members Mstep: Class 19 contains 402 members Mstep: Class 20 contains 8136 members Mstep: Class 21 contains 103016 members Mstep: Class 22 contains 2388 members Mstep: Class 23 contains 2131 members Mstep: Class 24 contains 2517 members Mstep: Class 25 contains 2531 members Mstep: Class 26 contains 6951 members Mstep: Class 27 contains 58100 members Mstep: Class 28 contains 5074 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2588 members Mstep: Class 31 contains 3776 members Mstep: Class 32 contains 520 members Mstep: Class 33 contains 474 members Mstep: Class 34 contains 11410 members Entering Unmasked Estep ConsiderDeletion Score: -17800254.000000 Penalty: 19569.839844 Iteration 204Q: 35 clusters Score -1.780025e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27366 members Mstep: Class 2 contains 18536 members Mstep: Class 3 contains 4743 members Mstep: Class 4 contains 2463 members Mstep: Class 5 contains 4294 members Mstep: Class 6 contains 1661 members Mstep: Class 7 contains 3836 members Mstep: Class 8 contains 1150 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5603 members Mstep: Class 11 contains 15695 members Mstep: Class 12 contains 5373 members Mstep: Class 13 contains 930 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5638 members Mstep: Class 16 contains 1113 members Mstep: Class 17 contains 1608 members Mstep: Class 18 contains 1035 members Mstep: Class 19 contains 401 members Mstep: Class 20 contains 8131 members Mstep: Class 21 contains 103012 members Mstep: Class 22 contains 2385 members Mstep: Class 23 contains 2130 members Mstep: Class 24 contains 2518 members Mstep: Class 25 contains 2531 members Mstep: Class 26 contains 6952 members Mstep: Class 27 contains 58101 members Mstep: Class 28 contains 5081 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2588 members Mstep: Class 31 contains 3772 members Mstep: Class 32 contains 520 members Mstep: Class 33 contains 474 members Mstep: Class 34 contains 11411 members Entering Unmasked Estep ConsiderDeletion Score: -17800266.000000 Penalty: 19569.839844 Iteration 205Q: 35 clusters Score -1.780027e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27370 members Mstep: Class 2 contains 18537 members Mstep: Class 3 contains 4735 members Mstep: Class 4 contains 2461 members Mstep: Class 5 contains 4290 members Mstep: Class 6 contains 1660 members Mstep: Class 7 contains 3837 members Mstep: Class 8 contains 1157 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5604 members Mstep: Class 11 contains 15694 members Mstep: Class 12 contains 5375 members Mstep: Class 13 contains 930 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5638 members Mstep: Class 16 contains 1113 members Mstep: Class 17 contains 1608 members Mstep: Class 18 contains 1035 members Mstep: Class 19 contains 395 members Mstep: Class 20 contains 8129 members Mstep: Class 21 contains 103011 members Mstep: Class 22 contains 2380 members Mstep: Class 23 contains 2130 members Mstep: Class 24 contains 2520 members Mstep: Class 25 contains 2530 members Mstep: Class 26 contains 6953 members Mstep: Class 27 contains 58101 members Mstep: Class 28 contains 5087 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2588 members Mstep: Class 31 contains 3773 members Mstep: Class 32 contains 520 members Mstep: Class 33 contains 475 members Mstep: Class 34 contains 11415 members Entering Unmasked Estep ConsiderDeletion Score: -17800290.000000 Penalty: 19569.839844 Iteration 206Q: 35 clusters Score -1.780029e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27370 members Mstep: Class 2 contains 18537 members Mstep: Class 3 contains 4729 members Mstep: Class 4 contains 2459 members Mstep: Class 5 contains 4290 members Mstep: Class 6 contains 1660 members Mstep: Class 7 contains 3836 members Mstep: Class 8 contains 1161 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5604 members Mstep: Class 11 contains 15693 members Mstep: Class 12 contains 5375 members Mstep: Class 13 contains 930 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5637 members Mstep: Class 16 contains 1113 members Mstep: Class 17 contains 1608 members Mstep: Class 18 contains 1035 members Mstep: Class 19 contains 390 members Mstep: Class 20 contains 8127 members Mstep: Class 21 contains 103015 members Mstep: Class 22 contains 2379 members Mstep: Class 23 contains 2131 members Mstep: Class 24 contains 2520 members Mstep: Class 25 contains 2529 members Mstep: Class 26 contains 6953 members Mstep: Class 27 contains 58103 members Mstep: Class 28 contains 5094 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2588 members Mstep: Class 31 contains 3772 members Mstep: Class 32 contains 520 members Mstep: Class 33 contains 475 members Mstep: Class 34 contains 11418 members Entering Unmasked Estep ConsiderDeletion Score: -17800278.000000 Penalty: 19569.839844 Iteration 207Q: 35 clusters Score -1.780028e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27368 members Mstep: Class 2 contains 18536 members Mstep: Class 3 contains 4724 members Mstep: Class 4 contains 2458 members Mstep: Class 5 contains 4290 members Mstep: Class 6 contains 1657 members Mstep: Class 7 contains 3837 members Mstep: Class 8 contains 1162 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5604 members Mstep: Class 11 contains 15692 members Mstep: Class 12 contains 5375 members Mstep: Class 13 contains 930 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5637 members Mstep: Class 16 contains 1113 members Mstep: Class 17 contains 1608 members Mstep: Class 18 contains 1035 members Mstep: Class 19 contains 389 members Mstep: Class 20 contains 8128 members Mstep: Class 21 contains 103020 members Mstep: Class 22 contains 2375 members Mstep: Class 23 contains 2132 members Mstep: Class 24 contains 2519 members Mstep: Class 25 contains 2528 members Mstep: Class 26 contains 6954 members Mstep: Class 27 contains 58101 members Mstep: Class 28 contains 5099 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2588 members Mstep: Class 31 contains 3774 members Mstep: Class 32 contains 520 members Mstep: Class 33 contains 475 members Mstep: Class 34 contains 11423 members Entering Unmasked Estep ConsiderDeletion Score: -17800262.000000 Penalty: 19569.839844 Iteration 208Q: 35 clusters Score -1.780026e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27368 members Mstep: Class 2 contains 18534 members Mstep: Class 3 contains 4723 members Mstep: Class 4 contains 2456 members Mstep: Class 5 contains 4289 members Mstep: Class 6 contains 1654 members Mstep: Class 7 contains 3840 members Mstep: Class 8 contains 1161 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5604 members Mstep: Class 11 contains 15693 members Mstep: Class 12 contains 5375 members Mstep: Class 13 contains 930 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5638 members Mstep: Class 16 contains 1113 members Mstep: Class 17 contains 1608 members Mstep: Class 18 contains 1035 members Mstep: Class 19 contains 388 members Mstep: Class 20 contains 8123 members Mstep: Class 21 contains 103025 members Mstep: Class 22 contains 2373 members Mstep: Class 23 contains 2131 members Mstep: Class 24 contains 2521 members Mstep: Class 25 contains 2527 members Mstep: Class 26 contains 6956 members Mstep: Class 27 contains 58100 members Mstep: Class 28 contains 5104 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2588 members Mstep: Class 31 contains 3774 members Mstep: Class 32 contains 520 members Mstep: Class 33 contains 475 members Mstep: Class 34 contains 11425 members Entering Unmasked Estep ConsiderDeletion Score: -17800266.000000 Penalty: 19569.839844 Iteration 209Q: 35 clusters Score -1.780027e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27371 members Mstep: Class 2 contains 18536 members Mstep: Class 3 contains 4725 members Mstep: Class 4 contains 2455 members Mstep: Class 5 contains 4288 members Mstep: Class 6 contains 1652 members Mstep: Class 7 contains 3843 members Mstep: Class 8 contains 1161 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5603 members Mstep: Class 11 contains 15695 members Mstep: Class 12 contains 5377 members Mstep: Class 13 contains 930 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5638 members Mstep: Class 16 contains 1113 members Mstep: Class 17 contains 1608 members Mstep: Class 18 contains 1035 members Mstep: Class 19 contains 387 members Mstep: Class 20 contains 8120 members Mstep: Class 21 contains 103024 members Mstep: Class 22 contains 2369 members Mstep: Class 23 contains 2127 members Mstep: Class 24 contains 2520 members Mstep: Class 25 contains 2526 members Mstep: Class 26 contains 6955 members Mstep: Class 27 contains 58101 members Mstep: Class 28 contains 5109 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2588 members Mstep: Class 31 contains 3773 members Mstep: Class 32 contains 520 members Mstep: Class 33 contains 474 members Mstep: Class 34 contains 11428 members Entering Unmasked Estep ConsiderDeletion Score: -17800274.000000 Penalty: 19569.839844 Iteration 210Q: 35 clusters Score -1.780027e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27372 members Mstep: Class 2 contains 18535 members Mstep: Class 3 contains 4723 members Mstep: Class 4 contains 2454 members Mstep: Class 5 contains 4290 members Mstep: Class 6 contains 1650 members Mstep: Class 7 contains 3846 members Mstep: Class 8 contains 1164 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5602 members Mstep: Class 11 contains 15696 members Mstep: Class 12 contains 5377 members Mstep: Class 13 contains 930 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5638 members Mstep: Class 16 contains 1113 members Mstep: Class 17 contains 1608 members Mstep: Class 18 contains 1035 members Mstep: Class 19 contains 385 members Mstep: Class 20 contains 8113 members Mstep: Class 21 contains 103026 members Mstep: Class 22 contains 2365 members Mstep: Class 23 contains 2126 members Mstep: Class 24 contains 2520 members Mstep: Class 25 contains 2523 members Mstep: Class 26 contains 6957 members Mstep: Class 27 contains 58101 members Mstep: Class 28 contains 5114 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2588 members Mstep: Class 31 contains 3773 members Mstep: Class 32 contains 520 members Mstep: Class 33 contains 474 members Mstep: Class 34 contains 11433 members Entering Unmasked Estep ConsiderDeletion Score: -17800290.000000 Penalty: 19569.839844 Iteration 211Q: 35 clusters Score -1.780029e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27374 members Mstep: Class 2 contains 18536 members Mstep: Class 3 contains 4720 members Mstep: Class 4 contains 2453 members Mstep: Class 5 contains 4291 members Mstep: Class 6 contains 1651 members Mstep: Class 7 contains 3845 members Mstep: Class 8 contains 1167 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5602 members Mstep: Class 11 contains 15690 members Mstep: Class 12 contains 5377 members Mstep: Class 13 contains 930 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5639 members Mstep: Class 16 contains 1113 members Mstep: Class 17 contains 1608 members Mstep: Class 18 contains 1035 members Mstep: Class 19 contains 386 members Mstep: Class 20 contains 8111 members Mstep: Class 21 contains 103028 members Mstep: Class 22 contains 2362 members Mstep: Class 23 contains 2125 members Mstep: Class 24 contains 2518 members Mstep: Class 25 contains 2521 members Mstep: Class 26 contains 6957 members Mstep: Class 27 contains 58103 members Mstep: Class 28 contains 5118 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2588 members Mstep: Class 31 contains 3774 members Mstep: Class 32 contains 520 members Mstep: Class 33 contains 474 members Mstep: Class 34 contains 11435 members Entering Unmasked Estep ConsiderDeletion Score: -17800310.000000 Penalty: 19569.839844 Iteration 212Q: 35 clusters Score -1.780031e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27375 members Mstep: Class 2 contains 18536 members Mstep: Class 3 contains 4719 members Mstep: Class 4 contains 2452 members Mstep: Class 5 contains 4291 members Mstep: Class 6 contains 1652 members Mstep: Class 7 contains 3841 members Mstep: Class 8 contains 1169 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5601 members Mstep: Class 11 contains 15689 members Mstep: Class 12 contains 5374 members Mstep: Class 13 contains 930 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5638 members Mstep: Class 16 contains 1113 members Mstep: Class 17 contains 1608 members Mstep: Class 18 contains 1035 members Mstep: Class 19 contains 387 members Mstep: Class 20 contains 8107 members Mstep: Class 21 contains 103032 members Mstep: Class 22 contains 2369 members Mstep: Class 23 contains 2125 members Mstep: Class 24 contains 2514 members Mstep: Class 25 contains 2519 members Mstep: Class 26 contains 6957 members Mstep: Class 27 contains 58101 members Mstep: Class 28 contains 5122 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2588 members Mstep: Class 31 contains 3774 members Mstep: Class 32 contains 520 members Mstep: Class 33 contains 474 members Mstep: Class 34 contains 11439 members Entering Unmasked Estep ConsiderDeletion Score: -17800352.000000 Penalty: 19569.839844 Iteration 213Q: 35 clusters Score -1.780035e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27374 members Mstep: Class 2 contains 18536 members Mstep: Class 3 contains 4717 members Mstep: Class 4 contains 2452 members Mstep: Class 5 contains 4291 members Mstep: Class 6 contains 1653 members Mstep: Class 7 contains 3837 members Mstep: Class 8 contains 1172 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5599 members Mstep: Class 11 contains 15689 members Mstep: Class 12 contains 5372 members Mstep: Class 13 contains 930 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5638 members Mstep: Class 16 contains 1113 members Mstep: Class 17 contains 1608 members Mstep: Class 18 contains 1035 members Mstep: Class 19 contains 387 members Mstep: Class 20 contains 8104 members Mstep: Class 21 contains 103033 members Mstep: Class 22 contains 2377 members Mstep: Class 23 contains 2125 members Mstep: Class 24 contains 2511 members Mstep: Class 25 contains 2514 members Mstep: Class 26 contains 6956 members Mstep: Class 27 contains 58100 members Mstep: Class 28 contains 5126 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2588 members Mstep: Class 31 contains 3774 members Mstep: Class 32 contains 520 members Mstep: Class 33 contains 474 members Mstep: Class 34 contains 11446 members Entering Unmasked Estep ConsiderDeletion Score: -17800344.000000 Penalty: 19569.839844 Iteration 214Q: 35 clusters Score -1.780034e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27374 members Mstep: Class 2 contains 18536 members Mstep: Class 3 contains 4716 members Mstep: Class 4 contains 2453 members Mstep: Class 5 contains 4291 members Mstep: Class 6 contains 1650 members Mstep: Class 7 contains 3833 members Mstep: Class 8 contains 1173 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5598 members Mstep: Class 11 contains 15692 members Mstep: Class 12 contains 5370 members Mstep: Class 13 contains 930 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5638 members Mstep: Class 16 contains 1113 members Mstep: Class 17 contains 1608 members Mstep: Class 18 contains 1035 members Mstep: Class 19 contains 384 members Mstep: Class 20 contains 8102 members Mstep: Class 21 contains 103036 members Mstep: Class 22 contains 2383 members Mstep: Class 23 contains 2125 members Mstep: Class 24 contains 2511 members Mstep: Class 25 contains 2510 members Mstep: Class 26 contains 6956 members Mstep: Class 27 contains 58096 members Mstep: Class 28 contains 5128 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2588 members Mstep: Class 31 contains 3774 members Mstep: Class 32 contains 520 members Mstep: Class 33 contains 474 members Mstep: Class 34 contains 11454 members Entering Unmasked Estep ConsiderDeletion Score: -17800356.000000 Penalty: 19569.839844 Iteration 215Q: 35 clusters Score -1.780036e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27374 members Mstep: Class 2 contains 18535 members Mstep: Class 3 contains 4714 members Mstep: Class 4 contains 2453 members Mstep: Class 5 contains 4291 members Mstep: Class 6 contains 1649 members Mstep: Class 7 contains 3834 members Mstep: Class 8 contains 1172 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5598 members Mstep: Class 11 contains 15696 members Mstep: Class 12 contains 5363 members Mstep: Class 13 contains 930 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5638 members Mstep: Class 16 contains 1113 members Mstep: Class 17 contains 1609 members Mstep: Class 18 contains 1035 members Mstep: Class 19 contains 382 members Mstep: Class 20 contains 8101 members Mstep: Class 21 contains 103035 members Mstep: Class 22 contains 2387 members Mstep: Class 23 contains 2126 members Mstep: Class 24 contains 2512 members Mstep: Class 25 contains 2508 members Mstep: Class 26 contains 6955 members Mstep: Class 27 contains 58095 members Mstep: Class 28 contains 5130 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2588 members Mstep: Class 31 contains 3775 members Mstep: Class 32 contains 520 members Mstep: Class 33 contains 474 members Mstep: Class 34 contains 11459 members Entering Unmasked Estep ConsiderDeletion Score: -17800370.000000 Penalty: 19569.839844 Iteration 216Q: 35 clusters Score -1.780037e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27377 members Mstep: Class 2 contains 18535 members Mstep: Class 3 contains 4713 members Mstep: Class 4 contains 2453 members Mstep: Class 5 contains 4291 members Mstep: Class 6 contains 1649 members Mstep: Class 7 contains 3836 members Mstep: Class 8 contains 1174 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5599 members Mstep: Class 11 contains 15695 members Mstep: Class 12 contains 5355 members Mstep: Class 13 contains 929 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5637 members Mstep: Class 16 contains 1113 members Mstep: Class 17 contains 1609 members Mstep: Class 18 contains 1035 members Mstep: Class 19 contains 381 members Mstep: Class 20 contains 8099 members Mstep: Class 21 contains 103033 members Mstep: Class 22 contains 2396 members Mstep: Class 23 contains 2126 members Mstep: Class 24 contains 2513 members Mstep: Class 25 contains 2503 members Mstep: Class 26 contains 6955 members Mstep: Class 27 contains 58094 members Mstep: Class 28 contains 5132 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2588 members Mstep: Class 31 contains 3775 members Mstep: Class 32 contains 520 members Mstep: Class 33 contains 474 members Mstep: Class 34 contains 11462 members Entering Unmasked Estep ConsiderDeletion Score: -17800402.000000 Penalty: 19569.839844 Iteration 217Q: 35 clusters Score -1.78004e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27378 members Mstep: Class 2 contains 18535 members Mstep: Class 3 contains 4714 members Mstep: Class 4 contains 2453 members Mstep: Class 5 contains 4291 members Mstep: Class 6 contains 1649 members Mstep: Class 7 contains 3835 members Mstep: Class 8 contains 1176 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5602 members Mstep: Class 11 contains 15694 members Mstep: Class 12 contains 5346 members Mstep: Class 13 contains 928 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5637 members Mstep: Class 16 contains 1113 members Mstep: Class 17 contains 1609 members Mstep: Class 18 contains 1035 members Mstep: Class 19 contains 372 members Mstep: Class 20 contains 8096 members Mstep: Class 21 contains 103032 members Mstep: Class 22 contains 2411 members Mstep: Class 23 contains 2127 members Mstep: Class 24 contains 2521 members Mstep: Class 25 contains 2491 members Mstep: Class 26 contains 6955 members Mstep: Class 27 contains 58093 members Mstep: Class 28 contains 5134 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2588 members Mstep: Class 31 contains 3776 members Mstep: Class 32 contains 519 members Mstep: Class 33 contains 474 members Mstep: Class 34 contains 11467 members Entering Unmasked Estep ConsiderDeletion Score: -17800366.000000 Penalty: 19569.839844 Iteration 218Q: 35 clusters Score -1.780037e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27379 members Mstep: Class 2 contains 18535 members Mstep: Class 3 contains 4712 members Mstep: Class 4 contains 2453 members Mstep: Class 5 contains 4289 members Mstep: Class 6 contains 1649 members Mstep: Class 7 contains 3835 members Mstep: Class 8 contains 1179 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5605 members Mstep: Class 11 contains 15701 members Mstep: Class 12 contains 5336 members Mstep: Class 13 contains 928 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5638 members Mstep: Class 16 contains 1113 members Mstep: Class 17 contains 1609 members Mstep: Class 18 contains 1034 members Mstep: Class 19 contains 367 members Mstep: Class 20 contains 8093 members Mstep: Class 21 contains 103032 members Mstep: Class 22 contains 2423 members Mstep: Class 23 contains 2127 members Mstep: Class 24 contains 2523 members Mstep: Class 25 contains 2485 members Mstep: Class 26 contains 6955 members Mstep: Class 27 contains 58093 members Mstep: Class 28 contains 5134 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2588 members Mstep: Class 31 contains 3775 members Mstep: Class 32 contains 518 members Mstep: Class 33 contains 474 members Mstep: Class 34 contains 11469 members Entering Unmasked Estep ConsiderDeletion Score: -17800350.000000 Penalty: 19569.839844 Iteration 219Q: 35 clusters Score -1.780035e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27378 members Mstep: Class 2 contains 18535 members Mstep: Class 3 contains 4711 members Mstep: Class 4 contains 2453 members Mstep: Class 5 contains 4289 members Mstep: Class 6 contains 1648 members Mstep: Class 7 contains 3836 members Mstep: Class 8 contains 1180 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5607 members Mstep: Class 11 contains 15702 members Mstep: Class 12 contains 5332 members Mstep: Class 13 contains 928 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5639 members Mstep: Class 16 contains 1113 members Mstep: Class 17 contains 1609 members Mstep: Class 18 contains 1034 members Mstep: Class 19 contains 363 members Mstep: Class 20 contains 8091 members Mstep: Class 21 contains 103033 members Mstep: Class 22 contains 2436 members Mstep: Class 23 contains 2127 members Mstep: Class 24 contains 2527 members Mstep: Class 25 contains 2477 members Mstep: Class 26 contains 6955 members Mstep: Class 27 contains 58087 members Mstep: Class 28 contains 5135 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2588 members Mstep: Class 31 contains 3775 members Mstep: Class 32 contains 518 members Mstep: Class 33 contains 474 members Mstep: Class 34 contains 11471 members Entering Unmasked Estep ConsiderDeletion Score: -17800358.000000 Penalty: 19569.839844 Iteration 220F: 35 clusters Score -1.780036e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27377 members Mstep: Class 2 contains 18535 members Mstep: Class 3 contains 4710 members Mstep: Class 4 contains 2455 members Mstep: Class 5 contains 4289 members Mstep: Class 6 contains 1645 members Mstep: Class 7 contains 3833 members Mstep: Class 8 contains 1181 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5607 members Mstep: Class 11 contains 15704 members Mstep: Class 12 contains 5326 members Mstep: Class 13 contains 928 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5640 members Mstep: Class 16 contains 1113 members Mstep: Class 17 contains 1609 members Mstep: Class 18 contains 1034 members Mstep: Class 19 contains 358 members Mstep: Class 20 contains 8089 members Mstep: Class 21 contains 103035 members Mstep: Class 22 contains 2454 members Mstep: Class 23 contains 2127 members Mstep: Class 24 contains 2532 members Mstep: Class 25 contains 2471 members Mstep: Class 26 contains 6955 members Mstep: Class 27 contains 58077 members Mstep: Class 28 contains 5135 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2588 members Mstep: Class 31 contains 3777 members Mstep: Class 32 contains 518 members Mstep: Class 33 contains 474 members Mstep: Class 34 contains 11475 members Entering Unmasked Estep ConsiderDeletion Score: -17800356.000000 Penalty: 19569.839844 Iteration 221Q: 35 clusters Score -1.780036e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27370 members Mstep: Class 2 contains 18536 members Mstep: Class 3 contains 4705 members Mstep: Class 4 contains 2456 members Mstep: Class 5 contains 4287 members Mstep: Class 6 contains 1642 members Mstep: Class 7 contains 3833 members Mstep: Class 8 contains 1183 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5604 members Mstep: Class 11 contains 15715 members Mstep: Class 12 contains 5317 members Mstep: Class 13 contains 928 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5641 members Mstep: Class 16 contains 1113 members Mstep: Class 17 contains 1609 members Mstep: Class 18 contains 1034 members Mstep: Class 19 contains 350 members Mstep: Class 20 contains 8088 members Mstep: Class 21 contains 103038 members Mstep: Class 22 contains 2472 members Mstep: Class 23 contains 2127 members Mstep: Class 24 contains 2536 members Mstep: Class 25 contains 2468 members Mstep: Class 26 contains 6954 members Mstep: Class 27 contains 58072 members Mstep: Class 28 contains 5136 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2589 members Mstep: Class 31 contains 3778 members Mstep: Class 32 contains 518 members Mstep: Class 33 contains 474 members Mstep: Class 34 contains 11478 members Entering Unmasked Estep ConsiderDeletion Score: -17800376.000000 Penalty: 19569.839844 Iteration 222Q: 35 clusters Score -1.780038e+07 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27365 members Mstep: Class 2 contains 18534 members Mstep: Class 3 contains 4700 members Mstep: Class 4 contains 2457 members Mstep: Class 5 contains 4287 members Mstep: Class 6 contains 1639 members Mstep: Class 7 contains 3829 members Mstep: Class 8 contains 1187 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5601 members Mstep: Class 11 contains 15721 members Mstep: Class 12 contains 5310 members Mstep: Class 13 contains 927 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5641 members Mstep: Class 16 contains 1113 members Mstep: Class 17 contains 1609 members Mstep: Class 18 contains 1034 members Mstep: Class 19 contains 339 members Mstep: Class 20 contains 8085 members Mstep: Class 21 contains 103042 members Mstep: Class 22 contains 2491 members Mstep: Class 23 contains 2127 members Mstep: Class 24 contains 2544 members Mstep: Class 25 contains 2463 members Mstep: Class 26 contains 6956 members Mstep: Class 27 contains 58063 members Mstep: Class 28 contains 5139 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2590 members Mstep: Class 31 contains 3779 members Mstep: Class 32 contains 518 members Mstep: Class 33 contains 474 members Mstep: Class 34 contains 11487 members Entering Unmasked Estep ConsiderDeletion Score: -17800420.000000 Penalty: 19569.839844 Iteration 223Q: 35 clusters Score -1.780042e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27360 members Mstep: Class 2 contains 18533 members Mstep: Class 3 contains 4693 members Mstep: Class 4 contains 2457 members Mstep: Class 5 contains 4285 members Mstep: Class 6 contains 1640 members Mstep: Class 7 contains 3829 members Mstep: Class 8 contains 1198 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5593 members Mstep: Class 11 contains 15720 members Mstep: Class 12 contains 5304 members Mstep: Class 13 contains 926 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5642 members Mstep: Class 16 contains 1113 members Mstep: Class 17 contains 1609 members Mstep: Class 18 contains 1033 members Mstep: Class 19 contains 328 members Mstep: Class 20 contains 8085 members Mstep: Class 21 contains 103047 members Mstep: Class 22 contains 2522 members Mstep: Class 23 contains 2127 members Mstep: Class 24 contains 2553 members Mstep: Class 25 contains 2451 members Mstep: Class 26 contains 6958 members Mstep: Class 27 contains 58052 members Mstep: Class 28 contains 5138 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2591 members Mstep: Class 31 contains 3780 members Mstep: Class 32 contains 518 members Mstep: Class 33 contains 474 members Mstep: Class 34 contains 11492 members Entering Unmasked Estep ConsiderDeletion Score: -17800526.000000 Penalty: 19569.839844 Iteration 224Q: 35 clusters Score -1.780053e+07 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27357 members Mstep: Class 2 contains 18533 members Mstep: Class 3 contains 4688 members Mstep: Class 4 contains 2456 members Mstep: Class 5 contains 4284 members Mstep: Class 6 contains 1635 members Mstep: Class 7 contains 3824 members Mstep: Class 8 contains 1206 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5586 members Mstep: Class 11 contains 15724 members Mstep: Class 12 contains 5294 members Mstep: Class 13 contains 926 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5642 members Mstep: Class 16 contains 1113 members Mstep: Class 17 contains 1609 members Mstep: Class 18 contains 1033 members Mstep: Class 19 contains 321 members Mstep: Class 20 contains 8083 members Mstep: Class 21 contains 103051 members Mstep: Class 22 contains 2556 members Mstep: Class 23 contains 2126 members Mstep: Class 24 contains 2563 members Mstep: Class 25 contains 2442 members Mstep: Class 26 contains 6958 members Mstep: Class 27 contains 58045 members Mstep: Class 28 contains 5141 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2592 members Mstep: Class 31 contains 3781 members Mstep: Class 32 contains 518 members Mstep: Class 33 contains 474 members Mstep: Class 34 contains 11490 members Entering Unmasked Estep ConsiderDeletion Score: -17800586.000000 Penalty: 19569.839844 Iteration 225Q: 35 clusters Score -1.780059e+07 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27354 members Mstep: Class 2 contains 18531 members Mstep: Class 3 contains 4685 members Mstep: Class 4 contains 2456 members Mstep: Class 5 contains 4285 members Mstep: Class 6 contains 1632 members Mstep: Class 7 contains 3820 members Mstep: Class 8 contains 1209 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5578 members Mstep: Class 11 contains 15720 members Mstep: Class 12 contains 5279 members Mstep: Class 13 contains 925 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5644 members Mstep: Class 16 contains 1113 members Mstep: Class 17 contains 1609 members Mstep: Class 18 contains 1033 members Mstep: Class 19 contains 324 members Mstep: Class 20 contains 8082 members Mstep: Class 21 contains 103051 members Mstep: Class 22 contains 2595 members Mstep: Class 23 contains 2126 members Mstep: Class 24 contains 2571 members Mstep: Class 25 contains 2434 members Mstep: Class 26 contains 6958 members Mstep: Class 27 contains 58034 members Mstep: Class 28 contains 5147 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2593 members Mstep: Class 31 contains 3783 members Mstep: Class 32 contains 516 members Mstep: Class 33 contains 474 members Mstep: Class 34 contains 11490 members Entering Unmasked Estep ConsiderDeletion Score: -17800598.000000 Penalty: 19569.839844 Iteration 226Q: 35 clusters Score -1.78006e+07 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27353 members Mstep: Class 2 contains 18531 members Mstep: Class 3 contains 4685 members Mstep: Class 4 contains 2457 members Mstep: Class 5 contains 4284 members Mstep: Class 6 contains 1628 members Mstep: Class 7 contains 3816 members Mstep: Class 8 contains 1213 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5569 members Mstep: Class 11 contains 15719 members Mstep: Class 12 contains 5255 members Mstep: Class 13 contains 924 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5644 members Mstep: Class 16 contains 1113 members Mstep: Class 17 contains 1609 members Mstep: Class 18 contains 1033 members Mstep: Class 19 contains 323 members Mstep: Class 20 contains 8083 members Mstep: Class 21 contains 103053 members Mstep: Class 22 contains 2634 members Mstep: Class 23 contains 2126 members Mstep: Class 24 contains 2572 members Mstep: Class 25 contains 2426 members Mstep: Class 26 contains 6959 members Mstep: Class 27 contains 58033 members Mstep: Class 28 contains 5149 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2594 members Mstep: Class 31 contains 3783 members Mstep: Class 32 contains 516 members Mstep: Class 33 contains 474 members Mstep: Class 34 contains 11493 members Entering Unmasked Estep ConsiderDeletion Score: -17800602.000000 Penalty: 19569.839844 Iteration 227Q: 35 clusters Score -1.78006e+07 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27350 members Mstep: Class 2 contains 18532 members Mstep: Class 3 contains 4677 members Mstep: Class 4 contains 2457 members Mstep: Class 5 contains 4284 members Mstep: Class 6 contains 1628 members Mstep: Class 7 contains 3815 members Mstep: Class 8 contains 1214 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5553 members Mstep: Class 11 contains 15725 members Mstep: Class 12 contains 5239 members Mstep: Class 13 contains 923 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5644 members Mstep: Class 16 contains 1113 members Mstep: Class 17 contains 1609 members Mstep: Class 18 contains 1033 members Mstep: Class 19 contains 322 members Mstep: Class 20 contains 8082 members Mstep: Class 21 contains 103056 members Mstep: Class 22 contains 2684 members Mstep: Class 23 contains 2125 members Mstep: Class 24 contains 2572 members Mstep: Class 25 contains 2421 members Mstep: Class 26 contains 6959 members Mstep: Class 27 contains 58024 members Mstep: Class 28 contains 5148 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2594 members Mstep: Class 31 contains 3783 members Mstep: Class 32 contains 516 members Mstep: Class 33 contains 474 members Mstep: Class 34 contains 11495 members Entering Unmasked Estep ConsiderDeletion Score: -17800644.000000 Penalty: 19569.839844 Iteration 228Q: 35 clusters Score -1.780064e+07 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27345 members Mstep: Class 2 contains 18532 members Mstep: Class 3 contains 4676 members Mstep: Class 4 contains 2457 members Mstep: Class 5 contains 4283 members Mstep: Class 6 contains 1627 members Mstep: Class 7 contains 3819 members Mstep: Class 8 contains 1214 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5538 members Mstep: Class 11 contains 15732 members Mstep: Class 12 contains 5215 members Mstep: Class 13 contains 923 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5645 members Mstep: Class 16 contains 1113 members Mstep: Class 17 contains 1609 members Mstep: Class 18 contains 1033 members Mstep: Class 19 contains 322 members Mstep: Class 20 contains 8078 members Mstep: Class 21 contains 103057 members Mstep: Class 22 contains 2733 members Mstep: Class 23 contains 2122 members Mstep: Class 24 contains 2572 members Mstep: Class 25 contains 2412 members Mstep: Class 26 contains 6960 members Mstep: Class 27 contains 58019 members Mstep: Class 28 contains 5152 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2594 members Mstep: Class 31 contains 3782 members Mstep: Class 32 contains 517 members Mstep: Class 33 contains 474 members Mstep: Class 34 contains 11496 members Entering Unmasked Estep ConsiderDeletion Score: -17800690.000000 Penalty: 19569.839844 Iteration 229Q: 35 clusters Score -1.780069e+07 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27339 members Mstep: Class 2 contains 18532 members Mstep: Class 3 contains 4678 members Mstep: Class 4 contains 2457 members Mstep: Class 5 contains 4279 members Mstep: Class 6 contains 1628 members Mstep: Class 7 contains 3822 members Mstep: Class 8 contains 1214 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5529 members Mstep: Class 11 contains 15737 members Mstep: Class 12 contains 5195 members Mstep: Class 13 contains 924 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5645 members Mstep: Class 16 contains 1113 members Mstep: Class 17 contains 1610 members Mstep: Class 18 contains 1033 members Mstep: Class 19 contains 322 members Mstep: Class 20 contains 8078 members Mstep: Class 21 contains 103058 members Mstep: Class 22 contains 2778 members Mstep: Class 23 contains 2120 members Mstep: Class 24 contains 2572 members Mstep: Class 25 contains 2401 members Mstep: Class 26 contains 6960 members Mstep: Class 27 contains 58010 members Mstep: Class 28 contains 5156 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2594 members Mstep: Class 31 contains 3780 members Mstep: Class 32 contains 517 members Mstep: Class 33 contains 474 members Mstep: Class 34 contains 11496 members Entering Unmasked Estep ConsiderDeletion Score: -17800712.000000 Penalty: 19569.839844 Iteration 230Q: 35 clusters Score -1.780071e+07 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27337 members Mstep: Class 2 contains 18532 members Mstep: Class 3 contains 4676 members Mstep: Class 4 contains 2457 members Mstep: Class 5 contains 4279 members Mstep: Class 6 contains 1630 members Mstep: Class 7 contains 3829 members Mstep: Class 8 contains 1212 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5517 members Mstep: Class 11 contains 15741 members Mstep: Class 12 contains 5177 members Mstep: Class 13 contains 924 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5645 members Mstep: Class 16 contains 1113 members Mstep: Class 17 contains 1610 members Mstep: Class 18 contains 1033 members Mstep: Class 19 contains 322 members Mstep: Class 20 contains 8075 members Mstep: Class 21 contains 103062 members Mstep: Class 22 contains 2802 members Mstep: Class 23 contains 2119 members Mstep: Class 24 contains 2572 members Mstep: Class 25 contains 2394 members Mstep: Class 26 contains 6960 members Mstep: Class 27 contains 58011 members Mstep: Class 28 contains 5155 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2594 members Mstep: Class 31 contains 3780 members Mstep: Class 32 contains 519 members Mstep: Class 33 contains 474 members Mstep: Class 34 contains 11500 members Entering Unmasked Estep ConsiderDeletion Score: -17800748.000000 Penalty: 19569.839844 Iteration 231Q: 35 clusters Score -1.780075e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27337 members Mstep: Class 2 contains 18532 members Mstep: Class 3 contains 4677 members Mstep: Class 4 contains 2457 members Mstep: Class 5 contains 4280 members Mstep: Class 6 contains 1629 members Mstep: Class 7 contains 3829 members Mstep: Class 8 contains 1212 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5511 members Mstep: Class 11 contains 15740 members Mstep: Class 12 contains 5162 members Mstep: Class 13 contains 925 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5646 members Mstep: Class 16 contains 1113 members Mstep: Class 17 contains 1610 members Mstep: Class 18 contains 1033 members Mstep: Class 19 contains 322 members Mstep: Class 20 contains 8069 members Mstep: Class 21 contains 103064 members Mstep: Class 22 contains 2839 members Mstep: Class 23 contains 2119 members Mstep: Class 24 contains 2572 members Mstep: Class 25 contains 2382 members Mstep: Class 26 contains 6960 members Mstep: Class 27 contains 58006 members Mstep: Class 28 contains 5157 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2594 members Mstep: Class 31 contains 3780 members Mstep: Class 32 contains 518 members Mstep: Class 33 contains 474 members Mstep: Class 34 contains 11502 members Entering Unmasked Estep ConsiderDeletion Score: -17800714.000000 Penalty: 19569.839844 Iteration 232Q: 35 clusters Score -1.780071e+07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27335 members Mstep: Class 2 contains 18532 members Mstep: Class 3 contains 4675 members Mstep: Class 4 contains 2457 members Mstep: Class 5 contains 4280 members Mstep: Class 6 contains 1630 members Mstep: Class 7 contains 3833 members Mstep: Class 8 contains 1212 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5497 members Mstep: Class 11 contains 15741 members Mstep: Class 12 contains 5154 members Mstep: Class 13 contains 925 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5646 members Mstep: Class 16 contains 1113 members Mstep: Class 17 contains 1610 members Mstep: Class 18 contains 1033 members Mstep: Class 19 contains 322 members Mstep: Class 20 contains 8063 members Mstep: Class 21 contains 103069 members Mstep: Class 22 contains 2874 members Mstep: Class 23 contains 2118 members Mstep: Class 24 contains 2572 members Mstep: Class 25 contains 2372 members Mstep: Class 26 contains 6960 members Mstep: Class 27 contains 57998 members Mstep: Class 28 contains 5159 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2594 members Mstep: Class 31 contains 3780 members Mstep: Class 32 contains 517 members Mstep: Class 33 contains 474 members Mstep: Class 34 contains 11506 members Entering Unmasked Estep ConsiderDeletion Score: -17800720.000000 Penalty: 19569.839844 Iteration 233Q: 35 clusters Score -1.780072e+07 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27329 members Mstep: Class 2 contains 18531 members Mstep: Class 3 contains 4675 members Mstep: Class 4 contains 2457 members Mstep: Class 5 contains 4281 members Mstep: Class 6 contains 1627 members Mstep: Class 7 contains 3838 members Mstep: Class 8 contains 1210 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5488 members Mstep: Class 11 contains 15744 members Mstep: Class 12 contains 5141 members Mstep: Class 13 contains 925 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5646 members Mstep: Class 16 contains 1113 members Mstep: Class 17 contains 1610 members Mstep: Class 18 contains 1034 members Mstep: Class 19 contains 322 members Mstep: Class 20 contains 8060 members Mstep: Class 21 contains 103077 members Mstep: Class 22 contains 2909 members Mstep: Class 23 contains 2118 members Mstep: Class 24 contains 2572 members Mstep: Class 25 contains 2362 members Mstep: Class 26 contains 6960 members Mstep: Class 27 contains 57988 members Mstep: Class 28 contains 5160 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2594 members Mstep: Class 31 contains 3780 members Mstep: Class 32 contains 517 members Mstep: Class 33 contains 474 members Mstep: Class 34 contains 11509 members Entering Unmasked Estep ConsiderDeletion Score: -17800724.000000 Penalty: 19569.839844 Iteration 234Q: 35 clusters Score -1.780072e+07 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27325 members Mstep: Class 2 contains 18531 members Mstep: Class 3 contains 4676 members Mstep: Class 4 contains 2457 members Mstep: Class 5 contains 4281 members Mstep: Class 6 contains 1625 members Mstep: Class 7 contains 3853 members Mstep: Class 8 contains 1208 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5481 members Mstep: Class 11 contains 15743 members Mstep: Class 12 contains 5131 members Mstep: Class 13 contains 925 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5647 members Mstep: Class 16 contains 1113 members Mstep: Class 17 contains 1610 members Mstep: Class 18 contains 1032 members Mstep: Class 19 contains 321 members Mstep: Class 20 contains 8057 members Mstep: Class 21 contains 103082 members Mstep: Class 22 contains 2937 members Mstep: Class 23 contains 2118 members Mstep: Class 24 contains 2573 members Mstep: Class 25 contains 2346 members Mstep: Class 26 contains 6960 members Mstep: Class 27 contains 57972 members Mstep: Class 28 contains 5163 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2594 members Mstep: Class 31 contains 3780 members Mstep: Class 32 contains 517 members Mstep: Class 33 contains 474 members Mstep: Class 34 contains 11519 members Entering Unmasked Estep ConsiderDeletion Score: -17800742.000000 Penalty: 19569.839844 Iteration 235Q: 35 clusters Score -1.780074e+07 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27323 members Mstep: Class 2 contains 18531 members Mstep: Class 3 contains 4677 members Mstep: Class 4 contains 2457 members Mstep: Class 5 contains 4282 members Mstep: Class 6 contains 1624 members Mstep: Class 7 contains 3869 members Mstep: Class 8 contains 1208 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5478 members Mstep: Class 11 contains 15742 members Mstep: Class 12 contains 5116 members Mstep: Class 13 contains 925 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5647 members Mstep: Class 16 contains 1113 members Mstep: Class 17 contains 1610 members Mstep: Class 18 contains 1033 members Mstep: Class 19 contains 320 members Mstep: Class 20 contains 8055 members Mstep: Class 21 contains 103085 members Mstep: Class 22 contains 2955 members Mstep: Class 23 contains 2118 members Mstep: Class 24 contains 2574 members Mstep: Class 25 contains 2333 members Mstep: Class 26 contains 6960 members Mstep: Class 27 contains 57958 members Mstep: Class 28 contains 5165 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2594 members Mstep: Class 31 contains 3779 members Mstep: Class 32 contains 517 members Mstep: Class 33 contains 474 members Mstep: Class 34 contains 11529 members Entering Unmasked Estep ConsiderDeletion Score: -17800734.000000 Penalty: 19569.839844 Iteration 236Q: 35 clusters Score -1.780073e+07 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27324 members Mstep: Class 2 contains 18532 members Mstep: Class 3 contains 4677 members Mstep: Class 4 contains 2457 members Mstep: Class 5 contains 4282 members Mstep: Class 6 contains 1624 members Mstep: Class 7 contains 3885 members Mstep: Class 8 contains 1208 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5479 members Mstep: Class 11 contains 15741 members Mstep: Class 12 contains 5105 members Mstep: Class 13 contains 925 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5647 members Mstep: Class 16 contains 1113 members Mstep: Class 17 contains 1610 members Mstep: Class 18 contains 1032 members Mstep: Class 19 contains 321 members Mstep: Class 20 contains 8054 members Mstep: Class 21 contains 103083 members Mstep: Class 22 contains 2970 members Mstep: Class 23 contains 2117 members Mstep: Class 24 contains 2574 members Mstep: Class 25 contains 2313 members Mstep: Class 26 contains 6959 members Mstep: Class 27 contains 57946 members Mstep: Class 28 contains 5170 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2594 members Mstep: Class 31 contains 3779 members Mstep: Class 32 contains 517 members Mstep: Class 33 contains 474 members Mstep: Class 34 contains 11539 members Entering Unmasked Estep ConsiderDeletion Score: -17800750.000000 Penalty: 19569.839844 Iteration 237Q: 35 clusters Score -1.780075e+07 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27322 members Mstep: Class 2 contains 18531 members Mstep: Class 3 contains 4681 members Mstep: Class 4 contains 2457 members Mstep: Class 5 contains 4282 members Mstep: Class 6 contains 1624 members Mstep: Class 7 contains 3914 members Mstep: Class 8 contains 1208 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5482 members Mstep: Class 11 contains 15738 members Mstep: Class 12 contains 5092 members Mstep: Class 13 contains 925 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5647 members Mstep: Class 16 contains 1113 members Mstep: Class 17 contains 1611 members Mstep: Class 18 contains 1032 members Mstep: Class 19 contains 321 members Mstep: Class 20 contains 8054 members Mstep: Class 21 contains 103083 members Mstep: Class 22 contains 2961 members Mstep: Class 23 contains 2116 members Mstep: Class 24 contains 2574 members Mstep: Class 25 contains 2298 members Mstep: Class 26 contains 6959 members Mstep: Class 27 contains 57936 members Mstep: Class 28 contains 5175 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2595 members Mstep: Class 31 contains 3779 members Mstep: Class 32 contains 517 members Mstep: Class 33 contains 474 members Mstep: Class 34 contains 11550 members Entering Unmasked Estep ConsiderDeletion Score: -17800762.000000 Penalty: 19569.839844 Iteration 238Q: 35 clusters Score -1.780076e+07 nChanged 118 Entering ConstructFrom: Score: -17800762.000000 Penalty: 19569.839844 Entering ConstructFrom: Trying to split cluster 1 (27321 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27321 members Entering Unmasked Estep Score: -1622427.875000 Penalty: 464.801208 Iteration 0F: 2 clusters Score -1622428 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13620 members Mstep: Class 2 contains 13701 members Entering Unmasked Estep Score: -1604250.625000 Penalty: 929.602417 Iteration 0F: 3 clusters Score -1604251 nChanged 13044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13576 members Mstep: Class 2 contains 13745 members Entering Unmasked Estep Score: -1611826.125000 Penalty: 929.602417 Iteration 1F: 3 clusters Score -1611826 nChanged 1332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13650 members Mstep: Class 2 contains 13671 members Entering Unmasked Estep Score: -1612330.750000 Penalty: 929.602417 Iteration 2Q: 3 clusters Score -1612331 nChanged 1423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13771 members Mstep: Class 2 contains 13550 members Entering Unmasked Estep Score: -1612988.500000 Penalty: 929.602417 Iteration 3F: 3 clusters Score -1612988 nChanged 1521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13988 members Mstep: Class 2 contains 13333 members Entering Unmasked Estep Score: -1613842.000000 Penalty: 929.602417 Iteration 4F: 3 clusters Score -1613842 nChanged 1649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14263 members Mstep: Class 2 contains 13058 members Entering Unmasked Estep Score: -1614879.875000 Penalty: 929.602417 Iteration 5F: 3 clusters Score -1614880 nChanged 1735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14622 members Mstep: Class 2 contains 12699 members Entering Unmasked Estep Score: -1615950.750000 Penalty: 929.602417 Iteration 6F: 3 clusters Score -1615951 nChanged 1659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15039 members Mstep: Class 2 contains 12282 members Entering Unmasked Estep Score: -1616990.875000 Penalty: 929.602417 Iteration 7F: 3 clusters Score -1616991 nChanged 1444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15537 members Mstep: Class 2 contains 11784 members Entering Unmasked Estep Score: -1617898.625000 Penalty: 929.602417 Iteration 8F: 3 clusters Score -1617899 nChanged 1193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16044 members Mstep: Class 2 contains 11277 members Entering Unmasked Estep Score: -1618642.125000 Penalty: 929.602417 Iteration 9Q: 3 clusters Score -1618642 nChanged 907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16579 members Mstep: Class 2 contains 10742 members Entering Unmasked Estep Score: -1619215.875000 Penalty: 929.602417 Iteration 10Q: 3 clusters Score -1619216 nChanged 724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17185 members Mstep: Class 2 contains 10136 members Entering Unmasked Estep Score: -1619705.875000 Penalty: 929.602417 Iteration 11Q: 3 clusters Score -1619706 nChanged 637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17766 members Mstep: Class 2 contains 9555 members Entering Unmasked Estep Score: -1620103.125000 Penalty: 929.602417 Iteration 12Q: 3 clusters Score -1620103 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18310 members Mstep: Class 2 contains 9011 members Entering Unmasked Estep Score: -1620436.250000 Penalty: 929.602417 Iteration 13Q: 3 clusters Score -1620436 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18814 members Mstep: Class 2 contains 8507 members Entering Unmasked Estep Score: -1620692.250000 Penalty: 929.602417 Iteration 14Q: 3 clusters Score -1620692 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19239 members Mstep: Class 2 contains 8082 members Entering Unmasked Estep Score: -1620859.625000 Penalty: 929.602417 Iteration 15Q: 3 clusters Score -1620860 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19607 members Mstep: Class 2 contains 7714 members Entering Unmasked Estep Score: -1620979.875000 Penalty: 929.602417 Iteration 16Q: 3 clusters Score -1620980 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19965 members Mstep: Class 2 contains 7356 members Entering Unmasked Estep Score: -1621105.875000 Penalty: 929.602417 Iteration 17Q: 3 clusters Score -1621106 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20281 members Mstep: Class 2 contains 7040 members Entering Unmasked Estep Score: -1621205.000000 Penalty: 929.602417 Iteration 18Q: 3 clusters Score -1621205 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20560 members Mstep: Class 2 contains 6761 members Entering Unmasked Estep Score: -1621284.500000 Penalty: 929.602417 Iteration 19Q: 3 clusters Score -1621284 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20808 members Mstep: Class 2 contains 6513 members Entering Unmasked Estep Score: -1621361.875000 Penalty: 929.602417 Iteration 20F: 3 clusters Score -1621362 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21019 members Mstep: Class 2 contains 6302 members Entering Unmasked Estep Score: -1621400.875000 Penalty: 929.602417 Iteration 21Q: 3 clusters Score -1621401 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21244 members Mstep: Class 2 contains 6077 members Entering Unmasked Estep Score: -1621445.250000 Penalty: 929.602417 Iteration 22Q: 3 clusters Score -1621445 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21463 members Mstep: Class 2 contains 5858 members Entering Unmasked Estep Score: -1621501.750000 Penalty: 929.602417 Iteration 23Q: 3 clusters Score -1621502 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21676 members Mstep: Class 2 contains 5645 members Entering Unmasked Estep Score: -1621557.250000 Penalty: 929.602417 Iteration 24Q: 3 clusters Score -1621557 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21891 members Mstep: Class 2 contains 5430 members Entering Unmasked Estep Score: -1621603.250000 Penalty: 929.602417 Iteration 25Q: 3 clusters Score -1621603 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22089 members Mstep: Class 2 contains 5232 members Entering Unmasked Estep Score: -1621647.000000 Penalty: 929.602417 Iteration 26Q: 3 clusters Score -1621647 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22259 members Mstep: Class 2 contains 5062 members Entering Unmasked Estep Score: -1621676.875000 Penalty: 929.602417 Iteration 27Q: 3 clusters Score -1621677 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22389 members Mstep: Class 2 contains 4932 members Entering Unmasked Estep Score: -1621700.375000 Penalty: 929.602417 Iteration 28Q: 3 clusters Score -1621700 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22520 members Mstep: Class 2 contains 4801 members Entering Unmasked Estep Score: -1621726.625000 Penalty: 929.602417 Iteration 29Q: 3 clusters Score -1621727 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22657 members Mstep: Class 2 contains 4664 members Entering Unmasked Estep Score: -1621750.125000 Penalty: 929.602417 Iteration 30Q: 3 clusters Score -1621750 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22788 members Mstep: Class 2 contains 4533 members Entering Unmasked Estep Score: -1621771.000000 Penalty: 929.602417 Iteration 31Q: 3 clusters Score -1621771 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22905 members Mstep: Class 2 contains 4416 members Entering Unmasked Estep Score: -1621794.750000 Penalty: 929.602417 Iteration 32Q: 3 clusters Score -1621795 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23028 members Mstep: Class 2 contains 4293 members Entering Unmasked Estep Score: -1621817.625000 Penalty: 929.602417 Iteration 33Q: 3 clusters Score -1621818 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23149 members Mstep: Class 2 contains 4172 members Entering Unmasked Estep Score: -1621836.000000 Penalty: 929.602417 Iteration 34Q: 3 clusters Score -1621836 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23268 members Mstep: Class 2 contains 4053 members Entering Unmasked Estep Score: -1621855.750000 Penalty: 929.602417 Iteration 35Q: 3 clusters Score -1621856 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23409 members Mstep: Class 2 contains 3912 members Entering Unmasked Estep Score: -1621883.625000 Penalty: 929.602417 Iteration 36Q: 3 clusters Score -1621884 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23540 members Mstep: Class 2 contains 3781 members Entering Unmasked Estep Score: -1621913.500000 Penalty: 929.602417 Iteration 37Q: 3 clusters Score -1621914 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23673 members Mstep: Class 2 contains 3648 members Entering Unmasked Estep Score: -1621941.125000 Penalty: 929.602417 Iteration 38Q: 3 clusters Score -1621941 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23786 members Mstep: Class 2 contains 3535 members Entering Unmasked Estep Score: -1621953.625000 Penalty: 929.602417 Iteration 39Q: 3 clusters Score -1621954 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23890 members Mstep: Class 2 contains 3431 members Entering Unmasked Estep Score: -1621976.125000 Penalty: 929.602417 Iteration 40F: 3 clusters Score -1621976 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24016 members Mstep: Class 2 contains 3305 members Entering Unmasked Estep Score: -1622000.250000 Penalty: 929.602417 Iteration 41Q: 3 clusters Score -1622000 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24118 members Mstep: Class 2 contains 3203 members Entering Unmasked Estep Score: -1622024.500000 Penalty: 929.602417 Iteration 42Q: 3 clusters Score -1622024 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24219 members Mstep: Class 2 contains 3102 members Entering Unmasked Estep Score: -1622035.875000 Penalty: 929.602417 Iteration 43Q: 3 clusters Score -1622036 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24300 members Mstep: Class 2 contains 3021 members Entering Unmasked Estep Score: -1622051.875000 Penalty: 929.602417 Iteration 44Q: 3 clusters Score -1622052 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24373 members Mstep: Class 2 contains 2948 members Entering Unmasked Estep Score: -1622068.250000 Penalty: 929.602417 Iteration 45Q: 3 clusters Score -1622068 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24441 members Mstep: Class 2 contains 2880 members Entering Unmasked Estep Score: -1622076.625000 Penalty: 929.602417 Iteration 46Q: 3 clusters Score -1622077 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24497 members Mstep: Class 2 contains 2824 members Entering Unmasked Estep Score: -1622086.125000 Penalty: 929.602417 Iteration 47Q: 3 clusters Score -1622086 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24552 members Mstep: Class 2 contains 2769 members Entering Unmasked Estep Score: -1622090.375000 Penalty: 929.602417 Iteration 48Q: 3 clusters Score -1622090 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24618 members Mstep: Class 2 contains 2703 members Entering Unmasked Estep Score: -1622096.375000 Penalty: 929.602417 Iteration 49Q: 3 clusters Score -1622096 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24680 members Mstep: Class 2 contains 2641 members Entering Unmasked Estep Score: -1622109.625000 Penalty: 929.602417 Iteration 50Q: 3 clusters Score -1622110 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24738 members Mstep: Class 2 contains 2583 members Entering Unmasked Estep Score: -1622118.375000 Penalty: 929.602417 Iteration 51Q: 3 clusters Score -1622118 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24787 members Mstep: Class 2 contains 2534 members Entering Unmasked Estep Score: -1622127.250000 Penalty: 929.602417 Iteration 52Q: 3 clusters Score -1622127 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24838 members Mstep: Class 2 contains 2483 members Entering Unmasked Estep Score: -1622132.750000 Penalty: 929.602417 Iteration 53Q: 3 clusters Score -1622133 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24890 members Mstep: Class 2 contains 2431 members Entering Unmasked Estep Score: -1622136.250000 Penalty: 929.602417 Iteration 54Q: 3 clusters Score -1622136 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24932 members Mstep: Class 2 contains 2389 members Entering Unmasked Estep Score: -1622138.000000 Penalty: 929.602417 Iteration 55Q: 3 clusters Score -1622138 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24967 members Mstep: Class 2 contains 2354 members Entering Unmasked Estep Score: -1622138.000000 Penalty: 929.602417 Iteration 56Q: 3 clusters Score -1622138 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25005 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -1622142.750000 Penalty: 929.602417 Iteration 57Q: 3 clusters Score -1622143 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25044 members Mstep: Class 2 contains 2277 members Entering Unmasked Estep Score: -1622148.875000 Penalty: 929.602417 Iteration 58Q: 3 clusters Score -1622149 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25084 members Mstep: Class 2 contains 2237 members Entering Unmasked Estep Score: -1622161.875000 Penalty: 929.602417 Iteration 59Q: 3 clusters Score -1622162 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25130 members Mstep: Class 2 contains 2191 members Entering Unmasked Estep Score: -1622172.125000 Penalty: 929.602417 Iteration 60F: 3 clusters Score -1622172 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25168 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -1622174.125000 Penalty: 929.602417 Iteration 61Q: 3 clusters Score -1622174 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25199 members Mstep: Class 2 contains 2122 members Entering Unmasked Estep Score: -1622180.500000 Penalty: 929.602417 Iteration 62Q: 3 clusters Score -1622180 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25225 members Mstep: Class 2 contains 2096 members Entering Unmasked Estep Score: -1622178.500000 Penalty: 929.602417 Iteration 63Q: 3 clusters Score -1622178 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25256 members Mstep: Class 2 contains 2065 members Entering Unmasked Estep Score: -1622183.250000 Penalty: 929.602417 Iteration 64Q: 3 clusters Score -1622183 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25280 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -1622180.875000 Penalty: 929.602417 Iteration 65Q: 3 clusters Score -1622181 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25298 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -1622182.875000 Penalty: 929.602417 Iteration 66Q: 3 clusters Score -1622183 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25311 members Mstep: Class 2 contains 2010 members Entering Unmasked Estep Score: -1622183.250000 Penalty: 929.602417 Iteration 67Q: 3 clusters Score -1622183 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25321 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -1622186.000000 Penalty: 929.602417 Iteration 68Q: 3 clusters Score -1622186 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25327 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -1622184.375000 Penalty: 929.602417 Iteration 69Q: 3 clusters Score -1622184 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25336 members Mstep: Class 2 contains 1985 members Entering Unmasked Estep Score: -1622185.250000 Penalty: 929.602417 Iteration 70Q: 3 clusters Score -1622185 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25351 members Mstep: Class 2 contains 1970 members Entering Unmasked Estep Score: -1622185.500000 Penalty: 929.602417 Iteration 71Q: 3 clusters Score -1622186 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25361 members Mstep: Class 2 contains 1960 members Entering Unmasked Estep Score: -1622185.750000 Penalty: 929.602417 Iteration 72Q: 3 clusters Score -1622186 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25368 members Mstep: Class 2 contains 1953 members Entering Unmasked Estep Score: -1622186.875000 Penalty: 929.602417 Iteration 73Q: 3 clusters Score -1622187 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25373 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -1622186.000000 Penalty: 929.602417 Iteration 74Q: 3 clusters Score -1622186 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25376 members Mstep: Class 2 contains 1945 members Entering Unmasked Estep Score: -1622188.500000 Penalty: 929.602417 Iteration 75Q: 3 clusters Score -1622188 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25380 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -1622189.250000 Penalty: 929.602417 Iteration 76Q: 3 clusters Score -1622189 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25381 members Mstep: Class 2 contains 1940 members Entering Unmasked Estep Score: -1622189.750000 Penalty: 929.602417 Iteration 77Q: 3 clusters Score -1622190 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25382 members Mstep: Class 2 contains 1939 members Entering Unmasked Estep Score: -1622187.625000 Penalty: 929.602417 Iteration 78Q: 3 clusters Score -1622188 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25383 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -1622185.875000 Penalty: 929.602417 Iteration 79Q: 3 clusters Score -1622186 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25383 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -1622185.875000 Penalty: 929.602417 Iteration 80F: 3 clusters Score -1622186 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (18530 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18530 members Entering Unmasked Estep Score: -1120086.375000 Penalty: 447.135162 Iteration 0F: 2 clusters Score -1120086 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9245 members Mstep: Class 2 contains 9285 members Entering Unmasked Estep Score: -1107774.000000 Penalty: 894.270325 Iteration 0F: 3 clusters Score -1107774 nChanged 8750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9385 members Mstep: Class 2 contains 9145 members Entering Unmasked Estep Score: -1112821.500000 Penalty: 894.270325 Iteration 1F: 3 clusters Score -1112822 nChanged 858 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9507 members Mstep: Class 2 contains 9023 members Entering Unmasked Estep Score: -1113099.875000 Penalty: 894.270325 Iteration 2Q: 3 clusters Score -1113100 nChanged 868 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9735 members Mstep: Class 2 contains 8795 members Entering Unmasked Estep Score: -1113411.000000 Penalty: 894.270325 Iteration 3Q: 3 clusters Score -1113411 nChanged 948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10085 members Mstep: Class 2 contains 8445 members Entering Unmasked Estep Score: -1113756.625000 Penalty: 894.270325 Iteration 4F: 3 clusters Score -1113757 nChanged 953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10566 members Mstep: Class 2 contains 7964 members Entering Unmasked Estep Score: -1114126.500000 Penalty: 894.270325 Iteration 5F: 3 clusters Score -1114126 nChanged 967 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11091 members Mstep: Class 2 contains 7439 members Entering Unmasked Estep Score: -1114517.250000 Penalty: 894.270325 Iteration 6F: 3 clusters Score -1114517 nChanged 949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11736 members Mstep: Class 2 contains 6794 members Entering Unmasked Estep Score: -1114914.625000 Penalty: 894.270325 Iteration 7F: 3 clusters Score -1114915 nChanged 917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12453 members Mstep: Class 2 contains 6077 members Entering Unmasked Estep Score: -1115326.375000 Penalty: 894.270325 Iteration 8Q: 3 clusters Score -1115326 nChanged 841 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13224 members Mstep: Class 2 contains 5306 members Entering Unmasked Estep Score: -1115728.125000 Penalty: 894.270325 Iteration 9Q: 3 clusters Score -1115728 nChanged 802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13998 members Mstep: Class 2 contains 4532 members Entering Unmasked Estep Score: -1116149.125000 Penalty: 894.270325 Iteration 10Q: 3 clusters Score -1116149 nChanged 823 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14809 members Mstep: Class 2 contains 3721 members Entering Unmasked Estep Score: -1116601.000000 Penalty: 894.270325 Iteration 11Q: 3 clusters Score -1116601 nChanged 811 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15620 members Mstep: Class 2 contains 2910 members Entering Unmasked Estep Score: -1117124.000000 Penalty: 894.270325 Iteration 12Q: 3 clusters Score -1117124 nChanged 829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16449 members Mstep: Class 2 contains 2081 members Entering Unmasked Estep Score: -1117767.375000 Penalty: 894.270325 Iteration 13Q: 3 clusters Score -1117767 nChanged 759 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17208 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -1118439.250000 Penalty: 894.270325 Iteration 14Q: 3 clusters Score -1118439 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17808 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -1119023.000000 Penalty: 894.270325 Iteration 15Q: 3 clusters Score -1119023 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18169 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -1119365.750000 Penalty: 894.270325 Iteration 16Q: 3 clusters Score -1119366 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18345 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -1119549.625000 Penalty: 894.270325 Iteration 17Q: 3 clusters Score -1119550 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18404 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -1119617.625000 Penalty: 894.270325 Iteration 18Q: 3 clusters Score -1119618 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18431 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -1119645.250000 Penalty: 894.270325 Iteration 19Q: 3 clusters Score -1119645 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18441 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -1119654.750000 Penalty: 894.270325 Iteration 20F: 3 clusters Score -1119655 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18448 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -1119666.875000 Penalty: 894.270325 Iteration 21Q: 3 clusters Score -1119667 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18453 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -1119673.625000 Penalty: 894.270325 Iteration 22Q: 3 clusters Score -1119674 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18458 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -1119680.625000 Penalty: 894.270325 Iteration 23Q: 3 clusters Score -1119681 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18464 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -1119685.375000 Penalty: 894.270325 Iteration 24Q: 3 clusters Score -1119685 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18466 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -1119691.375000 Penalty: 894.270325 Iteration 25Q: 3 clusters Score -1119691 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18468 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -1119696.500000 Penalty: 894.270325 Iteration 26Q: 3 clusters Score -1119696 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18469 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -1119700.250000 Penalty: 894.270325 Iteration 27Q: 3 clusters Score -1119700 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18467 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -1119705.250000 Penalty: 894.270325 Iteration 28Q: 3 clusters Score -1119705 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18467 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -1119705.250000 Penalty: 894.270325 Iteration 29F: 3 clusters Score -1119705 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (4681 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4681 members Entering Unmasked Estep Score: -219782.828125 Penalty: 384.532654 Iteration 0F: 2 clusters Score -219782.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2303 members Mstep: Class 2 contains 2378 members Entering Unmasked Estep Score: -216672.671875 Penalty: 769.065308 Iteration 0F: 3 clusters Score -216672.7 nChanged 2119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 2603 members Entering Unmasked Estep Score: -218227.921875 Penalty: 769.065308 Iteration 1F: 3 clusters Score -218227.9 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 2749 members Entering Unmasked Estep Score: -218568.953125 Penalty: 769.065308 Iteration 2F: 3 clusters Score -218569 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 2906 members Entering Unmasked Estep Score: -218812.343750 Penalty: 769.065308 Iteration 3F: 3 clusters Score -218812.3 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 3045 members Entering Unmasked Estep Score: -218985.343750 Penalty: 769.065308 Iteration 4F: 3 clusters Score -218985.3 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 3154 members Entering Unmasked Estep Score: -219069.890625 Penalty: 769.065308 Iteration 5Q: 3 clusters Score -219069.9 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 3237 members Entering Unmasked Estep Score: -219118.468750 Penalty: 769.065308 Iteration 6Q: 3 clusters Score -219118.5 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 3312 members Entering Unmasked Estep Score: -219153.906250 Penalty: 769.065308 Iteration 7Q: 3 clusters Score -219153.9 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 3387 members Entering Unmasked Estep Score: -219177.546875 Penalty: 769.065308 Iteration 8Q: 3 clusters Score -219177.5 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 3465 members Entering Unmasked Estep Score: -219204.875000 Penalty: 769.065308 Iteration 9Q: 3 clusters Score -219204.9 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 3559 members Entering Unmasked Estep Score: -219246.578125 Penalty: 769.065308 Iteration 10Q: 3 clusters Score -219246.6 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 3662 members Entering Unmasked Estep Score: -219299.531250 Penalty: 769.065308 Iteration 11Q: 3 clusters Score -219299.5 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 3760 members Entering Unmasked Estep Score: -219346.921875 Penalty: 769.065308 Iteration 12Q: 3 clusters Score -219346.9 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 3852 members Entering Unmasked Estep Score: -219393.718750 Penalty: 769.065308 Iteration 13Q: 3 clusters Score -219393.7 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 3937 members Entering Unmasked Estep Score: -219430.625000 Penalty: 769.065308 Iteration 14Q: 3 clusters Score -219430.6 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 4013 members Entering Unmasked Estep Score: -219457.984375 Penalty: 769.065308 Iteration 15Q: 3 clusters Score -219458 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 4065 members Entering Unmasked Estep Score: -219480.250000 Penalty: 769.065308 Iteration 16Q: 3 clusters Score -219480.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 4122 members Entering Unmasked Estep Score: -219506.046875 Penalty: 769.065308 Iteration 17Q: 3 clusters Score -219506 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 4173 members Entering Unmasked Estep Score: -219528.859375 Penalty: 769.065308 Iteration 18Q: 3 clusters Score -219528.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 4230 members Entering Unmasked Estep Score: -219559.656250 Penalty: 769.065308 Iteration 19Q: 3 clusters Score -219559.7 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 4298 members Entering Unmasked Estep Score: -219599.437500 Penalty: 769.065308 Iteration 20F: 3 clusters Score -219599.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 4359 members Entering Unmasked Estep Score: -219634.812500 Penalty: 769.065308 Iteration 21Q: 3 clusters Score -219634.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 4410 members Entering Unmasked Estep Score: -219664.312500 Penalty: 769.065308 Iteration 22Q: 3 clusters Score -219664.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 4450 members Entering Unmasked Estep Score: -219684.656250 Penalty: 769.065308 Iteration 23Q: 3 clusters Score -219684.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 4471 members Entering Unmasked Estep Score: -219699.890625 Penalty: 769.065308 Iteration 24Q: 3 clusters Score -219699.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 4488 members Entering Unmasked Estep Score: -219709.421875 Penalty: 769.065308 Iteration 25Q: 3 clusters Score -219709.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 4495 members Entering Unmasked Estep Score: -219722.234375 Penalty: 769.065308 Iteration 26Q: 3 clusters Score -219722.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 4503 members Entering Unmasked Estep Score: -219726.156250 Penalty: 769.065308 Iteration 27Q: 3 clusters Score -219726.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 4507 members Entering Unmasked Estep Score: -219727.656250 Penalty: 769.065308 Iteration 28Q: 3 clusters Score -219727.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 4511 members Entering Unmasked Estep Score: -219728.343750 Penalty: 769.065308 Iteration 29Q: 3 clusters Score -219728.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 4512 members Entering Unmasked Estep Score: -219728.718750 Penalty: 769.065308 Iteration 30Q: 3 clusters Score -219728.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 4512 members Entering Unmasked Estep Score: -219728.718750 Penalty: 769.065308 Iteration 31F: 3 clusters Score -219728.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2456 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2456 members Entering Unmasked Estep Score: -141065.390625 Penalty: 355.186157 Iteration 0F: 2 clusters Score -141065.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -139331.171875 Penalty: 710.372314 Iteration 0F: 3 clusters Score -139331.2 nChanged 1074 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -139970.546875 Penalty: 710.372314 Iteration 1F: 3 clusters Score -139970.5 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -140066.750000 Penalty: 710.372314 Iteration 2F: 3 clusters Score -140066.8 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -140159.500000 Penalty: 710.372314 Iteration 3F: 3 clusters Score -140159.5 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -140235.953125 Penalty: 710.372314 Iteration 4Q: 3 clusters Score -140236 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -140295.765625 Penalty: 710.372314 Iteration 5Q: 3 clusters Score -140295.8 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -140339.703125 Penalty: 710.372314 Iteration 6Q: 3 clusters Score -140339.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -140372.421875 Penalty: 710.372314 Iteration 7Q: 3 clusters Score -140372.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -140407.843750 Penalty: 710.372314 Iteration 8Q: 3 clusters Score -140407.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -140435.187500 Penalty: 710.372314 Iteration 9Q: 3 clusters Score -140435.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 1838 members Entering Unmasked Estep Score: -140465.937500 Penalty: 710.372314 Iteration 10Q: 3 clusters Score -140465.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -140499.453125 Penalty: 710.372314 Iteration 11Q: 3 clusters Score -140499.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 1914 members Entering Unmasked Estep Score: -140525.203125 Penalty: 710.372314 Iteration 12Q: 3 clusters Score -140525.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -140546.421875 Penalty: 710.372314 Iteration 13Q: 3 clusters Score -140546.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -140564.750000 Penalty: 710.372314 Iteration 14Q: 3 clusters Score -140564.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 2010 members Entering Unmasked Estep Score: -140581.109375 Penalty: 710.372314 Iteration 15Q: 3 clusters Score -140581.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -140593.093750 Penalty: 710.372314 Iteration 16Q: 3 clusters Score -140593.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 2064 members Entering Unmasked Estep Score: -140611.812500 Penalty: 710.372314 Iteration 17Q: 3 clusters Score -140611.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 2095 members Entering Unmasked Estep Score: -140632.343750 Penalty: 710.372314 Iteration 18Q: 3 clusters Score -140632.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 2121 members Entering Unmasked Estep Score: -140648.984375 Penalty: 710.372314 Iteration 19Q: 3 clusters Score -140649 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 2144 members Entering Unmasked Estep Score: -140665.187500 Penalty: 710.372314 Iteration 20F: 3 clusters Score -140665.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 2165 members Entering Unmasked Estep Score: -140679.062500 Penalty: 710.372314 Iteration 21Q: 3 clusters Score -140679.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 2177 members Entering Unmasked Estep Score: -140686.187500 Penalty: 710.372314 Iteration 22Q: 3 clusters Score -140686.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 2185 members Entering Unmasked Estep Score: -140691.328125 Penalty: 710.372314 Iteration 23Q: 3 clusters Score -140691.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 2193 members Entering Unmasked Estep Score: -140697.500000 Penalty: 710.372314 Iteration 24Q: 3 clusters Score -140697.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 2196 members Entering Unmasked Estep Score: -140700.703125 Penalty: 710.372314 Iteration 25Q: 3 clusters Score -140700.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 2201 members Entering Unmasked Estep Score: -140705.781250 Penalty: 710.372314 Iteration 26Q: 3 clusters Score -140705.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 2210 members Entering Unmasked Estep Score: -140709.718750 Penalty: 710.372314 Iteration 27Q: 3 clusters Score -140709.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 2215 members Entering Unmasked Estep Score: -140712.687500 Penalty: 710.372314 Iteration 28Q: 3 clusters Score -140712.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 2221 members Entering Unmasked Estep Score: -140715.609375 Penalty: 710.372314 Iteration 29Q: 3 clusters Score -140715.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 2226 members Entering Unmasked Estep Score: -140717.406250 Penalty: 710.372314 Iteration 30Q: 3 clusters Score -140717.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 2228 members Entering Unmasked Estep Score: -140718.250000 Penalty: 710.372314 Iteration 31Q: 3 clusters Score -140718.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 2228 members Entering Unmasked Estep Score: -140718.250000 Penalty: 710.372314 Iteration 32F: 3 clusters Score -140718.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (4282 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4282 members Entering Unmasked Estep Score: -237429.875000 Penalty: 380.479004 Iteration 0F: 2 clusters Score -237429.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2123 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -234493.468750 Penalty: 760.958008 Iteration 0F: 3 clusters Score -234493.5 nChanged 1908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 2107 members Entering Unmasked Estep Score: -235608.187500 Penalty: 760.958008 Iteration 1F: 3 clusters Score -235608.2 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2241 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -235791.562500 Penalty: 760.958008 Iteration 2F: 3 clusters Score -235791.6 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2317 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -235920.843750 Penalty: 760.958008 Iteration 3F: 3 clusters Score -235920.8 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2389 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -236020.968750 Penalty: 760.958008 Iteration 4F: 3 clusters Score -236021 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2451 members Mstep: Class 2 contains 1831 members Entering Unmasked Estep Score: -236104.750000 Penalty: 760.958008 Iteration 5Q: 3 clusters Score -236104.8 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2521 members Mstep: Class 2 contains 1761 members Entering Unmasked Estep Score: -236192.703125 Penalty: 760.958008 Iteration 6Q: 3 clusters Score -236192.7 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2601 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -236283.828125 Penalty: 760.958008 Iteration 7Q: 3 clusters Score -236283.8 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2698 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -236389.375000 Penalty: 760.958008 Iteration 8Q: 3 clusters Score -236389.4 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2803 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -236504.328125 Penalty: 760.958008 Iteration 9Q: 3 clusters Score -236504.3 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2891 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -236611.296875 Penalty: 760.958008 Iteration 10Q: 3 clusters Score -236611.3 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2991 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -236712.468750 Penalty: 760.958008 Iteration 11Q: 3 clusters Score -236712.5 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3085 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -236783.187500 Penalty: 760.958008 Iteration 12Q: 3 clusters Score -236783.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3163 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -236832.515625 Penalty: 760.958008 Iteration 13Q: 3 clusters Score -236832.5 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3226 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -236863.671875 Penalty: 760.958008 Iteration 14Q: 3 clusters Score -236863.7 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3292 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -236901.359375 Penalty: 760.958008 Iteration 15Q: 3 clusters Score -236901.4 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3362 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -236947.343750 Penalty: 760.958008 Iteration 16Q: 3 clusters Score -236947.3 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3422 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -236982.984375 Penalty: 760.958008 Iteration 17Q: 3 clusters Score -236983 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3469 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -237012.859375 Penalty: 760.958008 Iteration 18Q: 3 clusters Score -237012.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3519 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -237048.562500 Penalty: 760.958008 Iteration 19Q: 3 clusters Score -237048.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3558 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -237071.265625 Penalty: 760.958008 Iteration 20F: 3 clusters Score -237071.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3593 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -237095.375000 Penalty: 760.958008 Iteration 21Q: 3 clusters Score -237095.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3629 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -237117.609375 Penalty: 760.958008 Iteration 22Q: 3 clusters Score -237117.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3662 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -237131.859375 Penalty: 760.958008 Iteration 23Q: 3 clusters Score -237131.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3686 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -237143.625000 Penalty: 760.958008 Iteration 24Q: 3 clusters Score -237143.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3710 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -237151.875000 Penalty: 760.958008 Iteration 25Q: 3 clusters Score -237151.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3721 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -237155.156250 Penalty: 760.958008 Iteration 26Q: 3 clusters Score -237155.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3727 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -237156.281250 Penalty: 760.958008 Iteration 27Q: 3 clusters Score -237156.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3733 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -237157.515625 Penalty: 760.958008 Iteration 28Q: 3 clusters Score -237157.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3739 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -237158.718750 Penalty: 760.958008 Iteration 29Q: 3 clusters Score -237158.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3745 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -237160.515625 Penalty: 760.958008 Iteration 30Q: 3 clusters Score -237160.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3752 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -237162.078125 Penalty: 760.958008 Iteration 31Q: 3 clusters Score -237162.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3760 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -237164.218750 Penalty: 760.958008 Iteration 32Q: 3 clusters Score -237164.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3767 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -237166.468750 Penalty: 760.958008 Iteration 33Q: 3 clusters Score -237166.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3772 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -237168.171875 Penalty: 760.958008 Iteration 34Q: 3 clusters Score -237168.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3776 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -237169.031250 Penalty: 760.958008 Iteration 35Q: 3 clusters Score -237169 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3779 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -237169.562500 Penalty: 760.958008 Iteration 36Q: 3 clusters Score -237169.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3783 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -237170.718750 Penalty: 760.958008 Iteration 37Q: 3 clusters Score -237170.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3787 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -237171.406250 Penalty: 760.958008 Iteration 38Q: 3 clusters Score -237171.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3792 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -237173.093750 Penalty: 760.958008 Iteration 39Q: 3 clusters Score -237173.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3795 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -237173.703125 Penalty: 760.958008 Iteration 40F: 3 clusters Score -237173.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3797 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -237173.984375 Penalty: 760.958008 Iteration 41Q: 3 clusters Score -237174 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3797 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -237173.984375 Penalty: 760.958008 Iteration 42F: 3 clusters Score -237174 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1624 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Entering Unmasked Estep Score: -89479.070312 Penalty: 336.365479 Iteration 0F: 2 clusters Score -89479.07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -88259.515625 Penalty: 672.730957 Iteration 0F: 3 clusters Score -88259.52 nChanged 677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -88672.648438 Penalty: 672.730957 Iteration 1F: 3 clusters Score -88672.65 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -88732.968750 Penalty: 672.730957 Iteration 2F: 3 clusters Score -88732.97 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -88771.765625 Penalty: 672.730957 Iteration 3F: 3 clusters Score -88771.77 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -88812.210938 Penalty: 672.730957 Iteration 4Q: 3 clusters Score -88812.21 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -88839.476562 Penalty: 672.730957 Iteration 5Q: 3 clusters Score -88839.48 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -88866.437500 Penalty: 672.730957 Iteration 6Q: 3 clusters Score -88866.44 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -88884.078125 Penalty: 672.730957 Iteration 7Q: 3 clusters Score -88884.08 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -88893.625000 Penalty: 672.730957 Iteration 8Q: 3 clusters Score -88893.62 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -88901.804688 Penalty: 672.730957 Iteration 9Q: 3 clusters Score -88901.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -88908.226562 Penalty: 672.730957 Iteration 10Q: 3 clusters Score -88908.23 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -88912.742188 Penalty: 672.730957 Iteration 11Q: 3 clusters Score -88912.74 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -88917.554688 Penalty: 672.730957 Iteration 12Q: 3 clusters Score -88917.55 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -88921.890625 Penalty: 672.730957 Iteration 13Q: 3 clusters Score -88921.89 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -88926.523438 Penalty: 672.730957 Iteration 14Q: 3 clusters Score -88926.52 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -88931.218750 Penalty: 672.730957 Iteration 15Q: 3 clusters Score -88931.22 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -88935.960938 Penalty: 672.730957 Iteration 16Q: 3 clusters Score -88935.96 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -88940.710938 Penalty: 672.730957 Iteration 17Q: 3 clusters Score -88940.71 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -88946.343750 Penalty: 672.730957 Iteration 18Q: 3 clusters Score -88946.34 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -88950.601562 Penalty: 672.730957 Iteration 19Q: 3 clusters Score -88950.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -88953.765625 Penalty: 672.730957 Iteration 20F: 3 clusters Score -88953.77 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -88958.875000 Penalty: 672.730957 Iteration 21Q: 3 clusters Score -88958.88 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -88965.937500 Penalty: 672.730957 Iteration 22Q: 3 clusters Score -88965.94 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -88972.578125 Penalty: 672.730957 Iteration 23Q: 3 clusters Score -88972.58 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -88979.468750 Penalty: 672.730957 Iteration 24Q: 3 clusters Score -88979.47 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -88988.851562 Penalty: 672.730957 Iteration 25Q: 3 clusters Score -88988.85 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -88992.812500 Penalty: 672.730957 Iteration 26Q: 3 clusters Score -88992.81 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -88996.773438 Penalty: 672.730957 Iteration 27Q: 3 clusters Score -88996.77 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -89000.796875 Penalty: 672.730957 Iteration 28Q: 3 clusters Score -89000.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -89006.882812 Penalty: 672.730957 Iteration 29Q: 3 clusters Score -89006.88 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -89013.421875 Penalty: 672.730957 Iteration 30Q: 3 clusters Score -89013.42 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -89025.109375 Penalty: 672.730957 Iteration 31Q: 3 clusters Score -89025.11 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -89039.679688 Penalty: 672.730957 Iteration 32Q: 3 clusters Score -89039.68 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -89048.648438 Penalty: 672.730957 Iteration 33Q: 3 clusters Score -89048.65 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -89053.664062 Penalty: 672.730957 Iteration 34Q: 3 clusters Score -89053.66 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -89058.031250 Penalty: 672.730957 Iteration 35Q: 3 clusters Score -89058.03 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -89059.906250 Penalty: 672.730957 Iteration 36Q: 3 clusters Score -89059.91 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -89063.164062 Penalty: 672.730957 Iteration 37Q: 3 clusters Score -89063.16 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -89069.140625 Penalty: 672.730957 Iteration 38Q: 3 clusters Score -89069.14 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -89078.070312 Penalty: 672.730957 Iteration 39Q: 3 clusters Score -89078.07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -89089.945312 Penalty: 672.730957 Iteration 40F: 3 clusters Score -89089.95 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -89101.109375 Penalty: 672.730957 Iteration 41Q: 3 clusters Score -89101.11 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -89113.351562 Penalty: 672.730957 Iteration 42Q: 3 clusters Score -89113.35 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -89120.554688 Penalty: 672.730957 Iteration 43Q: 3 clusters Score -89120.55 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -89130.812500 Penalty: 672.730957 Iteration 44Q: 3 clusters Score -89130.81 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -89137.515625 Penalty: 672.730957 Iteration 45Q: 3 clusters Score -89137.52 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -89140.039062 Penalty: 672.730957 Iteration 46Q: 3 clusters Score -89140.04 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -89142.257812 Penalty: 672.730957 Iteration 47Q: 3 clusters Score -89142.26 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -89144.351562 Penalty: 672.730957 Iteration 48Q: 3 clusters Score -89144.35 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -89145.304688 Penalty: 672.730957 Iteration 49Q: 3 clusters Score -89145.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -89145.460938 Penalty: 672.730957 Iteration 50Q: 3 clusters Score -89145.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -89146.000000 Penalty: 672.730957 Iteration 51Q: 3 clusters Score -89146 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -89145.937500 Penalty: 672.730957 Iteration 52Q: 3 clusters Score -89145.94 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -89145.937500 Penalty: 672.730957 Iteration 53F: 3 clusters Score -89145.94 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (3940 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3940 members Entering Unmasked Estep Score: -214238.265625 Penalty: 376.691620 Iteration 0F: 2 clusters Score -214238.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -211601.375000 Penalty: 753.383240 Iteration 0F: 3 clusters Score -211601.4 nChanged 1756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 2150 members Entering Unmasked Estep Score: -212649.078125 Penalty: 753.383240 Iteration 1F: 3 clusters Score -212649.1 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 2177 members Entering Unmasked Estep Score: -212807.281250 Penalty: 753.383240 Iteration 2F: 3 clusters Score -212807.3 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 2221 members Entering Unmasked Estep Score: -212952.578125 Penalty: 753.383240 Iteration 3F: 3 clusters Score -212952.6 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 2282 members Entering Unmasked Estep Score: -213128.296875 Penalty: 753.383240 Iteration 4F: 3 clusters Score -213128.3 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 2375 members Entering Unmasked Estep Score: -213302.343750 Penalty: 753.383240 Iteration 5F: 3 clusters Score -213302.3 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 2455 members Entering Unmasked Estep Score: -213435.234375 Penalty: 753.383240 Iteration 6Q: 3 clusters Score -213435.2 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 2527 members Entering Unmasked Estep Score: -213538.390625 Penalty: 753.383240 Iteration 7Q: 3 clusters Score -213538.4 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 2574 members Entering Unmasked Estep Score: -213594.031250 Penalty: 753.383240 Iteration 8Q: 3 clusters Score -213594 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 2613 members Entering Unmasked Estep Score: -213629.140625 Penalty: 753.383240 Iteration 9Q: 3 clusters Score -213629.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 2655 members Entering Unmasked Estep Score: -213672.625000 Penalty: 753.383240 Iteration 10Q: 3 clusters Score -213672.6 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 2704 members Entering Unmasked Estep Score: -213717.703125 Penalty: 753.383240 Iteration 11Q: 3 clusters Score -213717.7 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 2758 members Entering Unmasked Estep Score: -213745.281250 Penalty: 753.383240 Iteration 12Q: 3 clusters Score -213745.3 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 2815 members Entering Unmasked Estep Score: -213771.718750 Penalty: 753.383240 Iteration 13Q: 3 clusters Score -213771.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 2857 members Entering Unmasked Estep Score: -213794.078125 Penalty: 753.383240 Iteration 14Q: 3 clusters Score -213794.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 2890 members Entering Unmasked Estep Score: -213813.421875 Penalty: 753.383240 Iteration 15Q: 3 clusters Score -213813.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 2929 members Entering Unmasked Estep Score: -213825.921875 Penalty: 753.383240 Iteration 16Q: 3 clusters Score -213825.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 2968 members Entering Unmasked Estep Score: -213840.609375 Penalty: 753.383240 Iteration 17Q: 3 clusters Score -213840.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 3011 members Entering Unmasked Estep Score: -213858.281250 Penalty: 753.383240 Iteration 18Q: 3 clusters Score -213858.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 3050 members Entering Unmasked Estep Score: -213874.984375 Penalty: 753.383240 Iteration 19Q: 3 clusters Score -213875 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 3078 members Entering Unmasked Estep Score: -213890.937500 Penalty: 753.383240 Iteration 20F: 3 clusters Score -213890.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 3119 members Entering Unmasked Estep Score: -213911.531250 Penalty: 753.383240 Iteration 21Q: 3 clusters Score -213911.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 3156 members Entering Unmasked Estep Score: -213932.984375 Penalty: 753.383240 Iteration 22Q: 3 clusters Score -213933 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 3205 members Entering Unmasked Estep Score: -213972.015625 Penalty: 753.383240 Iteration 23Q: 3 clusters Score -213972 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 3258 members Entering Unmasked Estep Score: -214029.531250 Penalty: 753.383240 Iteration 24Q: 3 clusters Score -214029.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 3302 members Entering Unmasked Estep Score: -214085.531250 Penalty: 753.383240 Iteration 25Q: 3 clusters Score -214085.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 3347 members Entering Unmasked Estep Score: -214141.515625 Penalty: 753.383240 Iteration 26Q: 3 clusters Score -214141.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 3373 members Entering Unmasked Estep Score: -214178.718750 Penalty: 753.383240 Iteration 27Q: 3 clusters Score -214178.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 3386 members Entering Unmasked Estep Score: -214202.609375 Penalty: 753.383240 Iteration 28Q: 3 clusters Score -214202.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 3393 members Entering Unmasked Estep Score: -214211.375000 Penalty: 753.383240 Iteration 29Q: 3 clusters Score -214211.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 3394 members Entering Unmasked Estep Score: -214217.843750 Penalty: 753.383240 Iteration 30Q: 3 clusters Score -214217.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 3387 members Entering Unmasked Estep Score: -214221.859375 Penalty: 753.383240 Iteration 31Q: 3 clusters Score -214221.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 3387 members Entering Unmasked Estep Score: -214223.375000 Penalty: 753.383240 Iteration 32Q: 3 clusters Score -214223.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 3386 members Entering Unmasked Estep Score: -214224.078125 Penalty: 753.383240 Iteration 33Q: 3 clusters Score -214224.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 3386 members Entering Unmasked Estep Score: -214225.390625 Penalty: 753.383240 Iteration 34Q: 3 clusters Score -214225.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 3385 members Entering Unmasked Estep Score: -214226.640625 Penalty: 753.383240 Iteration 35Q: 3 clusters Score -214226.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 3384 members Entering Unmasked Estep Score: -214227.484375 Penalty: 753.383240 Iteration 36Q: 3 clusters Score -214227.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 3381 members Entering Unmasked Estep Score: -214228.500000 Penalty: 753.383240 Iteration 37Q: 3 clusters Score -214228.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 3379 members Entering Unmasked Estep Score: -214228.921875 Penalty: 753.383240 Iteration 38Q: 3 clusters Score -214228.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 3378 members Entering Unmasked Estep Score: -214229.296875 Penalty: 753.383240 Iteration 39Q: 3 clusters Score -214229.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 3376 members Entering Unmasked Estep Score: -214229.953125 Penalty: 753.383240 Iteration 40F: 3 clusters Score -214230 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 3375 members Entering Unmasked Estep Score: -214229.812500 Penalty: 753.383240 Iteration 41Q: 3 clusters Score -214229.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 3375 members Entering Unmasked Estep Score: -214229.812500 Penalty: 753.383240 Iteration 42F: 3 clusters Score -214229.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1208 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Entering Unmasked Estep Score: -59397.261719 Penalty: 322.900818 Iteration 0F: 2 clusters Score -59397.26 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -58490.433594 Penalty: 645.801636 Iteration 0F: 3 clusters Score -58490.43 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -58762.925781 Penalty: 645.801636 Iteration 1F: 3 clusters Score -58762.93 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -58835.312500 Penalty: 645.801636 Iteration 2F: 3 clusters Score -58835.31 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -58876.589844 Penalty: 645.801636 Iteration 3F: 3 clusters Score -58876.59 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -58928.343750 Penalty: 645.801636 Iteration 4F: 3 clusters Score -58928.34 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -58965.273438 Penalty: 645.801636 Iteration 5Q: 3 clusters Score -58965.27 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -58985.054688 Penalty: 645.801636 Iteration 6Q: 3 clusters Score -58985.05 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -59001.773438 Penalty: 645.801636 Iteration 7Q: 3 clusters Score -59001.77 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -59018.406250 Penalty: 645.801636 Iteration 8Q: 3 clusters Score -59018.41 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -59045.046875 Penalty: 645.801636 Iteration 9Q: 3 clusters Score -59045.05 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -59068.207031 Penalty: 645.801636 Iteration 10Q: 3 clusters Score -59068.21 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -59083.816406 Penalty: 645.801636 Iteration 11Q: 3 clusters Score -59083.82 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -59097.617188 Penalty: 645.801636 Iteration 12Q: 3 clusters Score -59097.62 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -59110.929688 Penalty: 645.801636 Iteration 13Q: 3 clusters Score -59110.93 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -59124.417969 Penalty: 645.801636 Iteration 14Q: 3 clusters Score -59124.42 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -59135.226562 Penalty: 645.801636 Iteration 15Q: 3 clusters Score -59135.23 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -59145.750000 Penalty: 645.801636 Iteration 16Q: 3 clusters Score -59145.75 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -59161.402344 Penalty: 645.801636 Iteration 17Q: 3 clusters Score -59161.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -59177.093750 Penalty: 645.801636 Iteration 18Q: 3 clusters Score -59177.09 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -59196.140625 Penalty: 645.801636 Iteration 19Q: 3 clusters Score -59196.14 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -59213.550781 Penalty: 645.801636 Iteration 20F: 3 clusters Score -59213.55 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -59230.207031 Penalty: 645.801636 Iteration 21Q: 3 clusters Score -59230.21 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -59254.699219 Penalty: 645.801636 Iteration 22Q: 3 clusters Score -59254.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -59276.199219 Penalty: 645.801636 Iteration 23Q: 3 clusters Score -59276.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -59286.890625 Penalty: 645.801636 Iteration 24Q: 3 clusters Score -59286.89 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -59294.480469 Penalty: 645.801636 Iteration 25Q: 3 clusters Score -59294.48 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -59299.406250 Penalty: 645.801636 Iteration 26Q: 3 clusters Score -59299.41 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -59300.902344 Penalty: 645.801636 Iteration 27Q: 3 clusters Score -59300.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -59302.214844 Penalty: 645.801636 Iteration 28Q: 3 clusters Score -59302.21 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -59303.671875 Penalty: 645.801636 Iteration 29Q: 3 clusters Score -59303.67 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -59304.304688 Penalty: 645.801636 Iteration 30Q: 3 clusters Score -59304.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -59304.304688 Penalty: 645.801636 Iteration 31F: 3 clusters Score -59304.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (383 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Entering Unmasked Estep Score: -16387.306641 Penalty: 270.635590 Iteration 0F: 2 clusters Score -16387.31 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 195 members Entering Unmasked Estep Score: -16010.392578 Penalty: 541.271179 Iteration 0F: 3 clusters Score -16010.39 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -16156.038086 Penalty: 541.271179 Iteration 1F: 3 clusters Score -16156.04 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -16204.027344 Penalty: 541.271179 Iteration 2F: 3 clusters Score -16204.03 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -16227.556641 Penalty: 541.271179 Iteration 3Q: 3 clusters Score -16227.56 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -16251.951172 Penalty: 541.271179 Iteration 4Q: 3 clusters Score -16251.95 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -16291.391602 Penalty: 541.271179 Iteration 5Q: 3 clusters Score -16291.39 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -16364.082031 Penalty: 541.271179 Iteration 6Q: 3 clusters Score -16364.08 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -16418.144531 Penalty: 541.271179 Iteration 7F: 3 clusters Score -16418.14 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -16460.222656 Penalty: 541.271179 Iteration 8Q: 3 clusters Score -16460.22 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -16476.382812 Penalty: 541.271179 Iteration 9Q: 3 clusters Score -16476.38 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -16484.958984 Penalty: 541.271179 Iteration 10Q: 3 clusters Score -16484.96 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -16488.962891 Penalty: 541.271179 Iteration 11Q: 3 clusters Score -16488.96 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -16492.154297 Penalty: 541.271179 Iteration 12Q: 3 clusters Score -16492.15 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -16494.771484 Penalty: 541.271179 Iteration 13Q: 3 clusters Score -16494.77 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -16494.771484 Penalty: 541.271179 Iteration 14F: 3 clusters Score -16494.77 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27321 members Mstep: Class 2 contains 18530 members Mstep: Class 3 contains 4681 members Mstep: Class 4 contains 2456 members Mstep: Class 5 contains 4282 members Mstep: Class 6 contains 1624 members Mstep: Class 7 contains 3940 members Mstep: Class 8 contains 1208 members Mstep: Class 9 contains 228 members Mstep: Class 10 contains 5488 members Mstep: Class 11 contains 15739 members Mstep: Class 12 contains 5081 members Mstep: Class 13 contains 925 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5644 members Mstep: Class 16 contains 1113 members Mstep: Class 17 contains 1612 members Mstep: Class 18 contains 1032 members Mstep: Class 19 contains 321 members Mstep: Class 20 contains 8054 members Mstep: Class 21 contains 103083 members Mstep: Class 22 contains 2953 members Mstep: Class 23 contains 2116 members Mstep: Class 24 contains 2575 members Mstep: Class 25 contains 2287 members Mstep: Class 26 contains 6959 members Mstep: Class 27 contains 57929 members Mstep: Class 28 contains 5178 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2596 members Mstep: Class 31 contains 3779 members Mstep: Class 32 contains 517 members Mstep: Class 33 contains 474 members Mstep: Class 34 contains 11554 members Mstep: Class 35 contains 155 members Entering Unmasked Estep Score: -17800576.000000 Penalty: 20145.423828 Splitting cluster 9 changes total score from -17800762.000000 to -17800576.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 10 (5488 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5488 members Entering Unmasked Estep Score: -332682.031250 Penalty: 391.769531 Iteration 0F: 2 clusters Score -332682 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2746 members Mstep: Class 2 contains 2742 members Entering Unmasked Estep Score: -328938.656250 Penalty: 783.539062 Iteration 0F: 3 clusters Score -328938.7 nChanged 2530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2620 members Mstep: Class 2 contains 2868 members Entering Unmasked Estep Score: -330347.031250 Penalty: 783.539062 Iteration 1F: 3 clusters Score -330347 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2552 members Mstep: Class 2 contains 2936 members Entering Unmasked Estep Score: -330513.062500 Penalty: 783.539062 Iteration 2F: 3 clusters Score -330513.1 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2498 members Mstep: Class 2 contains 2990 members Entering Unmasked Estep Score: -330717.343750 Penalty: 783.539062 Iteration 3F: 3 clusters Score -330717.3 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 3044 members Entering Unmasked Estep Score: -330989.093750 Penalty: 783.539062 Iteration 4F: 3 clusters Score -330989.1 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2406 members Mstep: Class 2 contains 3082 members Entering Unmasked Estep Score: -331325.875000 Penalty: 783.539062 Iteration 5F: 3 clusters Score -331325.9 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 3123 members Entering Unmasked Estep Score: -331623.281250 Penalty: 783.539062 Iteration 6F: 3 clusters Score -331623.3 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2346 members Mstep: Class 2 contains 3142 members Entering Unmasked Estep Score: -331782.468750 Penalty: 783.539062 Iteration 7F: 3 clusters Score -331782.5 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2346 members Mstep: Class 2 contains 3142 members Entering Unmasked Estep Score: -331884.531250 Penalty: 783.539062 Iteration 8Q: 3 clusters Score -331884.5 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 3117 members Entering Unmasked Estep Score: -331933.093750 Penalty: 783.539062 Iteration 9Q: 3 clusters Score -331933.1 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2383 members Mstep: Class 2 contains 3105 members Entering Unmasked Estep Score: -331962.031250 Penalty: 783.539062 Iteration 10Q: 3 clusters Score -331962 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 3092 members Entering Unmasked Estep Score: -331982.875000 Penalty: 783.539062 Iteration 11Q: 3 clusters Score -331982.9 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2404 members Mstep: Class 2 contains 3084 members Entering Unmasked Estep Score: -331997.343750 Penalty: 783.539062 Iteration 12Q: 3 clusters Score -331997.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2403 members Mstep: Class 2 contains 3085 members Entering Unmasked Estep Score: -332006.093750 Penalty: 783.539062 Iteration 13Q: 3 clusters Score -332006.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2398 members Mstep: Class 2 contains 3090 members Entering Unmasked Estep Score: -332010.281250 Penalty: 783.539062 Iteration 14Q: 3 clusters Score -332010.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2394 members Mstep: Class 2 contains 3094 members Entering Unmasked Estep Score: -332014.343750 Penalty: 783.539062 Iteration 15Q: 3 clusters Score -332014.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Mstep: Class 2 contains 3102 members Entering Unmasked Estep Score: -332018.281250 Penalty: 783.539062 Iteration 16Q: 3 clusters Score -332018.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2380 members Mstep: Class 2 contains 3108 members Entering Unmasked Estep Score: -332018.906250 Penalty: 783.539062 Iteration 17Q: 3 clusters Score -332018.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2370 members Mstep: Class 2 contains 3118 members Entering Unmasked Estep Score: -332020.031250 Penalty: 783.539062 Iteration 18Q: 3 clusters Score -332020 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2369 members Mstep: Class 2 contains 3119 members Entering Unmasked Estep Score: -332020.375000 Penalty: 783.539062 Iteration 19Q: 3 clusters Score -332020.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2366 members Mstep: Class 2 contains 3122 members Entering Unmasked Estep Score: -332020.093750 Penalty: 783.539062 Iteration 20F: 3 clusters Score -332020.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 3126 members Entering Unmasked Estep Score: -332020.281250 Penalty: 783.539062 Iteration 21Q: 3 clusters Score -332020.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2360 members Mstep: Class 2 contains 3128 members Entering Unmasked Estep Score: -332020.562500 Penalty: 783.539062 Iteration 22Q: 3 clusters Score -332020.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2357 members Mstep: Class 2 contains 3131 members Entering Unmasked Estep Score: -332021.000000 Penalty: 783.539062 Iteration 23Q: 3 clusters Score -332021 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 3134 members Entering Unmasked Estep Score: -332021.968750 Penalty: 783.539062 Iteration 24Q: 3 clusters Score -332022 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 3135 members Entering Unmasked Estep Score: -332021.343750 Penalty: 783.539062 Iteration 25Q: 3 clusters Score -332021.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Mstep: Class 2 contains 3136 members Entering Unmasked Estep Score: -332021.250000 Penalty: 783.539062 Iteration 26Q: 3 clusters Score -332021.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 3137 members Entering Unmasked Estep Score: -332021.281250 Penalty: 783.539062 Iteration 27Q: 3 clusters Score -332021.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2350 members Mstep: Class 2 contains 3138 members Entering Unmasked Estep Score: -332021.906250 Penalty: 783.539062 Iteration 28Q: 3 clusters Score -332021.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 3139 members Entering Unmasked Estep Score: -332021.843750 Penalty: 783.539062 Iteration 29Q: 3 clusters Score -332021.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 3139 members Entering Unmasked Estep Score: -332022.218750 Penalty: 783.539062 Iteration 30Q: 3 clusters Score -332022.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 3139 members Entering Unmasked Estep Score: -332022.218750 Penalty: 783.539062 Iteration 31F: 3 clusters Score -332022.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (15739 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15739 members Entering Unmasked Estep Score: -867509.875000 Penalty: 439.707306 Iteration 0F: 2 clusters Score -867509.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7968 members Mstep: Class 2 contains 7771 members Entering Unmasked Estep Score: -856980.000000 Penalty: 879.414612 Iteration 0F: 3 clusters Score -856980 nChanged 7462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9602 members Mstep: Class 2 contains 6137 members Entering Unmasked Estep Score: -861714.500000 Penalty: 879.414612 Iteration 1F: 3 clusters Score -861714.5 nChanged 1091 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10463 members Mstep: Class 2 contains 5276 members Entering Unmasked Estep Score: -862432.312500 Penalty: 879.414612 Iteration 2F: 3 clusters Score -862432.3 nChanged 1239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11580 members Mstep: Class 2 contains 4159 members Entering Unmasked Estep Score: -863406.562500 Penalty: 879.414612 Iteration 3F: 3 clusters Score -863406.6 nChanged 1209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12725 members Mstep: Class 2 contains 3014 members Entering Unmasked Estep Score: -864453.687500 Penalty: 879.414612 Iteration 4F: 3 clusters Score -864453.7 nChanged 1052 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13753 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -865419.062500 Penalty: 879.414612 Iteration 5F: 3 clusters Score -865419.1 nChanged 781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14530 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -866115.937500 Penalty: 879.414612 Iteration 6Q: 3 clusters Score -866115.9 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15051 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -866586.750000 Penalty: 879.414612 Iteration 7Q: 3 clusters Score -866586.8 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15349 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -866851.937500 Penalty: 879.414612 Iteration 8Q: 3 clusters Score -866851.9 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15500 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -866977.312500 Penalty: 879.414612 Iteration 9Q: 3 clusters Score -866977.3 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15567 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -867052.687500 Penalty: 879.414612 Iteration 10Q: 3 clusters Score -867052.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15597 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -867089.062500 Penalty: 879.414612 Iteration 11Q: 3 clusters Score -867089.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15611 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -867104.125000 Penalty: 879.414612 Iteration 12Q: 3 clusters Score -867104.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15617 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -867119.187500 Penalty: 879.414612 Iteration 13Q: 3 clusters Score -867119.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15620 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -867126.375000 Penalty: 879.414612 Iteration 14Q: 3 clusters Score -867126.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15623 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -867136.000000 Penalty: 879.414612 Iteration 15Q: 3 clusters Score -867136 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15627 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -867140.875000 Penalty: 879.414612 Iteration 16Q: 3 clusters Score -867140.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15628 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -867140.687500 Penalty: 879.414612 Iteration 17Q: 3 clusters Score -867140.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15629 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -867140.250000 Penalty: 879.414612 Iteration 18Q: 3 clusters Score -867140.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15629 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -867140.250000 Penalty: 879.414612 Iteration 19F: 3 clusters Score -867140.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (5081 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5081 members Entering Unmasked Estep Score: -296716.343750 Penalty: 388.263489 Iteration 0F: 2 clusters Score -296716.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2556 members Mstep: Class 2 contains 2525 members Entering Unmasked Estep Score: -293319.968750 Penalty: 776.526978 Iteration 0F: 3 clusters Score -293320 nChanged 2236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2832 members Mstep: Class 2 contains 2249 members Entering Unmasked Estep Score: -294838.218750 Penalty: 776.526978 Iteration 1F: 3 clusters Score -294838.2 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3122 members Mstep: Class 2 contains 1959 members Entering Unmasked Estep Score: -295197.968750 Penalty: 776.526978 Iteration 2F: 3 clusters Score -295198 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3389 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -295490.625000 Penalty: 776.526978 Iteration 3F: 3 clusters Score -295490.6 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3615 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -295729.375000 Penalty: 776.526978 Iteration 4F: 3 clusters Score -295729.4 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3791 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -295911.125000 Penalty: 776.526978 Iteration 5F: 3 clusters Score -295911.1 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3925 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -296038.250000 Penalty: 776.526978 Iteration 6Q: 3 clusters Score -296038.2 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4024 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -296137.250000 Penalty: 776.526978 Iteration 7Q: 3 clusters Score -296137.2 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4106 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -296200.218750 Penalty: 776.526978 Iteration 8Q: 3 clusters Score -296200.2 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4168 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -296243.218750 Penalty: 776.526978 Iteration 9Q: 3 clusters Score -296243.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4213 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -296273.031250 Penalty: 776.526978 Iteration 10Q: 3 clusters Score -296273 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4259 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -296302.281250 Penalty: 776.526978 Iteration 11Q: 3 clusters Score -296302.3 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4318 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -296338.062500 Penalty: 776.526978 Iteration 12Q: 3 clusters Score -296338.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4365 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -296364.312500 Penalty: 776.526978 Iteration 13Q: 3 clusters Score -296364.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4413 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -296384.625000 Penalty: 776.526978 Iteration 14Q: 3 clusters Score -296384.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4445 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -296397.500000 Penalty: 776.526978 Iteration 15Q: 3 clusters Score -296397.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4488 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -296416.593750 Penalty: 776.526978 Iteration 16Q: 3 clusters Score -296416.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4517 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -296427.593750 Penalty: 776.526978 Iteration 17Q: 3 clusters Score -296427.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4541 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -296439.031250 Penalty: 776.526978 Iteration 18Q: 3 clusters Score -296439 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4566 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -296450.375000 Penalty: 776.526978 Iteration 19Q: 3 clusters Score -296450.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4587 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -296459.718750 Penalty: 776.526978 Iteration 20F: 3 clusters Score -296459.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4606 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -296469.843750 Penalty: 776.526978 Iteration 21Q: 3 clusters Score -296469.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4627 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -296481.093750 Penalty: 776.526978 Iteration 22Q: 3 clusters Score -296481.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4649 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -296494.656250 Penalty: 776.526978 Iteration 23Q: 3 clusters Score -296494.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4671 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -296506.500000 Penalty: 776.526978 Iteration 24Q: 3 clusters Score -296506.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4682 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -296513.218750 Penalty: 776.526978 Iteration 25Q: 3 clusters Score -296513.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4691 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -296519.875000 Penalty: 776.526978 Iteration 26Q: 3 clusters Score -296519.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4701 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -296527.968750 Penalty: 776.526978 Iteration 27Q: 3 clusters Score -296528 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4707 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -296534.843750 Penalty: 776.526978 Iteration 28Q: 3 clusters Score -296534.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4717 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -296545.875000 Penalty: 776.526978 Iteration 29Q: 3 clusters Score -296545.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4726 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -296553.375000 Penalty: 776.526978 Iteration 30Q: 3 clusters Score -296553.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4736 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -296561.062500 Penalty: 776.526978 Iteration 31Q: 3 clusters Score -296561.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4746 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -296567.875000 Penalty: 776.526978 Iteration 32Q: 3 clusters Score -296567.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4752 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -296570.437500 Penalty: 776.526978 Iteration 33Q: 3 clusters Score -296570.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4756 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -296574.062500 Penalty: 776.526978 Iteration 34Q: 3 clusters Score -296574.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4761 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -296576.000000 Penalty: 776.526978 Iteration 35Q: 3 clusters Score -296576 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4765 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -296577.125000 Penalty: 776.526978 Iteration 36Q: 3 clusters Score -296577.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4768 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -296579.187500 Penalty: 776.526978 Iteration 37Q: 3 clusters Score -296579.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4770 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -296579.687500 Penalty: 776.526978 Iteration 38Q: 3 clusters Score -296579.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4771 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -296579.812500 Penalty: 776.526978 Iteration 39Q: 3 clusters Score -296579.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4771 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -296579.812500 Penalty: 776.526978 Iteration 40F: 3 clusters Score -296579.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (925 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Entering Unmasked Estep Score: -34511.703125 Penalty: 310.755615 Iteration 0F: 2 clusters Score -34511.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -33758.437500 Penalty: 621.511230 Iteration 0F: 3 clusters Score -33758.44 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -34164.796875 Penalty: 621.511230 Iteration 1F: 3 clusters Score -34164.8 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -34303.503906 Penalty: 621.511230 Iteration 2F: 3 clusters Score -34303.5 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -34364.988281 Penalty: 621.511230 Iteration 3F: 3 clusters Score -34364.99 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -34394.578125 Penalty: 621.511230 Iteration 4Q: 3 clusters Score -34394.58 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -34417.062500 Penalty: 621.511230 Iteration 5Q: 3 clusters Score -34417.06 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -34432.585938 Penalty: 621.511230 Iteration 6Q: 3 clusters Score -34432.59 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -34436.382812 Penalty: 621.511230 Iteration 7Q: 3 clusters Score -34436.38 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -34438.195312 Penalty: 621.511230 Iteration 8Q: 3 clusters Score -34438.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -34439.500000 Penalty: 621.511230 Iteration 9Q: 3 clusters Score -34439.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -34440.695312 Penalty: 621.511230 Iteration 10Q: 3 clusters Score -34440.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -34441.054688 Penalty: 621.511230 Iteration 11Q: 3 clusters Score -34441.05 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -34441.371094 Penalty: 621.511230 Iteration 12Q: 3 clusters Score -34441.37 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -34441.519531 Penalty: 621.511230 Iteration 13Q: 3 clusters Score -34441.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -34441.617188 Penalty: 621.511230 Iteration 14Q: 3 clusters Score -34441.62 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -34441.617188 Penalty: 621.511230 Iteration 15F: 3 clusters Score -34441.62 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (142 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Entering Unmasked Estep Score: -3451.789795 Penalty: 225.490143 Iteration 0F: 2 clusters Score -3451.79 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 67 members Entering Unmasked Estep Score: -3235.258301 Penalty: 450.980286 Iteration 0F: 3 clusters Score -3235.258 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -3332.478760 Penalty: 450.980286 Iteration 1F: 3 clusters Score -3332.479 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -3373.200928 Penalty: 450.980286 Iteration 2F: 3 clusters Score -3373.201 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -3395.025879 Penalty: 450.980286 Iteration 3Q: 3 clusters Score -3395.026 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -3405.971680 Penalty: 450.980286 Iteration 4Q: 3 clusters Score -3405.972 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -3418.699951 Penalty: 450.980286 Iteration 5Q: 3 clusters Score -3418.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -3426.506592 Penalty: 450.980286 Iteration 6Q: 3 clusters Score -3426.507 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -3426.802002 Penalty: 450.980286 Iteration 7Q: 3 clusters Score -3426.802 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -3426.802002 Penalty: 450.980286 Iteration 8F: 3 clusters Score -3426.802 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (5644 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5644 members Entering Unmasked Estep Score: -318022.375000 Penalty: 393.044861 Iteration 0F: 2 clusters Score -318022.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2805 members Mstep: Class 2 contains 2839 members Entering Unmasked Estep Score: -314243.625000 Penalty: 786.089722 Iteration 0F: 3 clusters Score -314243.6 nChanged 2521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2932 members Mstep: Class 2 contains 2712 members Entering Unmasked Estep Score: -315836.031250 Penalty: 786.089722 Iteration 1F: 3 clusters Score -315836 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3057 members Mstep: Class 2 contains 2587 members Entering Unmasked Estep Score: -316099.750000 Penalty: 786.089722 Iteration 2F: 3 clusters Score -316099.8 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3168 members Mstep: Class 2 contains 2476 members Entering Unmasked Estep Score: -316352.750000 Penalty: 786.089722 Iteration 3F: 3 clusters Score -316352.8 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3248 members Mstep: Class 2 contains 2396 members Entering Unmasked Estep Score: -316563.093750 Penalty: 786.089722 Iteration 4F: 3 clusters Score -316563.1 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3284 members Mstep: Class 2 contains 2360 members Entering Unmasked Estep Score: -316738.468750 Penalty: 786.089722 Iteration 5F: 3 clusters Score -316738.5 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3304 members Mstep: Class 2 contains 2340 members Entering Unmasked Estep Score: -316877.687500 Penalty: 786.089722 Iteration 6Q: 3 clusters Score -316877.7 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3313 members Mstep: Class 2 contains 2331 members Entering Unmasked Estep Score: -316978.125000 Penalty: 786.089722 Iteration 7Q: 3 clusters Score -316978.1 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3320 members Mstep: Class 2 contains 2324 members Entering Unmasked Estep Score: -317052.437500 Penalty: 786.089722 Iteration 8Q: 3 clusters Score -317052.4 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3313 members Mstep: Class 2 contains 2331 members Entering Unmasked Estep Score: -317109.125000 Penalty: 786.089722 Iteration 9Q: 3 clusters Score -317109.1 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3289 members Mstep: Class 2 contains 2355 members Entering Unmasked Estep Score: -317163.312500 Penalty: 786.089722 Iteration 10Q: 3 clusters Score -317163.3 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3279 members Mstep: Class 2 contains 2365 members Entering Unmasked Estep Score: -317221.250000 Penalty: 786.089722 Iteration 11Q: 3 clusters Score -317221.2 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3295 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -317278.437500 Penalty: 786.089722 Iteration 12Q: 3 clusters Score -317278.4 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3314 members Mstep: Class 2 contains 2330 members Entering Unmasked Estep Score: -317325.000000 Penalty: 786.089722 Iteration 13Q: 3 clusters Score -317325 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3346 members Mstep: Class 2 contains 2298 members Entering Unmasked Estep Score: -317374.312500 Penalty: 786.089722 Iteration 14Q: 3 clusters Score -317374.3 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3384 members Mstep: Class 2 contains 2260 members Entering Unmasked Estep Score: -317413.593750 Penalty: 786.089722 Iteration 15Q: 3 clusters Score -317413.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3417 members Mstep: Class 2 contains 2227 members Entering Unmasked Estep Score: -317435.593750 Penalty: 786.089722 Iteration 16Q: 3 clusters Score -317435.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3449 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -317447.187500 Penalty: 786.089722 Iteration 17Q: 3 clusters Score -317447.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3473 members Mstep: Class 2 contains 2171 members Entering Unmasked Estep Score: -317453.187500 Penalty: 786.089722 Iteration 18Q: 3 clusters Score -317453.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3497 members Mstep: Class 2 contains 2147 members Entering Unmasked Estep Score: -317458.968750 Penalty: 786.089722 Iteration 19Q: 3 clusters Score -317459 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3518 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -317464.406250 Penalty: 786.089722 Iteration 20F: 3 clusters Score -317464.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3542 members Mstep: Class 2 contains 2102 members Entering Unmasked Estep Score: -317468.468750 Penalty: 786.089722 Iteration 21Q: 3 clusters Score -317468.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3557 members Mstep: Class 2 contains 2087 members Entering Unmasked Estep Score: -317469.500000 Penalty: 786.089722 Iteration 22Q: 3 clusters Score -317469.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3567 members Mstep: Class 2 contains 2077 members Entering Unmasked Estep Score: -317470.781250 Penalty: 786.089722 Iteration 23Q: 3 clusters Score -317470.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3579 members Mstep: Class 2 contains 2065 members Entering Unmasked Estep Score: -317471.250000 Penalty: 786.089722 Iteration 24Q: 3 clusters Score -317471.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3584 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -317472.218750 Penalty: 786.089722 Iteration 25Q: 3 clusters Score -317472.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3589 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -317472.062500 Penalty: 786.089722 Iteration 26Q: 3 clusters Score -317472.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3594 members Mstep: Class 2 contains 2050 members Entering Unmasked Estep Score: -317472.718750 Penalty: 786.089722 Iteration 27Q: 3 clusters Score -317472.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3600 members Mstep: Class 2 contains 2044 members Entering Unmasked Estep Score: -317473.937500 Penalty: 786.089722 Iteration 28Q: 3 clusters Score -317473.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3608 members Mstep: Class 2 contains 2036 members Entering Unmasked Estep Score: -317474.406250 Penalty: 786.089722 Iteration 29Q: 3 clusters Score -317474.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3618 members Mstep: Class 2 contains 2026 members Entering Unmasked Estep Score: -317476.062500 Penalty: 786.089722 Iteration 30Q: 3 clusters Score -317476.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3632 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -317478.750000 Penalty: 786.089722 Iteration 31Q: 3 clusters Score -317478.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3649 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -317483.218750 Penalty: 786.089722 Iteration 32Q: 3 clusters Score -317483.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3664 members Mstep: Class 2 contains 1980 members Entering Unmasked Estep Score: -317485.187500 Penalty: 786.089722 Iteration 33Q: 3 clusters Score -317485.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3684 members Mstep: Class 2 contains 1960 members Entering Unmasked Estep Score: -317489.031250 Penalty: 786.089722 Iteration 34Q: 3 clusters Score -317489 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3704 members Mstep: Class 2 contains 1940 members Entering Unmasked Estep Score: -317492.031250 Penalty: 786.089722 Iteration 35Q: 3 clusters Score -317492 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3724 members Mstep: Class 2 contains 1920 members Entering Unmasked Estep Score: -317495.125000 Penalty: 786.089722 Iteration 36Q: 3 clusters Score -317495.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3744 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -317498.562500 Penalty: 786.089722 Iteration 37Q: 3 clusters Score -317498.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3760 members Mstep: Class 2 contains 1884 members Entering Unmasked Estep Score: -317501.562500 Penalty: 786.089722 Iteration 38Q: 3 clusters Score -317501.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3775 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -317503.312500 Penalty: 786.089722 Iteration 39Q: 3 clusters Score -317503.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3791 members Mstep: Class 2 contains 1853 members Entering Unmasked Estep Score: -317505.750000 Penalty: 786.089722 Iteration 40F: 3 clusters Score -317505.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3809 members Mstep: Class 2 contains 1835 members Entering Unmasked Estep Score: -317508.437500 Penalty: 786.089722 Iteration 41Q: 3 clusters Score -317508.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3829 members Mstep: Class 2 contains 1815 members Entering Unmasked Estep Score: -317513.500000 Penalty: 786.089722 Iteration 42Q: 3 clusters Score -317513.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3856 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -317518.062500 Penalty: 786.089722 Iteration 43Q: 3 clusters Score -317518.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3881 members Mstep: Class 2 contains 1763 members Entering Unmasked Estep Score: -317522.093750 Penalty: 786.089722 Iteration 44Q: 3 clusters Score -317522.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3903 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -317527.656250 Penalty: 786.089722 Iteration 45Q: 3 clusters Score -317527.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3929 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -317535.750000 Penalty: 786.089722 Iteration 46Q: 3 clusters Score -317535.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3954 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -317543.843750 Penalty: 786.089722 Iteration 47Q: 3 clusters Score -317543.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3974 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -317546.750000 Penalty: 786.089722 Iteration 48Q: 3 clusters Score -317546.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4002 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -317553.312500 Penalty: 786.089722 Iteration 49Q: 3 clusters Score -317553.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4028 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -317557.218750 Penalty: 786.089722 Iteration 50Q: 3 clusters Score -317557.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4051 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -317560.312500 Penalty: 786.089722 Iteration 51Q: 3 clusters Score -317560.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4067 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -317562.875000 Penalty: 786.089722 Iteration 52Q: 3 clusters Score -317562.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4084 members Mstep: Class 2 contains 1560 members Entering Unmasked Estep Score: -317565.906250 Penalty: 786.089722 Iteration 53Q: 3 clusters Score -317565.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4096 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -317566.875000 Penalty: 786.089722 Iteration 54Q: 3 clusters Score -317566.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4112 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -317568.968750 Penalty: 786.089722 Iteration 55Q: 3 clusters Score -317569 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4123 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -317570.468750 Penalty: 786.089722 Iteration 56Q: 3 clusters Score -317570.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4131 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -317570.687500 Penalty: 786.089722 Iteration 57Q: 3 clusters Score -317570.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4136 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -317571.312500 Penalty: 786.089722 Iteration 58Q: 3 clusters Score -317571.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4139 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -317571.375000 Penalty: 786.089722 Iteration 59Q: 3 clusters Score -317571.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4145 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -317572.187500 Penalty: 786.089722 Iteration 60F: 3 clusters Score -317572.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4156 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -317573.968750 Penalty: 786.089722 Iteration 61Q: 3 clusters Score -317574 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4171 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -317576.437500 Penalty: 786.089722 Iteration 62Q: 3 clusters Score -317576.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4180 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -317578.750000 Penalty: 786.089722 Iteration 63Q: 3 clusters Score -317578.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4193 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -317580.812500 Penalty: 786.089722 Iteration 64Q: 3 clusters Score -317580.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4205 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -317582.000000 Penalty: 786.089722 Iteration 65Q: 3 clusters Score -317582 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4218 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -317584.875000 Penalty: 786.089722 Iteration 66Q: 3 clusters Score -317584.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4232 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -317587.343750 Penalty: 786.089722 Iteration 67Q: 3 clusters Score -317587.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4248 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -317589.062500 Penalty: 786.089722 Iteration 68Q: 3 clusters Score -317589.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4260 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -317592.375000 Penalty: 786.089722 Iteration 69Q: 3 clusters Score -317592.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4275 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -317595.718750 Penalty: 786.089722 Iteration 70Q: 3 clusters Score -317595.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4292 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -317599.125000 Penalty: 786.089722 Iteration 71Q: 3 clusters Score -317599.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4308 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -317601.375000 Penalty: 786.089722 Iteration 72Q: 3 clusters Score -317601.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4320 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -317602.812500 Penalty: 786.089722 Iteration 73Q: 3 clusters Score -317602.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4333 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -317604.281250 Penalty: 786.089722 Iteration 74Q: 3 clusters Score -317604.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4349 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -317606.312500 Penalty: 786.089722 Iteration 75Q: 3 clusters Score -317606.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4364 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -317609.062500 Penalty: 786.089722 Iteration 76Q: 3 clusters Score -317609.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4380 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -317610.812500 Penalty: 786.089722 Iteration 77Q: 3 clusters Score -317610.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4392 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -317612.468750 Penalty: 786.089722 Iteration 78Q: 3 clusters Score -317612.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4399 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -317612.687500 Penalty: 786.089722 Iteration 79Q: 3 clusters Score -317612.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4404 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -317613.718750 Penalty: 786.089722 Iteration 80F: 3 clusters Score -317613.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4412 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -317614.062500 Penalty: 786.089722 Iteration 81Q: 3 clusters Score -317614.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4419 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -317615.281250 Penalty: 786.089722 Iteration 82Q: 3 clusters Score -317615.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4424 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -317615.531250 Penalty: 786.089722 Iteration 83Q: 3 clusters Score -317615.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4431 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -317616.125000 Penalty: 786.089722 Iteration 84Q: 3 clusters Score -317616.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4435 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -317616.625000 Penalty: 786.089722 Iteration 85Q: 3 clusters Score -317616.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4438 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -317617.968750 Penalty: 786.089722 Iteration 86Q: 3 clusters Score -317618 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4444 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -317618.812500 Penalty: 786.089722 Iteration 87Q: 3 clusters Score -317618.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4452 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -317620.531250 Penalty: 786.089722 Iteration 88Q: 3 clusters Score -317620.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4461 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -317621.062500 Penalty: 786.089722 Iteration 89Q: 3 clusters Score -317621.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4468 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -317621.625000 Penalty: 786.089722 Iteration 90Q: 3 clusters Score -317621.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4477 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -317623.187500 Penalty: 786.089722 Iteration 91Q: 3 clusters Score -317623.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4483 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -317623.406250 Penalty: 786.089722 Iteration 92Q: 3 clusters Score -317623.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4491 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -317625.656250 Penalty: 786.089722 Iteration 93Q: 3 clusters Score -317625.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4502 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -317627.906250 Penalty: 786.089722 Iteration 94Q: 3 clusters Score -317627.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4511 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -317629.625000 Penalty: 786.089722 Iteration 95Q: 3 clusters Score -317629.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4524 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -317632.843750 Penalty: 786.089722 Iteration 96Q: 3 clusters Score -317632.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4542 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -317637.406250 Penalty: 786.089722 Iteration 97Q: 3 clusters Score -317637.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4558 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -317640.718750 Penalty: 786.089722 Iteration 98Q: 3 clusters Score -317640.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4571 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -317643.312500 Penalty: 786.089722 Iteration 99Q: 3 clusters Score -317643.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4583 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -317645.062500 Penalty: 786.089722 Iteration 100F: 3 clusters Score -317645.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4590 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -317648.031250 Penalty: 786.089722 Iteration 101Q: 3 clusters Score -317648 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4596 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -317649.281250 Penalty: 786.089722 Iteration 102Q: 3 clusters Score -317649.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4603 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -317649.468750 Penalty: 786.089722 Iteration 103Q: 3 clusters Score -317649.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4611 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -317650.718750 Penalty: 786.089722 Iteration 104Q: 3 clusters Score -317650.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4622 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -317651.937500 Penalty: 786.089722 Iteration 105Q: 3 clusters Score -317651.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4629 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -317652.968750 Penalty: 786.089722 Iteration 106Q: 3 clusters Score -317653 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4633 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -317653.375000 Penalty: 786.089722 Iteration 107Q: 3 clusters Score -317653.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4638 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -317654.625000 Penalty: 786.089722 Iteration 108Q: 3 clusters Score -317654.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4646 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -317656.343750 Penalty: 786.089722 Iteration 109Q: 3 clusters Score -317656.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4653 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -317656.812500 Penalty: 786.089722 Iteration 110Q: 3 clusters Score -317656.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4661 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -317658.781250 Penalty: 786.089722 Iteration 111Q: 3 clusters Score -317658.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4669 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -317660.093750 Penalty: 786.089722 Iteration 112Q: 3 clusters Score -317660.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4678 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -317662.093750 Penalty: 786.089722 Iteration 113Q: 3 clusters Score -317662.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4688 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -317663.093750 Penalty: 786.089722 Iteration 114Q: 3 clusters Score -317663.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4695 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -317664.031250 Penalty: 786.089722 Iteration 115Q: 3 clusters Score -317664 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4700 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -317664.968750 Penalty: 786.089722 Iteration 116Q: 3 clusters Score -317665 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4709 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -317666.656250 Penalty: 786.089722 Iteration 117Q: 3 clusters Score -317666.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4717 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -317667.187500 Penalty: 786.089722 Iteration 118Q: 3 clusters Score -317667.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4723 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -317669.250000 Penalty: 786.089722 Iteration 119Q: 3 clusters Score -317669.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4729 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -317669.812500 Penalty: 786.089722 Iteration 120F: 3 clusters Score -317669.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4735 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -317670.625000 Penalty: 786.089722 Iteration 121Q: 3 clusters Score -317670.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4741 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -317671.468750 Penalty: 786.089722 Iteration 122Q: 3 clusters Score -317671.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4741 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -317671.468750 Penalty: 786.089722 Iteration 123F: 3 clusters Score -317671.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (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: -59555.843750 Penalty: 319.174042 Iteration 0F: 2 clusters Score -59555.84 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -58657.996094 Penalty: 638.348083 Iteration 0F: 3 clusters Score -58658 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -59002.125000 Penalty: 638.348083 Iteration 1F: 3 clusters Score -59002.12 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -59069.066406 Penalty: 638.348083 Iteration 2F: 3 clusters Score -59069.07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -59099.851562 Penalty: 638.348083 Iteration 3Q: 3 clusters Score -59099.85 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -59119.070312 Penalty: 638.348083 Iteration 4Q: 3 clusters Score -59119.07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -59146.777344 Penalty: 638.348083 Iteration 5Q: 3 clusters Score -59146.78 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -59172.582031 Penalty: 638.348083 Iteration 6Q: 3 clusters Score -59172.58 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -59204.187500 Penalty: 638.348083 Iteration 7Q: 3 clusters Score -59204.19 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -59229.503906 Penalty: 638.348083 Iteration 8Q: 3 clusters Score -59229.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -59240.804688 Penalty: 638.348083 Iteration 9Q: 3 clusters Score -59240.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -59250.335938 Penalty: 638.348083 Iteration 10Q: 3 clusters Score -59250.34 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -59266.996094 Penalty: 638.348083 Iteration 11Q: 3 clusters Score -59267 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -59286.648438 Penalty: 638.348083 Iteration 12Q: 3 clusters Score -59286.65 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -59306.527344 Penalty: 638.348083 Iteration 13Q: 3 clusters Score -59306.53 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -59329.718750 Penalty: 638.348083 Iteration 14Q: 3 clusters Score -59329.72 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -59339.414062 Penalty: 638.348083 Iteration 15Q: 3 clusters Score -59339.41 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -59346.464844 Penalty: 638.348083 Iteration 16Q: 3 clusters Score -59346.46 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -59354.054688 Penalty: 638.348083 Iteration 17Q: 3 clusters Score -59354.05 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -59362.000000 Penalty: 638.348083 Iteration 18Q: 3 clusters Score -59362 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -59371.441406 Penalty: 638.348083 Iteration 19Q: 3 clusters Score -59371.44 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -59378.523438 Penalty: 638.348083 Iteration 20F: 3 clusters Score -59378.52 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -59384.179688 Penalty: 638.348083 Iteration 21Q: 3 clusters Score -59384.18 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -59384.902344 Penalty: 638.348083 Iteration 22Q: 3 clusters Score -59384.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -59386.695312 Penalty: 638.348083 Iteration 23Q: 3 clusters Score -59386.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -59389.535156 Penalty: 638.348083 Iteration 24Q: 3 clusters Score -59389.54 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -59393.582031 Penalty: 638.348083 Iteration 25Q: 3 clusters Score -59393.58 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -59394.203125 Penalty: 638.348083 Iteration 26Q: 3 clusters Score -59394.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -59394.777344 Penalty: 638.348083 Iteration 27Q: 3 clusters Score -59394.78 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -59394.777344 Penalty: 638.348083 Iteration 28F: 3 clusters Score -59394.78 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (1612 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Entering Unmasked Estep Score: -74356.132812 Penalty: 336.028015 Iteration 0F: 2 clusters Score -74356.13 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -73163.210938 Penalty: 672.056030 Iteration 0F: 3 clusters Score -73163.21 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -73544.101562 Penalty: 672.056030 Iteration 1F: 3 clusters Score -73544.1 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -73657.648438 Penalty: 672.056030 Iteration 2F: 3 clusters Score -73657.65 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -73761.664062 Penalty: 672.056030 Iteration 3F: 3 clusters Score -73761.66 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -73819.187500 Penalty: 672.056030 Iteration 4F: 3 clusters Score -73819.19 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -73868.304688 Penalty: 672.056030 Iteration 5Q: 3 clusters Score -73868.3 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -73915.710938 Penalty: 672.056030 Iteration 6Q: 3 clusters Score -73915.71 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -73947.828125 Penalty: 672.056030 Iteration 7Q: 3 clusters Score -73947.83 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -73972.804688 Penalty: 672.056030 Iteration 8Q: 3 clusters Score -73972.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -73987.289062 Penalty: 672.056030 Iteration 9Q: 3 clusters Score -73987.29 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -73991.781250 Penalty: 672.056030 Iteration 10Q: 3 clusters Score -73991.78 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -73997.265625 Penalty: 672.056030 Iteration 11Q: 3 clusters Score -73997.27 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -74001.281250 Penalty: 672.056030 Iteration 12Q: 3 clusters Score -74001.28 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -74002.609375 Penalty: 672.056030 Iteration 13Q: 3 clusters Score -74002.61 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -74002.937500 Penalty: 672.056030 Iteration 14Q: 3 clusters Score -74002.94 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -74003.273438 Penalty: 672.056030 Iteration 15Q: 3 clusters Score -74003.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -74003.632812 Penalty: 672.056030 Iteration 16Q: 3 clusters Score -74003.63 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -74003.679688 Penalty: 672.056030 Iteration 17Q: 3 clusters Score -74003.68 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -74004.039062 Penalty: 672.056030 Iteration 18Q: 3 clusters Score -74004.04 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -74004.468750 Penalty: 672.056030 Iteration 19Q: 3 clusters Score -74004.47 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -74004.992188 Penalty: 672.056030 Iteration 20F: 3 clusters Score -74004.99 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -74005.007812 Penalty: 672.056030 Iteration 21Q: 3 clusters Score -74005.01 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -74005.007812 Penalty: 672.056030 Iteration 22F: 3 clusters Score -74005.01 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1032 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Entering Unmasked Estep Score: -60047.070312 Penalty: 315.736053 Iteration 0F: 2 clusters Score -60047.07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -59197.972656 Penalty: 631.472107 Iteration 0F: 3 clusters Score -59197.97 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -59465.167969 Penalty: 631.472107 Iteration 1F: 3 clusters Score -59465.17 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -59551.492188 Penalty: 631.472107 Iteration 2F: 3 clusters Score -59551.49 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -59598.515625 Penalty: 631.472107 Iteration 3F: 3 clusters Score -59598.52 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -59627.265625 Penalty: 631.472107 Iteration 4F: 3 clusters Score -59627.27 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -59642.789062 Penalty: 631.472107 Iteration 5Q: 3 clusters Score -59642.79 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -59654.226562 Penalty: 631.472107 Iteration 6Q: 3 clusters Score -59654.23 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -59661.339844 Penalty: 631.472107 Iteration 7Q: 3 clusters Score -59661.34 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -59669.640625 Penalty: 631.472107 Iteration 8Q: 3 clusters Score -59669.64 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -59677.121094 Penalty: 631.472107 Iteration 9Q: 3 clusters Score -59677.12 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -59682.593750 Penalty: 631.472107 Iteration 10Q: 3 clusters Score -59682.59 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -59688.468750 Penalty: 631.472107 Iteration 11Q: 3 clusters Score -59688.47 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -59694.253906 Penalty: 631.472107 Iteration 12Q: 3 clusters Score -59694.25 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -59698.054688 Penalty: 631.472107 Iteration 13Q: 3 clusters Score -59698.05 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -59703.644531 Penalty: 631.472107 Iteration 14Q: 3 clusters Score -59703.64 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -59709.914062 Penalty: 631.472107 Iteration 15Q: 3 clusters Score -59709.91 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -59714.285156 Penalty: 631.472107 Iteration 16Q: 3 clusters Score -59714.29 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -59716.140625 Penalty: 631.472107 Iteration 17Q: 3 clusters Score -59716.14 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -59718.816406 Penalty: 631.472107 Iteration 18Q: 3 clusters Score -59718.82 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -59724.972656 Penalty: 631.472107 Iteration 19Q: 3 clusters Score -59724.97 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -59731.734375 Penalty: 631.472107 Iteration 20F: 3 clusters Score -59731.73 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -59736.054688 Penalty: 631.472107 Iteration 21Q: 3 clusters Score -59736.05 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -59737.390625 Penalty: 631.472107 Iteration 22Q: 3 clusters Score -59737.39 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -59738.867188 Penalty: 631.472107 Iteration 23Q: 3 clusters Score -59738.87 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -59740.640625 Penalty: 631.472107 Iteration 24Q: 3 clusters Score -59740.64 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -59742.273438 Penalty: 631.472107 Iteration 25Q: 3 clusters Score -59742.27 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -59743.308594 Penalty: 631.472107 Iteration 26Q: 3 clusters Score -59743.31 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -59743.910156 Penalty: 631.472107 Iteration 27Q: 3 clusters Score -59743.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -59744.277344 Penalty: 631.472107 Iteration 28Q: 3 clusters Score -59744.28 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -59744.390625 Penalty: 631.472107 Iteration 29Q: 3 clusters Score -59744.39 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -59744.390625 Penalty: 631.472107 Iteration 30F: 3 clusters Score -59744.39 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (321 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Entering Unmasked Estep Score: -18966.841797 Penalty: 262.600555 Iteration 0F: 2 clusters Score -18966.84 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -18601.160156 Penalty: 525.201111 Iteration 0F: 3 clusters Score -18601.16 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -18692.255859 Penalty: 525.201111 Iteration 1F: 3 clusters Score -18692.26 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -18712.980469 Penalty: 525.201111 Iteration 2F: 3 clusters Score -18712.98 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -18719.824219 Penalty: 525.201111 Iteration 3Q: 3 clusters Score -18719.82 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -18728.636719 Penalty: 525.201111 Iteration 4Q: 3 clusters Score -18728.64 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -18736.273438 Penalty: 525.201111 Iteration 5Q: 3 clusters Score -18736.27 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -18737.183594 Penalty: 525.201111 Iteration 6Q: 3 clusters Score -18737.18 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -18737.892578 Penalty: 525.201111 Iteration 7Q: 3 clusters Score -18737.89 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -18738.367188 Penalty: 525.201111 Iteration 8Q: 3 clusters Score -18738.37 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -18739.085938 Penalty: 525.201111 Iteration 9Q: 3 clusters Score -18739.09 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -18739.085938 Penalty: 525.201111 Iteration 10F: 3 clusters Score -18739.09 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (8054 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8054 members Entering Unmasked Estep Score: -439312.468750 Penalty: 409.223541 Iteration 0F: 2 clusters Score -439312.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3969 members Mstep: Class 2 contains 4085 members Entering Unmasked Estep Score: -433971.187500 Penalty: 818.447083 Iteration 0F: 3 clusters Score -433971.2 nChanged 3751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3210 members Mstep: Class 2 contains 4844 members Entering Unmasked Estep Score: -436505.875000 Penalty: 818.447083 Iteration 1F: 3 clusters Score -436505.9 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2833 members Mstep: Class 2 contains 5221 members Entering Unmasked Estep Score: -436887.843750 Penalty: 818.447083 Iteration 2F: 3 clusters Score -436887.8 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2481 members Mstep: Class 2 contains 5573 members Entering Unmasked Estep Score: -437197.937500 Penalty: 818.447083 Iteration 3F: 3 clusters Score -437197.9 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2165 members Mstep: Class 2 contains 5889 members Entering Unmasked Estep Score: -437449.343750 Penalty: 818.447083 Iteration 4F: 3 clusters Score -437449.3 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 6248 members Entering Unmasked Estep Score: -437726.593750 Penalty: 818.447083 Iteration 5F: 3 clusters Score -437726.6 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 6560 members Entering Unmasked Estep Score: -437979.500000 Penalty: 818.447083 Iteration 6Q: 3 clusters Score -437979.5 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 6847 members Entering Unmasked Estep Score: -438210.812500 Penalty: 818.447083 Iteration 7Q: 3 clusters Score -438210.8 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 7080 members Entering Unmasked Estep Score: -438411.062500 Penalty: 818.447083 Iteration 8Q: 3 clusters Score -438411.1 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 7251 members Entering Unmasked Estep Score: -438581.000000 Penalty: 818.447083 Iteration 9Q: 3 clusters Score -438581 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 7367 members Entering Unmasked Estep Score: -438701.093750 Penalty: 818.447083 Iteration 10Q: 3 clusters Score -438701.1 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 7457 members Entering Unmasked Estep Score: -438783.500000 Penalty: 818.447083 Iteration 11Q: 3 clusters Score -438783.5 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 7516 members Entering Unmasked Estep Score: -438830.093750 Penalty: 818.447083 Iteration 12Q: 3 clusters Score -438830.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 7556 members Entering Unmasked Estep Score: -438861.156250 Penalty: 818.447083 Iteration 13Q: 3 clusters Score -438861.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 7589 members Entering Unmasked Estep Score: -438884.031250 Penalty: 818.447083 Iteration 14Q: 3 clusters Score -438884 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 7615 members Entering Unmasked Estep Score: -438896.531250 Penalty: 818.447083 Iteration 15Q: 3 clusters Score -438896.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 7633 members Entering Unmasked Estep Score: -438904.125000 Penalty: 818.447083 Iteration 16Q: 3 clusters Score -438904.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 7646 members Entering Unmasked Estep Score: -438910.375000 Penalty: 818.447083 Iteration 17Q: 3 clusters Score -438910.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 7659 members Entering Unmasked Estep Score: -438917.468750 Penalty: 818.447083 Iteration 18Q: 3 clusters Score -438917.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 7673 members Entering Unmasked Estep Score: -438928.062500 Penalty: 818.447083 Iteration 19Q: 3 clusters Score -438928.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 7691 members Entering Unmasked Estep Score: -438936.812500 Penalty: 818.447083 Iteration 20F: 3 clusters Score -438936.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 7704 members Entering Unmasked Estep Score: -438945.250000 Penalty: 818.447083 Iteration 21Q: 3 clusters Score -438945.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 7721 members Entering Unmasked Estep Score: -438953.593750 Penalty: 818.447083 Iteration 22Q: 3 clusters Score -438953.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 7731 members Entering Unmasked Estep Score: -438957.968750 Penalty: 818.447083 Iteration 23Q: 3 clusters Score -438958 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 7737 members Entering Unmasked Estep Score: -438965.281250 Penalty: 818.447083 Iteration 24Q: 3 clusters Score -438965.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 7745 members Entering Unmasked Estep Score: -438968.406250 Penalty: 818.447083 Iteration 25Q: 3 clusters Score -438968.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 7748 members Entering Unmasked Estep Score: -438968.812500 Penalty: 818.447083 Iteration 26Q: 3 clusters Score -438968.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 7753 members Entering Unmasked Estep Score: -438972.312500 Penalty: 818.447083 Iteration 27Q: 3 clusters Score -438972.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 7757 members Entering Unmasked Estep Score: -438975.812500 Penalty: 818.447083 Iteration 28Q: 3 clusters Score -438975.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 7762 members Entering Unmasked Estep Score: -438979.781250 Penalty: 818.447083 Iteration 29Q: 3 clusters Score -438979.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 7771 members Entering Unmasked Estep Score: -438984.000000 Penalty: 818.447083 Iteration 30Q: 3 clusters Score -438984 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 7777 members Entering Unmasked Estep Score: -438989.562500 Penalty: 818.447083 Iteration 31Q: 3 clusters Score -438989.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 7783 members Entering Unmasked Estep Score: -438992.281250 Penalty: 818.447083 Iteration 32Q: 3 clusters Score -438992.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 7786 members Entering Unmasked Estep Score: -438992.656250 Penalty: 818.447083 Iteration 33Q: 3 clusters Score -438992.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 7789 members Entering Unmasked Estep Score: -438994.343750 Penalty: 818.447083 Iteration 34Q: 3 clusters Score -438994.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 7793 members Entering Unmasked Estep Score: -438995.250000 Penalty: 818.447083 Iteration 35Q: 3 clusters Score -438995.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 7794 members Entering Unmasked Estep Score: -438995.031250 Penalty: 818.447083 Iteration 36Q: 3 clusters Score -438995 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 7795 members Entering Unmasked Estep Score: -438995.843750 Penalty: 818.447083 Iteration 37Q: 3 clusters Score -438995.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 7796 members Entering Unmasked Estep Score: -438995.812500 Penalty: 818.447083 Iteration 38Q: 3 clusters Score -438995.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 7796 members Entering Unmasked Estep Score: -438995.812500 Penalty: 818.447083 Iteration 39F: 3 clusters Score -438995.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (103083 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103083 members Entering Unmasked Estep Score: -6392045.500000 Penalty: 525.219727 Iteration 0F: 2 clusters Score -6392046 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51712 members Mstep: Class 2 contains 51371 members Entering Unmasked Estep Score: -6322700.000000 Penalty: 1050.439453 Iteration 0F: 3 clusters Score -6322700 nChanged 50601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58575 members Mstep: Class 2 contains 44508 members Entering Unmasked Estep Score: -6353876.000000 Penalty: 1050.439453 Iteration 1F: 3 clusters Score -6353876 nChanged 5340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62537 members Mstep: Class 2 contains 40546 members Entering Unmasked Estep Score: -6356258.000000 Penalty: 1050.439453 Iteration 2F: 3 clusters Score -6356258 nChanged 6484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68341 members Mstep: Class 2 contains 34742 members Entering Unmasked Estep Score: -6360188.000000 Penalty: 1050.439453 Iteration 3F: 3 clusters Score -6360188 nChanged 7897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75920 members Mstep: Class 2 contains 27163 members Entering Unmasked Estep Score: -6366438.000000 Penalty: 1050.439453 Iteration 4F: 3 clusters Score -6366438 nChanged 8559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84323 members Mstep: Class 2 contains 18760 members Entering Unmasked Estep Score: -6374546.500000 Penalty: 1050.439453 Iteration 5F: 3 clusters Score -6374546 nChanged 7502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91779 members Mstep: Class 2 contains 11304 members Entering Unmasked Estep Score: -6382157.500000 Penalty: 1050.439453 Iteration 6F: 3 clusters Score -6382158 nChanged 5086 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96849 members Mstep: Class 2 contains 6234 members Entering Unmasked Estep Score: -6386997.500000 Penalty: 1050.439453 Iteration 7Q: 3 clusters Score -6386998 nChanged 2913 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99752 members Mstep: Class 2 contains 3331 members Entering Unmasked Estep Score: -6389461.000000 Penalty: 1050.439453 Iteration 8Q: 3 clusters Score -6389461 nChanged 1591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101341 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -6390619.000000 Penalty: 1050.439453 Iteration 9Q: 3 clusters Score -6390619 nChanged 811 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102152 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -6391161.000000 Penalty: 1050.439453 Iteration 10Q: 3 clusters Score -6391161 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102531 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -6391378.000000 Penalty: 1050.439453 Iteration 11Q: 3 clusters Score -6391378 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102703 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -6391487.500000 Penalty: 1050.439453 Iteration 12Q: 3 clusters Score -6391488 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102802 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -6391549.500000 Penalty: 1050.439453 Iteration 13Q: 3 clusters Score -6391550 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102855 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -6391592.000000 Penalty: 1050.439453 Iteration 14Q: 3 clusters Score -6391592 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102883 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -6391605.000000 Penalty: 1050.439453 Iteration 15Q: 3 clusters Score -6391605 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102895 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -6391606.500000 Penalty: 1050.439453 Iteration 16Q: 3 clusters Score -6391606 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102899 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -6391611.000000 Penalty: 1050.439453 Iteration 17Q: 3 clusters Score -6391611 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102903 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -6391624.000000 Penalty: 1050.439453 Iteration 18Q: 3 clusters Score -6391624 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102902 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -6391628.500000 Penalty: 1050.439453 Iteration 19Q: 3 clusters Score -6391628 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102905 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -6391632.500000 Penalty: 1050.439453 Iteration 20F: 3 clusters Score -6391632 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102906 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -6391633.000000 Penalty: 1050.439453 Iteration 21Q: 3 clusters Score -6391633 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102905 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -6391633.500000 Penalty: 1050.439453 Iteration 22Q: 3 clusters Score -6391634 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102905 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -6391636.000000 Penalty: 1050.439453 Iteration 23Q: 3 clusters Score -6391636 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102908 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -6391632.000000 Penalty: 1050.439453 Iteration 24Q: 3 clusters Score -6391632 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102909 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -6391637.000000 Penalty: 1050.439453 Iteration 25Q: 3 clusters Score -6391637 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102911 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -6391640.000000 Penalty: 1050.439453 Iteration 26Q: 3 clusters Score -6391640 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102914 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -6391650.500000 Penalty: 1050.439453 Iteration 27Q: 3 clusters Score -6391650 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102914 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -6391649.500000 Penalty: 1050.439453 Iteration 28Q: 3 clusters Score -6391650 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102918 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -6391651.500000 Penalty: 1050.439453 Iteration 29Q: 3 clusters Score -6391652 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102918 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -6391657.000000 Penalty: 1050.439453 Iteration 30Q: 3 clusters Score -6391657 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102917 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -6391661.500000 Penalty: 1050.439453 Iteration 31Q: 3 clusters Score -6391662 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102920 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -6391664.000000 Penalty: 1050.439453 Iteration 32Q: 3 clusters Score -6391664 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102921 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -6391665.000000 Penalty: 1050.439453 Iteration 33Q: 3 clusters Score -6391665 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102918 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -6391676.500000 Penalty: 1050.439453 Iteration 34Q: 3 clusters Score -6391676 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102916 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -6391679.000000 Penalty: 1050.439453 Iteration 35Q: 3 clusters Score -6391679 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102916 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -6391683.500000 Penalty: 1050.439453 Iteration 36Q: 3 clusters Score -6391684 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102915 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -6391693.500000 Penalty: 1050.439453 Iteration 37Q: 3 clusters Score -6391694 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102919 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -6391697.000000 Penalty: 1050.439453 Iteration 38Q: 3 clusters Score -6391697 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102921 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -6391702.000000 Penalty: 1050.439453 Iteration 39Q: 3 clusters Score -6391702 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102918 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -6391702.500000 Penalty: 1050.439453 Iteration 40F: 3 clusters Score -6391702 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102918 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -6391703.000000 Penalty: 1050.439453 Iteration 41Q: 3 clusters Score -6391703 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102918 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -6391702.500000 Penalty: 1050.439453 Iteration 42Q: 3 clusters Score -6391702 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102918 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -6391702.500000 Penalty: 1050.439453 Iteration 43Q: 3 clusters Score -6391702 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102918 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -6391702.500000 Penalty: 1050.439453 Iteration 44F: 3 clusters Score -6391702 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (2953 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2953 members Entering Unmasked Estep Score: -168716.625000 Penalty: 363.571228 Iteration 0F: 2 clusters Score -168716.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -166653.390625 Penalty: 727.142456 Iteration 0F: 3 clusters Score -166653.4 nChanged 1307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -167434.781250 Penalty: 727.142456 Iteration 1F: 3 clusters Score -167434.8 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -167532.203125 Penalty: 727.142456 Iteration 2F: 3 clusters Score -167532.2 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -167605.156250 Penalty: 727.142456 Iteration 3F: 3 clusters Score -167605.2 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -167675.031250 Penalty: 727.142456 Iteration 4Q: 3 clusters Score -167675 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2105 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -167749.781250 Penalty: 727.142456 Iteration 5Q: 3 clusters Score -167749.8 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2240 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -167839.937500 Penalty: 727.142456 Iteration 6Q: 3 clusters Score -167839.9 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2392 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -167953.328125 Penalty: 727.142456 Iteration 7F: 3 clusters Score -167953.3 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2528 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -168067.937500 Penalty: 727.142456 Iteration 8Q: 3 clusters Score -168067.9 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2644 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -168169.484375 Penalty: 727.142456 Iteration 9Q: 3 clusters Score -168169.5 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2737 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -168256.765625 Penalty: 727.142456 Iteration 10Q: 3 clusters Score -168256.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2797 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -168315.343750 Penalty: 727.142456 Iteration 11Q: 3 clusters Score -168315.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2832 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -168352.281250 Penalty: 727.142456 Iteration 12Q: 3 clusters Score -168352.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2848 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -168368.062500 Penalty: 727.142456 Iteration 13Q: 3 clusters Score -168368.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2857 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -168374.640625 Penalty: 727.142456 Iteration 14Q: 3 clusters Score -168374.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2863 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -168381.140625 Penalty: 727.142456 Iteration 15Q: 3 clusters Score -168381.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2871 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -168394.531250 Penalty: 727.142456 Iteration 16Q: 3 clusters Score -168394.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2874 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -168398.312500 Penalty: 727.142456 Iteration 17Q: 3 clusters Score -168398.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2875 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -168399.234375 Penalty: 727.142456 Iteration 18Q: 3 clusters Score -168399.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2876 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -168401.687500 Penalty: 727.142456 Iteration 19Q: 3 clusters Score -168401.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2876 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -168402.640625 Penalty: 727.142456 Iteration 20F: 3 clusters Score -168402.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2877 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -168403.046875 Penalty: 727.142456 Iteration 21Q: 3 clusters Score -168403 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2877 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -168403.046875 Penalty: 727.142456 Iteration 22F: 3 clusters Score -168403 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (2116 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2116 members Entering Unmasked Estep Score: -103235.492188 Penalty: 348.406372 Iteration 0F: 2 clusters Score -103235.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -101717.320312 Penalty: 696.812744 Iteration 0F: 3 clusters Score -101717.3 nChanged 907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -102385.812500 Penalty: 696.812744 Iteration 1F: 3 clusters Score -102385.8 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -102549.726562 Penalty: 696.812744 Iteration 2F: 3 clusters Score -102549.7 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -102638.695312 Penalty: 696.812744 Iteration 3F: 3 clusters Score -102638.7 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -102687.335938 Penalty: 696.812744 Iteration 4F: 3 clusters Score -102687.3 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -102715.007812 Penalty: 696.812744 Iteration 5Q: 3 clusters Score -102715 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -102729.648438 Penalty: 696.812744 Iteration 6Q: 3 clusters Score -102729.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -102742.648438 Penalty: 696.812744 Iteration 7Q: 3 clusters Score -102742.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -102749.640625 Penalty: 696.812744 Iteration 8Q: 3 clusters Score -102749.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -102754.445312 Penalty: 696.812744 Iteration 9Q: 3 clusters Score -102754.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -102757.703125 Penalty: 696.812744 Iteration 10Q: 3 clusters Score -102757.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -102762.828125 Penalty: 696.812744 Iteration 11Q: 3 clusters Score -102762.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -102767.609375 Penalty: 696.812744 Iteration 12Q: 3 clusters Score -102767.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -102773.570312 Penalty: 696.812744 Iteration 13Q: 3 clusters Score -102773.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -102782.828125 Penalty: 696.812744 Iteration 14Q: 3 clusters Score -102782.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -102788.335938 Penalty: 696.812744 Iteration 15Q: 3 clusters Score -102788.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -102791.781250 Penalty: 696.812744 Iteration 16Q: 3 clusters Score -102791.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -102798.320312 Penalty: 696.812744 Iteration 17Q: 3 clusters Score -102798.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -102808.304688 Penalty: 696.812744 Iteration 18Q: 3 clusters Score -102808.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -102821.078125 Penalty: 696.812744 Iteration 19Q: 3 clusters Score -102821.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -102844.265625 Penalty: 696.812744 Iteration 20F: 3 clusters Score -102844.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -102864.968750 Penalty: 696.812744 Iteration 21Q: 3 clusters Score -102865 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -102885.906250 Penalty: 696.812744 Iteration 22Q: 3 clusters Score -102885.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -102912.312500 Penalty: 696.812744 Iteration 23Q: 3 clusters Score -102912.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -102949.335938 Penalty: 696.812744 Iteration 24Q: 3 clusters Score -102949.3 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -102985.976562 Penalty: 696.812744 Iteration 25Q: 3 clusters Score -102986 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -103032.781250 Penalty: 696.812744 Iteration 26Q: 3 clusters Score -103032.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -103079.570312 Penalty: 696.812744 Iteration 27Q: 3 clusters Score -103079.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -103107.460938 Penalty: 696.812744 Iteration 28Q: 3 clusters Score -103107.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -103128.695312 Penalty: 696.812744 Iteration 29Q: 3 clusters Score -103128.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -103141.789062 Penalty: 696.812744 Iteration 30Q: 3 clusters Score -103141.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -103155.335938 Penalty: 696.812744 Iteration 31Q: 3 clusters Score -103155.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -103166.968750 Penalty: 696.812744 Iteration 32Q: 3 clusters Score -103167 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -103179.851562 Penalty: 696.812744 Iteration 33Q: 3 clusters Score -103179.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -103188.500000 Penalty: 696.812744 Iteration 34Q: 3 clusters Score -103188.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 1565 members Entering Unmasked Estep Score: -103192.593750 Penalty: 696.812744 Iteration 35Q: 3 clusters Score -103192.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -103197.054688 Penalty: 696.812744 Iteration 36Q: 3 clusters Score -103197.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -103200.578125 Penalty: 696.812744 Iteration 37Q: 3 clusters Score -103200.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -103202.015625 Penalty: 696.812744 Iteration 38Q: 3 clusters Score -103202 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -103203.789062 Penalty: 696.812744 Iteration 39Q: 3 clusters Score -103203.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -103206.976562 Penalty: 696.812744 Iteration 40F: 3 clusters Score -103207 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -103209.187500 Penalty: 696.812744 Iteration 41Q: 3 clusters Score -103209.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -103210.867188 Penalty: 696.812744 Iteration 42Q: 3 clusters Score -103210.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -103211.406250 Penalty: 696.812744 Iteration 43Q: 3 clusters Score -103211.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -103211.921875 Penalty: 696.812744 Iteration 44Q: 3 clusters Score -103211.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -103212.078125 Penalty: 696.812744 Iteration 45Q: 3 clusters Score -103212.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -103212.812500 Penalty: 696.812744 Iteration 46Q: 3 clusters Score -103212.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -103213.242188 Penalty: 696.812744 Iteration 47Q: 3 clusters Score -103213.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -103213.671875 Penalty: 696.812744 Iteration 48Q: 3 clusters Score -103213.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -103213.820312 Penalty: 696.812744 Iteration 49Q: 3 clusters Score -103213.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -103213.820312 Penalty: 696.812744 Iteration 50F: 3 clusters Score -103213.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (2575 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2575 members Entering Unmasked Estep Score: -149531.390625 Penalty: 357.339020 Iteration 0F: 2 clusters Score -149531.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -147703.593750 Penalty: 714.678040 Iteration 0F: 3 clusters Score -147703.6 nChanged 1102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -148437.093750 Penalty: 714.678040 Iteration 1F: 3 clusters Score -148437.1 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -148550.703125 Penalty: 714.678040 Iteration 2F: 3 clusters Score -148550.7 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -148670.718750 Penalty: 714.678040 Iteration 3F: 3 clusters Score -148670.7 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -148786.078125 Penalty: 714.678040 Iteration 4F: 3 clusters Score -148786.1 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -148887.156250 Penalty: 714.678040 Iteration 5F: 3 clusters Score -148887.2 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -148953.406250 Penalty: 714.678040 Iteration 6Q: 3 clusters Score -148953.4 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -149022.484375 Penalty: 714.678040 Iteration 7Q: 3 clusters Score -149022.5 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -149089.437500 Penalty: 714.678040 Iteration 8Q: 3 clusters Score -149089.4 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -149144.750000 Penalty: 714.678040 Iteration 9Q: 3 clusters Score -149144.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -149168.828125 Penalty: 714.678040 Iteration 10Q: 3 clusters Score -149168.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -149189.218750 Penalty: 714.678040 Iteration 11Q: 3 clusters Score -149189.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -149203.187500 Penalty: 714.678040 Iteration 12Q: 3 clusters Score -149203.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1788 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -149211.656250 Penalty: 714.678040 Iteration 13Q: 3 clusters Score -149211.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -149221.828125 Penalty: 714.678040 Iteration 14Q: 3 clusters Score -149221.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1837 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -149228.875000 Penalty: 714.678040 Iteration 15Q: 3 clusters Score -149228.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -149235.250000 Penalty: 714.678040 Iteration 16Q: 3 clusters Score -149235.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -149240.375000 Penalty: 714.678040 Iteration 17Q: 3 clusters Score -149240.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -149246.171875 Penalty: 714.678040 Iteration 18Q: 3 clusters Score -149246.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1914 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -149250.921875 Penalty: 714.678040 Iteration 19Q: 3 clusters Score -149250.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -149254.718750 Penalty: 714.678040 Iteration 20F: 3 clusters Score -149254.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1946 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -149258.390625 Penalty: 714.678040 Iteration 21Q: 3 clusters Score -149258.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -149260.968750 Penalty: 714.678040 Iteration 22Q: 3 clusters Score -149261 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -149263.718750 Penalty: 714.678040 Iteration 23Q: 3 clusters Score -149263.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -149266.734375 Penalty: 714.678040 Iteration 24Q: 3 clusters Score -149266.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -149269.437500 Penalty: 714.678040 Iteration 25Q: 3 clusters Score -149269.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1990 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -149275.765625 Penalty: 714.678040 Iteration 26Q: 3 clusters Score -149275.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2004 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -149280.125000 Penalty: 714.678040 Iteration 27Q: 3 clusters Score -149280.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -149283.359375 Penalty: 714.678040 Iteration 28Q: 3 clusters Score -149283.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2024 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -149284.937500 Penalty: 714.678040 Iteration 29Q: 3 clusters Score -149284.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -149287.484375 Penalty: 714.678040 Iteration 30Q: 3 clusters Score -149287.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2036 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -149288.781250 Penalty: 714.678040 Iteration 31Q: 3 clusters Score -149288.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2038 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -149289.515625 Penalty: 714.678040 Iteration 32Q: 3 clusters Score -149289.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2041 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -149290.265625 Penalty: 714.678040 Iteration 33Q: 3 clusters Score -149290.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2043 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -149290.640625 Penalty: 714.678040 Iteration 34Q: 3 clusters Score -149290.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -149290.953125 Penalty: 714.678040 Iteration 35Q: 3 clusters Score -149291 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -149291.484375 Penalty: 714.678040 Iteration 36Q: 3 clusters Score -149291.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2051 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -149292.468750 Penalty: 714.678040 Iteration 37Q: 3 clusters Score -149292.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -149293.046875 Penalty: 714.678040 Iteration 38Q: 3 clusters Score -149293 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -149294.046875 Penalty: 714.678040 Iteration 39Q: 3 clusters Score -149294 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -149295.703125 Penalty: 714.678040 Iteration 40F: 3 clusters Score -149295.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2065 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -149297.500000 Penalty: 714.678040 Iteration 41Q: 3 clusters Score -149297.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2069 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -149298.609375 Penalty: 714.678040 Iteration 42Q: 3 clusters Score -149298.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2074 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -149300.546875 Penalty: 714.678040 Iteration 43Q: 3 clusters Score -149300.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -149303.093750 Penalty: 714.678040 Iteration 44Q: 3 clusters Score -149303.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2084 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -149304.015625 Penalty: 714.678040 Iteration 45Q: 3 clusters Score -149304 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2088 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -149304.687500 Penalty: 714.678040 Iteration 46Q: 3 clusters Score -149304.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2090 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -149304.875000 Penalty: 714.678040 Iteration 47Q: 3 clusters Score -149304.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2091 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -149304.921875 Penalty: 714.678040 Iteration 48Q: 3 clusters Score -149304.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2091 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -149304.921875 Penalty: 714.678040 Iteration 49F: 3 clusters Score -149304.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (2287 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2287 members Entering Unmasked Estep Score: -127086.015625 Penalty: 351.942322 Iteration 0F: 2 clusters Score -127086 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -125503.468750 Penalty: 703.884644 Iteration 0F: 3 clusters Score -125503.5 nChanged 962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -126173.523438 Penalty: 703.884644 Iteration 1F: 3 clusters Score -126173.5 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -126322.085938 Penalty: 703.884644 Iteration 2F: 3 clusters Score -126322.1 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -126422.921875 Penalty: 703.884644 Iteration 3F: 3 clusters Score -126422.9 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -126477.695312 Penalty: 703.884644 Iteration 4Q: 3 clusters Score -126477.7 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -126514.406250 Penalty: 703.884644 Iteration 5Q: 3 clusters Score -126514.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -126545.976562 Penalty: 703.884644 Iteration 6Q: 3 clusters Score -126546 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -126580.015625 Penalty: 703.884644 Iteration 7Q: 3 clusters Score -126580 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -126613.953125 Penalty: 703.884644 Iteration 8Q: 3 clusters Score -126614 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -126642.859375 Penalty: 703.884644 Iteration 9Q: 3 clusters Score -126642.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -126671.156250 Penalty: 703.884644 Iteration 10Q: 3 clusters Score -126671.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -126692.796875 Penalty: 703.884644 Iteration 11Q: 3 clusters Score -126692.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -126708.070312 Penalty: 703.884644 Iteration 12Q: 3 clusters Score -126708.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -126717.398438 Penalty: 703.884644 Iteration 13Q: 3 clusters Score -126717.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -126729.695312 Penalty: 703.884644 Iteration 14Q: 3 clusters Score -126729.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -126744.820312 Penalty: 703.884644 Iteration 15Q: 3 clusters Score -126744.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -126754.046875 Penalty: 703.884644 Iteration 16Q: 3 clusters Score -126754 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -126758.656250 Penalty: 703.884644 Iteration 17Q: 3 clusters Score -126758.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -126762.000000 Penalty: 703.884644 Iteration 18Q: 3 clusters Score -126762 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -126765.140625 Penalty: 703.884644 Iteration 19Q: 3 clusters Score -126765.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -126769.171875 Penalty: 703.884644 Iteration 20F: 3 clusters Score -126769.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -126774.312500 Penalty: 703.884644 Iteration 21Q: 3 clusters Score -126774.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -126780.312500 Penalty: 703.884644 Iteration 22Q: 3 clusters Score -126780.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -126785.734375 Penalty: 703.884644 Iteration 23Q: 3 clusters Score -126785.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -126791.929688 Penalty: 703.884644 Iteration 24Q: 3 clusters Score -126791.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -126795.382812 Penalty: 703.884644 Iteration 25Q: 3 clusters Score -126795.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -126796.585938 Penalty: 703.884644 Iteration 26Q: 3 clusters Score -126796.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -126797.976562 Penalty: 703.884644 Iteration 27Q: 3 clusters Score -126798 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -126801.031250 Penalty: 703.884644 Iteration 28Q: 3 clusters Score -126801 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -126803.218750 Penalty: 703.884644 Iteration 29Q: 3 clusters Score -126803.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -126804.750000 Penalty: 703.884644 Iteration 30Q: 3 clusters Score -126804.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -126805.523438 Penalty: 703.884644 Iteration 31Q: 3 clusters Score -126805.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -126806.343750 Penalty: 703.884644 Iteration 32Q: 3 clusters Score -126806.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -126807.421875 Penalty: 703.884644 Iteration 33Q: 3 clusters Score -126807.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -126809.648438 Penalty: 703.884644 Iteration 34Q: 3 clusters Score -126809.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -126811.312500 Penalty: 703.884644 Iteration 35Q: 3 clusters Score -126811.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -126812.585938 Penalty: 703.884644 Iteration 36Q: 3 clusters Score -126812.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -126813.484375 Penalty: 703.884644 Iteration 37Q: 3 clusters Score -126813.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -126815.351562 Penalty: 703.884644 Iteration 38Q: 3 clusters Score -126815.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1649 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -126817.453125 Penalty: 703.884644 Iteration 39Q: 3 clusters Score -126817.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -126819.789062 Penalty: 703.884644 Iteration 40F: 3 clusters Score -126819.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -126823.242188 Penalty: 703.884644 Iteration 41Q: 3 clusters Score -126823.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -126824.539062 Penalty: 703.884644 Iteration 42Q: 3 clusters Score -126824.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -126825.171875 Penalty: 703.884644 Iteration 43Q: 3 clusters Score -126825.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -126825.304688 Penalty: 703.884644 Iteration 44Q: 3 clusters Score -126825.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -126825.539062 Penalty: 703.884644 Iteration 45Q: 3 clusters Score -126825.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -126826.078125 Penalty: 703.884644 Iteration 46Q: 3 clusters Score -126826.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1670 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -126826.156250 Penalty: 703.884644 Iteration 47Q: 3 clusters Score -126826.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -126827.843750 Penalty: 703.884644 Iteration 48Q: 3 clusters Score -126827.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -126829.992188 Penalty: 703.884644 Iteration 49Q: 3 clusters Score -126830 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -126833.804688 Penalty: 703.884644 Iteration 50Q: 3 clusters Score -126833.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1687 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -126835.687500 Penalty: 703.884644 Iteration 51Q: 3 clusters Score -126835.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -126835.945312 Penalty: 703.884644 Iteration 52Q: 3 clusters Score -126835.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -126835.960938 Penalty: 703.884644 Iteration 53Q: 3 clusters Score -126836 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -126835.960938 Penalty: 703.884644 Iteration 54F: 3 clusters Score -126836 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (6959 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6959 members Entering Unmasked Estep Score: -374187.187500 Penalty: 402.574463 Iteration 0F: 2 clusters Score -374187.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3429 members Mstep: Class 2 contains 3530 members Entering Unmasked Estep Score: -369607.531250 Penalty: 805.148926 Iteration 0F: 3 clusters Score -369607.5 nChanged 3143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3084 members Mstep: Class 2 contains 3875 members Entering Unmasked Estep Score: -371615.812500 Penalty: 805.148926 Iteration 1F: 3 clusters Score -371615.8 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2812 members Mstep: Class 2 contains 4147 members Entering Unmasked Estep Score: -371932.312500 Penalty: 805.148926 Iteration 2F: 3 clusters Score -371932.3 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2544 members Mstep: Class 2 contains 4415 members Entering Unmasked Estep Score: -372210.312500 Penalty: 805.148926 Iteration 3F: 3 clusters Score -372210.3 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2290 members Mstep: Class 2 contains 4669 members Entering Unmasked Estep Score: -372445.750000 Penalty: 805.148926 Iteration 4F: 3 clusters Score -372445.8 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 4897 members Entering Unmasked Estep Score: -372664.031250 Penalty: 805.148926 Iteration 5F: 3 clusters Score -372664 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 5102 members Entering Unmasked Estep Score: -372883.625000 Penalty: 805.148926 Iteration 6Q: 3 clusters Score -372883.6 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 5265 members Entering Unmasked Estep Score: -373089.000000 Penalty: 805.148926 Iteration 7Q: 3 clusters Score -373089 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 5408 members Entering Unmasked Estep Score: -373274.718750 Penalty: 805.148926 Iteration 8Q: 3 clusters Score -373274.7 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 5511 members Entering Unmasked Estep Score: -373378.906250 Penalty: 805.148926 Iteration 9Q: 3 clusters Score -373378.9 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 5610 members Entering Unmasked Estep Score: -373452.093750 Penalty: 805.148926 Iteration 10Q: 3 clusters Score -373452.1 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 5688 members Entering Unmasked Estep Score: -373499.406250 Penalty: 805.148926 Iteration 11Q: 3 clusters Score -373499.4 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 5758 members Entering Unmasked Estep Score: -373538.968750 Penalty: 805.148926 Iteration 12Q: 3 clusters Score -373539 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 5829 members Entering Unmasked Estep Score: -373577.062500 Penalty: 805.148926 Iteration 13Q: 3 clusters Score -373577.1 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 5894 members Entering Unmasked Estep Score: -373609.343750 Penalty: 805.148926 Iteration 14Q: 3 clusters Score -373609.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 5943 members Entering Unmasked Estep Score: -373629.343750 Penalty: 805.148926 Iteration 15Q: 3 clusters Score -373629.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 5990 members Entering Unmasked Estep Score: -373647.625000 Penalty: 805.148926 Iteration 16Q: 3 clusters Score -373647.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 6031 members Entering Unmasked Estep Score: -373665.000000 Penalty: 805.148926 Iteration 17Q: 3 clusters Score -373665 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 6069 members Entering Unmasked Estep Score: -373680.531250 Penalty: 805.148926 Iteration 18Q: 3 clusters Score -373680.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 6102 members Entering Unmasked Estep Score: -373691.687500 Penalty: 805.148926 Iteration 19Q: 3 clusters Score -373691.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 6134 members Entering Unmasked Estep Score: -373701.625000 Penalty: 805.148926 Iteration 20F: 3 clusters Score -373701.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 6170 members Entering Unmasked Estep Score: -373710.531250 Penalty: 805.148926 Iteration 21Q: 3 clusters Score -373710.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 6198 members Entering Unmasked Estep Score: -373717.625000 Penalty: 805.148926 Iteration 22Q: 3 clusters Score -373717.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 6217 members Entering Unmasked Estep Score: -373723.531250 Penalty: 805.148926 Iteration 23Q: 3 clusters Score -373723.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 6234 members Entering Unmasked Estep Score: -373729.250000 Penalty: 805.148926 Iteration 24Q: 3 clusters Score -373729.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 6250 members Entering Unmasked Estep Score: -373733.281250 Penalty: 805.148926 Iteration 25Q: 3 clusters Score -373733.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 6264 members Entering Unmasked Estep Score: -373736.812500 Penalty: 805.148926 Iteration 26Q: 3 clusters Score -373736.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 6275 members Entering Unmasked Estep Score: -373740.468750 Penalty: 805.148926 Iteration 27Q: 3 clusters Score -373740.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 6284 members Entering Unmasked Estep Score: -373743.406250 Penalty: 805.148926 Iteration 28Q: 3 clusters Score -373743.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 6293 members Entering Unmasked Estep Score: -373746.875000 Penalty: 805.148926 Iteration 29Q: 3 clusters Score -373746.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 6306 members Entering Unmasked Estep Score: -373748.500000 Penalty: 805.148926 Iteration 30Q: 3 clusters Score -373748.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 6316 members Entering Unmasked Estep Score: -373751.093750 Penalty: 805.148926 Iteration 31Q: 3 clusters Score -373751.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 6329 members Entering Unmasked Estep Score: -373752.812500 Penalty: 805.148926 Iteration 32Q: 3 clusters Score -373752.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 6341 members Entering Unmasked Estep Score: -373753.968750 Penalty: 805.148926 Iteration 33Q: 3 clusters Score -373754 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 6356 members Entering Unmasked Estep Score: -373757.812500 Penalty: 805.148926 Iteration 34Q: 3 clusters Score -373757.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 6367 members Entering Unmasked Estep Score: -373761.250000 Penalty: 805.148926 Iteration 35Q: 3 clusters Score -373761.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 6377 members Entering Unmasked Estep Score: -373764.968750 Penalty: 805.148926 Iteration 36Q: 3 clusters Score -373765 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 6388 members Entering Unmasked Estep Score: -373769.500000 Penalty: 805.148926 Iteration 37Q: 3 clusters Score -373769.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 6397 members Entering Unmasked Estep Score: -373772.500000 Penalty: 805.148926 Iteration 38Q: 3 clusters Score -373772.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 6409 members Entering Unmasked Estep Score: -373775.937500 Penalty: 805.148926 Iteration 39Q: 3 clusters Score -373775.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 6420 members Entering Unmasked Estep Score: -373778.968750 Penalty: 805.148926 Iteration 40F: 3 clusters Score -373779 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 6431 members Entering Unmasked Estep Score: -373781.437500 Penalty: 805.148926 Iteration 41Q: 3 clusters Score -373781.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 6440 members Entering Unmasked Estep Score: -373785.812500 Penalty: 805.148926 Iteration 42Q: 3 clusters Score -373785.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 6452 members Entering Unmasked Estep Score: -373787.812500 Penalty: 805.148926 Iteration 43Q: 3 clusters Score -373787.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 6461 members Entering Unmasked Estep Score: -373790.218750 Penalty: 805.148926 Iteration 44Q: 3 clusters Score -373790.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 6470 members Entering Unmasked Estep Score: -373792.812500 Penalty: 805.148926 Iteration 45Q: 3 clusters Score -373792.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 6475 members Entering Unmasked Estep Score: -373793.437500 Penalty: 805.148926 Iteration 46Q: 3 clusters Score -373793.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 6482 members Entering Unmasked Estep Score: -373799.218750 Penalty: 805.148926 Iteration 47Q: 3 clusters Score -373799.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 6491 members Entering Unmasked Estep Score: -373802.875000 Penalty: 805.148926 Iteration 48Q: 3 clusters Score -373802.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 6500 members Entering Unmasked Estep Score: -373807.343750 Penalty: 805.148926 Iteration 49Q: 3 clusters Score -373807.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 6508 members Entering Unmasked Estep Score: -373810.343750 Penalty: 805.148926 Iteration 50Q: 3 clusters Score -373810.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 6515 members Entering Unmasked Estep Score: -373814.343750 Penalty: 805.148926 Iteration 51Q: 3 clusters Score -373814.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 6526 members Entering Unmasked Estep Score: -373817.687500 Penalty: 805.148926 Iteration 52Q: 3 clusters Score -373817.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 6536 members Entering Unmasked Estep Score: -373820.437500 Penalty: 805.148926 Iteration 53Q: 3 clusters Score -373820.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 6544 members Entering Unmasked Estep Score: -373822.718750 Penalty: 805.148926 Iteration 54Q: 3 clusters Score -373822.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 6546 members Entering Unmasked Estep Score: -373824.687500 Penalty: 805.148926 Iteration 55Q: 3 clusters Score -373824.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 6547 members Entering Unmasked Estep Score: -373826.562500 Penalty: 805.148926 Iteration 56Q: 3 clusters Score -373826.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 6550 members Entering Unmasked Estep Score: -373827.156250 Penalty: 805.148926 Iteration 57Q: 3 clusters Score -373827.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 6553 members Entering Unmasked Estep Score: -373827.218750 Penalty: 805.148926 Iteration 58Q: 3 clusters Score -373827.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 6554 members Entering Unmasked Estep Score: -373827.718750 Penalty: 805.148926 Iteration 59Q: 3 clusters Score -373827.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 6554 members Entering Unmasked Estep Score: -373827.718750 Penalty: 805.148926 Iteration 60F: 3 clusters Score -373827.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (57929 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57929 members Entering Unmasked Estep Score: -3610714.000000 Penalty: 498.997284 Iteration 0F: 2 clusters Score -3610714 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28990 members Mstep: Class 2 contains 28939 members Entering Unmasked Estep Score: -3571761.000000 Penalty: 997.994568 Iteration 0F: 3 clusters Score -3571761 nChanged 28239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28827 members Mstep: Class 2 contains 29102 members Entering Unmasked Estep Score: -3590457.000000 Penalty: 997.994568 Iteration 1F: 3 clusters Score -3590457 nChanged 3337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28768 members Mstep: Class 2 contains 29161 members Entering Unmasked Estep Score: -3592157.500000 Penalty: 997.994568 Iteration 2F: 3 clusters Score -3592158 nChanged 3520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28738 members Mstep: Class 2 contains 29191 members Entering Unmasked Estep Score: -3594060.000000 Penalty: 997.994568 Iteration 3F: 3 clusters Score -3594060 nChanged 3392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28784 members Mstep: Class 2 contains 29145 members Entering Unmasked Estep Score: -3595982.500000 Penalty: 997.994568 Iteration 4F: 3 clusters Score -3595982 nChanged 3198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28992 members Mstep: Class 2 contains 28937 members Entering Unmasked Estep Score: -3597779.500000 Penalty: 997.994568 Iteration 5F: 3 clusters Score -3597780 nChanged 2820 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29404 members Mstep: Class 2 contains 28525 members Entering Unmasked Estep Score: -3599225.750000 Penalty: 997.994568 Iteration 6Q: 3 clusters Score -3599226 nChanged 2427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29937 members Mstep: Class 2 contains 27992 members Entering Unmasked Estep Score: -3600261.750000 Penalty: 997.994568 Iteration 7Q: 3 clusters Score -3600262 nChanged 1915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30424 members Mstep: Class 2 contains 27505 members Entering Unmasked Estep Score: -3600901.500000 Penalty: 997.994568 Iteration 8Q: 3 clusters Score -3600902 nChanged 1288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30916 members Mstep: Class 2 contains 27013 members Entering Unmasked Estep Score: -3601146.000000 Penalty: 997.994568 Iteration 9Q: 3 clusters Score -3601146 nChanged 883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31461 members Mstep: Class 2 contains 26468 members Entering Unmasked Estep Score: -3601277.000000 Penalty: 997.994568 Iteration 10Q: 3 clusters Score -3601277 nChanged 748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32049 members Mstep: Class 2 contains 25880 members Entering Unmasked Estep Score: -3601442.000000 Penalty: 997.994568 Iteration 11Q: 3 clusters Score -3601442 nChanged 731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32682 members Mstep: Class 2 contains 25247 members Entering Unmasked Estep Score: -3601625.250000 Penalty: 997.994568 Iteration 12Q: 3 clusters Score -3601625 nChanged 793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33405 members Mstep: Class 2 contains 24524 members Entering Unmasked Estep Score: -3601859.250000 Penalty: 997.994568 Iteration 13Q: 3 clusters Score -3601859 nChanged 819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34184 members Mstep: Class 2 contains 23745 members Entering Unmasked Estep Score: -3602109.500000 Penalty: 997.994568 Iteration 14Q: 3 clusters Score -3602110 nChanged 836 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34966 members Mstep: Class 2 contains 22963 members Entering Unmasked Estep Score: -3602322.250000 Penalty: 997.994568 Iteration 15Q: 3 clusters Score -3602322 nChanged 894 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35818 members Mstep: Class 2 contains 22111 members Entering Unmasked Estep Score: -3602610.000000 Penalty: 997.994568 Iteration 16Q: 3 clusters Score -3602610 nChanged 966 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36748 members Mstep: Class 2 contains 21181 members Entering Unmasked Estep Score: -3602931.250000 Penalty: 997.994568 Iteration 17Q: 3 clusters Score -3602931 nChanged 967 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37693 members Mstep: Class 2 contains 20236 members Entering Unmasked Estep Score: -3603217.000000 Penalty: 997.994568 Iteration 18Q: 3 clusters Score -3603217 nChanged 958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38637 members Mstep: Class 2 contains 19292 members Entering Unmasked Estep Score: -3603531.000000 Penalty: 997.994568 Iteration 19Q: 3 clusters Score -3603531 nChanged 948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39569 members Mstep: Class 2 contains 18360 members Entering Unmasked Estep Score: -3603840.250000 Penalty: 997.994568 Iteration 20F: 3 clusters Score -3603840 nChanged 1000 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40561 members Mstep: Class 2 contains 17368 members Entering Unmasked Estep Score: -3604206.000000 Penalty: 997.994568 Iteration 21Q: 3 clusters Score -3604206 nChanged 987 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41542 members Mstep: Class 2 contains 16387 members Entering Unmasked Estep Score: -3604527.000000 Penalty: 997.994568 Iteration 22Q: 3 clusters Score -3604527 nChanged 1012 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42550 members Mstep: Class 2 contains 15379 members Entering Unmasked Estep Score: -3604929.750000 Penalty: 997.994568 Iteration 23Q: 3 clusters Score -3604930 nChanged 1032 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43582 members Mstep: Class 2 contains 14347 members Entering Unmasked Estep Score: -3605358.500000 Penalty: 997.994568 Iteration 24Q: 3 clusters Score -3605358 nChanged 998 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44576 members Mstep: Class 2 contains 13353 members Entering Unmasked Estep Score: -3605738.500000 Penalty: 997.994568 Iteration 25Q: 3 clusters Score -3605738 nChanged 1007 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45583 members Mstep: Class 2 contains 12346 members Entering Unmasked Estep Score: -3606113.250000 Penalty: 997.994568 Iteration 26Q: 3 clusters Score -3606113 nChanged 927 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46510 members Mstep: Class 2 contains 11419 members Entering Unmasked Estep Score: -3606452.750000 Penalty: 997.994568 Iteration 27Q: 3 clusters Score -3606453 nChanged 910 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47420 members Mstep: Class 2 contains 10509 members Entering Unmasked Estep Score: -3606789.500000 Penalty: 997.994568 Iteration 28Q: 3 clusters Score -3606790 nChanged 851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48271 members Mstep: Class 2 contains 9658 members Entering Unmasked Estep Score: -3607111.750000 Penalty: 997.994568 Iteration 29Q: 3 clusters Score -3607112 nChanged 778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49049 members Mstep: Class 2 contains 8880 members Entering Unmasked Estep Score: -3607392.000000 Penalty: 997.994568 Iteration 30Q: 3 clusters Score -3607392 nChanged 754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49803 members Mstep: Class 2 contains 8126 members Entering Unmasked Estep Score: -3607642.500000 Penalty: 997.994568 Iteration 31Q: 3 clusters Score -3607642 nChanged 719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50522 members Mstep: Class 2 contains 7407 members Entering Unmasked Estep Score: -3607911.000000 Penalty: 997.994568 Iteration 32Q: 3 clusters Score -3607911 nChanged 696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51218 members Mstep: Class 2 contains 6711 members Entering Unmasked Estep Score: -3608162.500000 Penalty: 997.994568 Iteration 33Q: 3 clusters Score -3608162 nChanged 679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51897 members Mstep: Class 2 contains 6032 members Entering Unmasked Estep Score: -3608417.250000 Penalty: 997.994568 Iteration 34Q: 3 clusters Score -3608417 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52538 members Mstep: Class 2 contains 5391 members Entering Unmasked Estep Score: -3608674.250000 Penalty: 997.994568 Iteration 35Q: 3 clusters Score -3608674 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53138 members Mstep: Class 2 contains 4791 members Entering Unmasked Estep Score: -3608894.000000 Penalty: 997.994568 Iteration 36Q: 3 clusters Score -3608894 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53668 members Mstep: Class 2 contains 4261 members Entering Unmasked Estep Score: -3609101.000000 Penalty: 997.994568 Iteration 37Q: 3 clusters Score -3609101 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54125 members Mstep: Class 2 contains 3804 members Entering Unmasked Estep Score: -3609267.750000 Penalty: 997.994568 Iteration 38Q: 3 clusters Score -3609268 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54540 members Mstep: Class 2 contains 3389 members Entering Unmasked Estep Score: -3609428.500000 Penalty: 997.994568 Iteration 39Q: 3 clusters Score -3609428 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54948 members Mstep: Class 2 contains 2981 members Entering Unmasked Estep Score: -3609597.750000 Penalty: 997.994568 Iteration 40F: 3 clusters Score -3609598 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55294 members Mstep: Class 2 contains 2635 members Entering Unmasked Estep Score: -3609738.250000 Penalty: 997.994568 Iteration 41Q: 3 clusters Score -3609738 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55599 members Mstep: Class 2 contains 2330 members Entering Unmasked Estep Score: -3609858.500000 Penalty: 997.994568 Iteration 42Q: 3 clusters Score -3609858 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55856 members Mstep: Class 2 contains 2073 members Entering Unmasked Estep Score: -3609973.000000 Penalty: 997.994568 Iteration 43Q: 3 clusters Score -3609973 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56103 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -3610067.250000 Penalty: 997.994568 Iteration 44Q: 3 clusters Score -3610067 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56317 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -3610151.750000 Penalty: 997.994568 Iteration 45Q: 3 clusters Score -3610152 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56507 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -3610233.750000 Penalty: 997.994568 Iteration 46Q: 3 clusters Score -3610234 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56653 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -3610287.750000 Penalty: 997.994568 Iteration 47Q: 3 clusters Score -3610288 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56778 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -3610340.500000 Penalty: 997.994568 Iteration 48Q: 3 clusters Score -3610340 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56877 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -3610389.500000 Penalty: 997.994568 Iteration 49Q: 3 clusters Score -3610390 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56950 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -3610417.250000 Penalty: 997.994568 Iteration 50Q: 3 clusters Score -3610417 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57008 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -3610437.500000 Penalty: 997.994568 Iteration 51Q: 3 clusters Score -3610438 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57058 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -3610446.250000 Penalty: 997.994568 Iteration 52Q: 3 clusters Score -3610446 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57098 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -3610452.000000 Penalty: 997.994568 Iteration 53Q: 3 clusters Score -3610452 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57131 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -3610462.000000 Penalty: 997.994568 Iteration 54Q: 3 clusters Score -3610462 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57165 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -3610477.000000 Penalty: 997.994568 Iteration 55Q: 3 clusters Score -3610477 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57188 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -3610490.250000 Penalty: 997.994568 Iteration 56Q: 3 clusters Score -3610490 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57212 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -3610500.500000 Penalty: 997.994568 Iteration 57Q: 3 clusters Score -3610500 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57241 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -3610503.500000 Penalty: 997.994568 Iteration 58Q: 3 clusters Score -3610504 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57258 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -3610513.750000 Penalty: 997.994568 Iteration 59Q: 3 clusters Score -3610514 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57267 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -3610515.750000 Penalty: 997.994568 Iteration 60F: 3 clusters Score -3610516 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57276 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -3610522.000000 Penalty: 997.994568 Iteration 61Q: 3 clusters Score -3610522 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57282 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -3610522.250000 Penalty: 997.994568 Iteration 62Q: 3 clusters Score -3610522 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57291 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -3610528.250000 Penalty: 997.994568 Iteration 63Q: 3 clusters Score -3610528 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57301 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -3610528.000000 Penalty: 997.994568 Iteration 64Q: 3 clusters Score -3610528 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57307 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -3610531.500000 Penalty: 997.994568 Iteration 65Q: 3 clusters Score -3610532 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57314 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -3610536.000000 Penalty: 997.994568 Iteration 66Q: 3 clusters Score -3610536 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57318 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -3610535.750000 Penalty: 997.994568 Iteration 67Q: 3 clusters Score -3610536 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57321 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -3610538.250000 Penalty: 997.994568 Iteration 68Q: 3 clusters Score -3610538 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57324 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -3610537.250000 Penalty: 997.994568 Iteration 69Q: 3 clusters Score -3610537 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57327 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -3610536.500000 Penalty: 997.994568 Iteration 70Q: 3 clusters Score -3610536 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57332 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -3610540.500000 Penalty: 997.994568 Iteration 71Q: 3 clusters Score -3610540 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57336 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -3610542.500000 Penalty: 997.994568 Iteration 72Q: 3 clusters Score -3610542 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57341 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -3610541.500000 Penalty: 997.994568 Iteration 73Q: 3 clusters Score -3610542 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57346 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -3610546.500000 Penalty: 997.994568 Iteration 74Q: 3 clusters Score -3610546 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57351 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -3610544.750000 Penalty: 997.994568 Iteration 75Q: 3 clusters Score -3610545 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57357 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -3610546.500000 Penalty: 997.994568 Iteration 76Q: 3 clusters Score -3610546 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57361 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -3610551.250000 Penalty: 997.994568 Iteration 77Q: 3 clusters Score -3610551 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57368 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -3610550.750000 Penalty: 997.994568 Iteration 78Q: 3 clusters Score -3610551 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57374 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -3610550.500000 Penalty: 997.994568 Iteration 79Q: 3 clusters Score -3610550 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57378 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -3610548.000000 Penalty: 997.994568 Iteration 80F: 3 clusters Score -3610548 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57380 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -3610551.250000 Penalty: 997.994568 Iteration 81Q: 3 clusters Score -3610551 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57381 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -3610550.250000 Penalty: 997.994568 Iteration 82Q: 3 clusters Score -3610550 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57383 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -3610557.250000 Penalty: 997.994568 Iteration 83Q: 3 clusters Score -3610557 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57385 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -3610554.750000 Penalty: 997.994568 Iteration 84Q: 3 clusters Score -3610555 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57387 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -3610554.250000 Penalty: 997.994568 Iteration 85Q: 3 clusters Score -3610554 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57387 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -3610554.250000 Penalty: 997.994568 Iteration 86F: 3 clusters Score -3610554 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (5178 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5178 members Entering Unmasked Estep Score: -314750.531250 Penalty: 389.123932 Iteration 0F: 2 clusters Score -314750.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2569 members Mstep: Class 2 contains 2609 members Entering Unmasked Estep Score: -311271.593750 Penalty: 778.247864 Iteration 0F: 3 clusters Score -311271.6 nChanged 2306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2507 members Mstep: Class 2 contains 2671 members Entering Unmasked Estep Score: -312692.531250 Penalty: 778.247864 Iteration 1F: 3 clusters Score -312692.5 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 2762 members Entering Unmasked Estep Score: -312912.437500 Penalty: 778.247864 Iteration 2F: 3 clusters Score -312912.4 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2294 members Mstep: Class 2 contains 2884 members Entering Unmasked Estep Score: -313153.562500 Penalty: 778.247864 Iteration 3F: 3 clusters Score -313153.6 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2147 members Mstep: Class 2 contains 3031 members Entering Unmasked Estep Score: -313423.562500 Penalty: 778.247864 Iteration 4F: 3 clusters Score -313423.6 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1999 members Mstep: Class 2 contains 3179 members Entering Unmasked Estep Score: -313679.281250 Penalty: 778.247864 Iteration 5F: 3 clusters Score -313679.3 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Mstep: Class 2 contains 3296 members Entering Unmasked Estep Score: -313865.718750 Penalty: 778.247864 Iteration 6Q: 3 clusters Score -313865.7 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 3366 members Entering Unmasked Estep Score: -313988.468750 Penalty: 778.247864 Iteration 7Q: 3 clusters Score -313988.5 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1782 members Mstep: Class 2 contains 3396 members Entering Unmasked Estep Score: -314065.968750 Penalty: 778.247864 Iteration 8Q: 3 clusters Score -314066 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 3416 members Entering Unmasked Estep Score: -314114.468750 Penalty: 778.247864 Iteration 9Q: 3 clusters Score -314114.5 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 3436 members Entering Unmasked Estep Score: -314148.093750 Penalty: 778.247864 Iteration 10Q: 3 clusters Score -314148.1 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 3455 members Entering Unmasked Estep Score: -314168.781250 Penalty: 778.247864 Iteration 11Q: 3 clusters Score -314168.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 3473 members Entering Unmasked Estep Score: -314184.843750 Penalty: 778.247864 Iteration 12Q: 3 clusters Score -314184.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 3485 members Entering Unmasked Estep Score: -314190.875000 Penalty: 778.247864 Iteration 13Q: 3 clusters Score -314190.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 3501 members Entering Unmasked Estep Score: -314194.812500 Penalty: 778.247864 Iteration 14Q: 3 clusters Score -314194.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1670 members Mstep: Class 2 contains 3508 members Entering Unmasked Estep Score: -314196.562500 Penalty: 778.247864 Iteration 15Q: 3 clusters Score -314196.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 3521 members Entering Unmasked Estep Score: -314197.781250 Penalty: 778.247864 Iteration 16Q: 3 clusters Score -314197.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 3531 members Entering Unmasked Estep Score: -314198.750000 Penalty: 778.247864 Iteration 17Q: 3 clusters Score -314198.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 3537 members Entering Unmasked Estep Score: -314199.156250 Penalty: 778.247864 Iteration 18Q: 3 clusters Score -314199.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 3543 members Entering Unmasked Estep Score: -314200.156250 Penalty: 778.247864 Iteration 19Q: 3 clusters Score -314200.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 3549 members Entering Unmasked Estep Score: -314200.656250 Penalty: 778.247864 Iteration 20F: 3 clusters Score -314200.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 3550 members Entering Unmasked Estep Score: -314200.687500 Penalty: 778.247864 Iteration 21Q: 3 clusters Score -314200.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 3556 members Entering Unmasked Estep Score: -314201.875000 Penalty: 778.247864 Iteration 22Q: 3 clusters Score -314201.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 3560 members Entering Unmasked Estep Score: -314202.531250 Penalty: 778.247864 Iteration 23Q: 3 clusters Score -314202.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 3562 members Entering Unmasked Estep Score: -314202.500000 Penalty: 778.247864 Iteration 24Q: 3 clusters Score -314202.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 3565 members Entering Unmasked Estep Score: -314204.281250 Penalty: 778.247864 Iteration 25Q: 3 clusters Score -314204.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 3569 members Entering Unmasked Estep Score: -314206.406250 Penalty: 778.247864 Iteration 26Q: 3 clusters Score -314206.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 3574 members Entering Unmasked Estep Score: -314207.781250 Penalty: 778.247864 Iteration 27Q: 3 clusters Score -314207.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 3582 members Entering Unmasked Estep Score: -314208.875000 Penalty: 778.247864 Iteration 28Q: 3 clusters Score -314208.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 3591 members Entering Unmasked Estep Score: -314211.375000 Penalty: 778.247864 Iteration 29Q: 3 clusters Score -314211.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 3597 members Entering Unmasked Estep Score: -314212.281250 Penalty: 778.247864 Iteration 30Q: 3 clusters Score -314212.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 3598 members Entering Unmasked Estep Score: -314212.843750 Penalty: 778.247864 Iteration 31Q: 3 clusters Score -314212.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 3600 members Entering Unmasked Estep Score: -314213.031250 Penalty: 778.247864 Iteration 32Q: 3 clusters Score -314213 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 3601 members Entering Unmasked Estep Score: -314212.656250 Penalty: 778.247864 Iteration 33Q: 3 clusters Score -314212.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 3601 members Entering Unmasked Estep Score: -314212.656250 Penalty: 778.247864 Iteration 34F: 3 clusters Score -314212.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (194 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Entering Unmasked Estep Score: -6208.005859 Penalty: 239.687546 Iteration 0F: 2 clusters Score -6208.006 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -5949.910645 Penalty: 479.375092 Iteration 0F: 3 clusters Score -5949.911 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -6072.979980 Penalty: 479.375092 Iteration 1F: 3 clusters Score -6072.98 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -6134.806641 Penalty: 479.375092 Iteration 2F: 3 clusters Score -6134.807 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -6174.544922 Penalty: 479.375092 Iteration 3F: 3 clusters Score -6174.545 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -6189.052246 Penalty: 479.375092 Iteration 4Q: 3 clusters Score -6189.052 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -6195.095215 Penalty: 479.375092 Iteration 5Q: 3 clusters Score -6195.095 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -6195.095215 Penalty: 479.375092 Iteration 6F: 3 clusters Score -6195.095 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (2596 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2596 members Entering Unmasked Estep Score: -154312.265625 Penalty: 357.708588 Iteration 0F: 2 clusters Score -154312.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -152474.265625 Penalty: 715.417175 Iteration 0F: 3 clusters Score -152474.3 nChanged 1124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -153175.609375 Penalty: 715.417175 Iteration 1F: 3 clusters Score -153175.6 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -153277.515625 Penalty: 715.417175 Iteration 2F: 3 clusters Score -153277.5 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -153400.203125 Penalty: 715.417175 Iteration 3F: 3 clusters Score -153400.2 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -153533.156250 Penalty: 715.417175 Iteration 4F: 3 clusters Score -153533.2 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -153669.640625 Penalty: 715.417175 Iteration 5F: 3 clusters Score -153669.6 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -153795.234375 Penalty: 715.417175 Iteration 6F: 3 clusters Score -153795.2 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -153927.812500 Penalty: 715.417175 Iteration 7Q: 3 clusters Score -153927.8 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -154036.484375 Penalty: 715.417175 Iteration 8Q: 3 clusters Score -154036.5 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -154086.187500 Penalty: 715.417175 Iteration 9Q: 3 clusters Score -154086.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 1993 members Entering Unmasked Estep Score: -154102.921875 Penalty: 715.417175 Iteration 10Q: 3 clusters Score -154102.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -154106.703125 Penalty: 715.417175 Iteration 11Q: 3 clusters Score -154106.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -154108.703125 Penalty: 715.417175 Iteration 12Q: 3 clusters Score -154108.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 2005 members Entering Unmasked Estep Score: -154109.781250 Penalty: 715.417175 Iteration 13Q: 3 clusters Score -154109.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 2005 members Entering Unmasked Estep Score: -154109.781250 Penalty: 715.417175 Iteration 14F: 3 clusters Score -154109.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (3779 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3779 members Entering Unmasked Estep Score: -182722.875000 Penalty: 374.793274 Iteration 0F: 2 clusters Score -182722.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -180169.140625 Penalty: 749.586548 Iteration 0F: 3 clusters Score -180169.1 nChanged 1644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 2354 members Entering Unmasked Estep Score: -181342.843750 Penalty: 749.586548 Iteration 1F: 3 clusters Score -181342.8 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 2556 members Entering Unmasked Estep Score: -181746.531250 Penalty: 749.586548 Iteration 2F: 3 clusters Score -181746.5 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 2718 members Entering Unmasked Estep Score: -182057.421875 Penalty: 749.586548 Iteration 3F: 3 clusters Score -182057.4 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 2838 members Entering Unmasked Estep Score: -182236.625000 Penalty: 749.586548 Iteration 4F: 3 clusters Score -182236.6 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 2916 members Entering Unmasked Estep Score: -182313.734375 Penalty: 749.586548 Iteration 5Q: 3 clusters Score -182313.7 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 2978 members Entering Unmasked Estep Score: -182350.984375 Penalty: 749.586548 Iteration 6Q: 3 clusters Score -182351 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 3036 members Entering Unmasked Estep Score: -182381.984375 Penalty: 749.586548 Iteration 7Q: 3 clusters Score -182382 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 3093 members Entering Unmasked Estep Score: -182410.312500 Penalty: 749.586548 Iteration 8Q: 3 clusters Score -182410.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 3137 members Entering Unmasked Estep Score: -182428.031250 Penalty: 749.586548 Iteration 9Q: 3 clusters Score -182428 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 3169 members Entering Unmasked Estep Score: -182443.531250 Penalty: 749.586548 Iteration 10Q: 3 clusters Score -182443.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 3199 members Entering Unmasked Estep Score: -182457.062500 Penalty: 749.586548 Iteration 11Q: 3 clusters Score -182457.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 3225 members Entering Unmasked Estep Score: -182465.953125 Penalty: 749.586548 Iteration 12Q: 3 clusters Score -182466 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 3244 members Entering Unmasked Estep Score: -182473.031250 Penalty: 749.586548 Iteration 13Q: 3 clusters Score -182473 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 3269 members Entering Unmasked Estep Score: -182481.093750 Penalty: 749.586548 Iteration 14Q: 3 clusters Score -182481.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 3291 members Entering Unmasked Estep Score: -182487.609375 Penalty: 749.586548 Iteration 15Q: 3 clusters Score -182487.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 3306 members Entering Unmasked Estep Score: -182491.343750 Penalty: 749.586548 Iteration 16Q: 3 clusters Score -182491.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 3320 members Entering Unmasked Estep Score: -182493.562500 Penalty: 749.586548 Iteration 17Q: 3 clusters Score -182493.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 3328 members Entering Unmasked Estep Score: -182494.265625 Penalty: 749.586548 Iteration 18Q: 3 clusters Score -182494.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 3332 members Entering Unmasked Estep Score: -182494.812500 Penalty: 749.586548 Iteration 19Q: 3 clusters Score -182494.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 3338 members Entering Unmasked Estep Score: -182496.671875 Penalty: 749.586548 Iteration 20F: 3 clusters Score -182496.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 3345 members Entering Unmasked Estep Score: -182497.437500 Penalty: 749.586548 Iteration 21Q: 3 clusters Score -182497.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 3350 members Entering Unmasked Estep Score: -182498.718750 Penalty: 749.586548 Iteration 22Q: 3 clusters Score -182498.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 3355 members Entering Unmasked Estep Score: -182501.156250 Penalty: 749.586548 Iteration 23Q: 3 clusters Score -182501.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 3361 members Entering Unmasked Estep Score: -182503.546875 Penalty: 749.586548 Iteration 24Q: 3 clusters Score -182503.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 3369 members Entering Unmasked Estep Score: -182506.203125 Penalty: 749.586548 Iteration 25Q: 3 clusters Score -182506.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 3376 members Entering Unmasked Estep Score: -182507.078125 Penalty: 749.586548 Iteration 26Q: 3 clusters Score -182507.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 3379 members Entering Unmasked Estep Score: -182507.484375 Penalty: 749.586548 Iteration 27Q: 3 clusters Score -182507.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 3381 members Entering Unmasked Estep Score: -182508.062500 Penalty: 749.586548 Iteration 28Q: 3 clusters Score -182508.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 3381 members Entering Unmasked Estep Score: -182508.062500 Penalty: 749.586548 Iteration 29F: 3 clusters Score -182508.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (517 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Entering Unmasked Estep Score: -27010.080078 Penalty: 284.285950 Iteration 0F: 2 clusters Score -27010.08 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -26557.210938 Penalty: 568.571899 Iteration 0F: 3 clusters Score -26557.21 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -26768.361328 Penalty: 568.571899 Iteration 1F: 3 clusters Score -26768.36 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -26860.423828 Penalty: 568.571899 Iteration 2F: 3 clusters Score -26860.42 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -26885.738281 Penalty: 568.571899 Iteration 3F: 3 clusters Score -26885.74 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -26901.662109 Penalty: 568.571899 Iteration 4Q: 3 clusters Score -26901.66 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -26914.335938 Penalty: 568.571899 Iteration 5Q: 3 clusters Score -26914.34 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -26923.236328 Penalty: 568.571899 Iteration 6Q: 3 clusters Score -26923.24 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -26924.968750 Penalty: 568.571899 Iteration 7Q: 3 clusters Score -26924.97 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -26928.195312 Penalty: 568.571899 Iteration 8Q: 3 clusters Score -26928.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -26935.455078 Penalty: 568.571899 Iteration 9Q: 3 clusters Score -26935.46 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -26943.517578 Penalty: 568.571899 Iteration 10Q: 3 clusters Score -26943.52 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -26947.613281 Penalty: 568.571899 Iteration 11Q: 3 clusters Score -26947.61 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -26949.511719 Penalty: 568.571899 Iteration 12Q: 3 clusters Score -26949.51 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -26949.789062 Penalty: 568.571899 Iteration 13Q: 3 clusters Score -26949.79 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -26949.789062 Penalty: 568.571899 Iteration 14F: 3 clusters Score -26949.79 nChanged 0 Entering ConstructFrom: Trying to split cluster 33 (474 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Entering Unmasked Estep Score: -27950.701172 Penalty: 280.334930 Iteration 0F: 2 clusters Score -27950.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -27472.466797 Penalty: 560.669861 Iteration 0F: 3 clusters Score -27472.47 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -27576.056641 Penalty: 560.669861 Iteration 1F: 3 clusters Score -27576.06 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -27610.990234 Penalty: 560.669861 Iteration 2F: 3 clusters Score -27610.99 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -27640.031250 Penalty: 560.669861 Iteration 3F: 3 clusters Score -27640.03 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -27655.556641 Penalty: 560.669861 Iteration 4Q: 3 clusters Score -27655.56 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -27664.837891 Penalty: 560.669861 Iteration 5Q: 3 clusters Score -27664.84 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -27672.722656 Penalty: 560.669861 Iteration 6Q: 3 clusters Score -27672.72 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -27681.091797 Penalty: 560.669861 Iteration 7Q: 3 clusters Score -27681.09 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -27682.318359 Penalty: 560.669861 Iteration 8Q: 3 clusters Score -27682.32 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -27682.871094 Penalty: 560.669861 Iteration 9Q: 3 clusters Score -27682.87 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -27682.980469 Penalty: 560.669861 Iteration 10Q: 3 clusters Score -27682.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -27685.007812 Penalty: 560.669861 Iteration 11Q: 3 clusters Score -27685.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -27686.226562 Penalty: 560.669861 Iteration 12Q: 3 clusters Score -27686.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -27686.320312 Penalty: 560.669861 Iteration 13Q: 3 clusters Score -27686.32 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -27686.320312 Penalty: 560.669861 Iteration 14F: 3 clusters Score -27686.32 nChanged 0 Entering ConstructFrom: Trying to split cluster 34 (11554 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11554 members Entering Unmasked Estep Score: -701966.687500 Penalty: 425.642792 Iteration 0F: 2 clusters Score -701966.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5908 members Mstep: Class 2 contains 5646 members Entering Unmasked Estep Score: -694253.687500 Penalty: 851.285583 Iteration 0F: 3 clusters Score -694253.7 nChanged 5403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7351 members Mstep: Class 2 contains 4203 members Entering Unmasked Estep Score: -697764.687500 Penalty: 851.285583 Iteration 1F: 3 clusters Score -697764.7 nChanged 991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8232 members Mstep: Class 2 contains 3322 members Entering Unmasked Estep Score: -698518.062500 Penalty: 851.285583 Iteration 2F: 3 clusters Score -698518.1 nChanged 1031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9179 members Mstep: Class 2 contains 2375 members Entering Unmasked Estep Score: -699390.562500 Penalty: 851.285583 Iteration 3F: 3 clusters Score -699390.6 nChanged 919 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10058 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -700241.812500 Penalty: 851.285583 Iteration 4F: 3 clusters Score -700241.8 nChanged 695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10739 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -700889.875000 Penalty: 851.285583 Iteration 5F: 3 clusters Score -700889.9 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11132 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -701256.562500 Penalty: 851.285583 Iteration 6Q: 3 clusters Score -701256.6 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11325 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -701428.687500 Penalty: 851.285583 Iteration 7Q: 3 clusters Score -701428.7 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11408 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -701507.375000 Penalty: 851.285583 Iteration 8Q: 3 clusters Score -701507.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11439 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -701543.250000 Penalty: 851.285583 Iteration 9Q: 3 clusters Score -701543.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11454 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -701569.312500 Penalty: 851.285583 Iteration 10Q: 3 clusters Score -701569.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11460 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -701581.437500 Penalty: 851.285583 Iteration 11Q: 3 clusters Score -701581.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11464 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -701585.687500 Penalty: 851.285583 Iteration 12Q: 3 clusters Score -701585.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11469 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -701593.750000 Penalty: 851.285583 Iteration 13Q: 3 clusters Score -701593.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11471 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -701596.750000 Penalty: 851.285583 Iteration 14Q: 3 clusters Score -701596.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11469 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -701597.375000 Penalty: 851.285583 Iteration 15Q: 3 clusters Score -701597.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11469 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -701597.375000 Penalty: 851.285583 Iteration 16F: 3 clusters Score -701597.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27321 members Mstep: Class 2 contains 18530 members Mstep: Class 3 contains 4681 members Mstep: Class 4 contains 2456 members Mstep: Class 5 contains 4282 members Mstep: Class 6 contains 1624 members Mstep: Class 7 contains 3940 members Mstep: Class 8 contains 1208 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5488 members Mstep: Class 11 contains 15739 members Mstep: Class 12 contains 5081 members Mstep: Class 13 contains 925 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5644 members Mstep: Class 16 contains 1113 members Mstep: Class 17 contains 1612 members Mstep: Class 18 contains 1032 members Mstep: Class 19 contains 321 members Mstep: Class 20 contains 8054 members Mstep: Class 21 contains 103083 members Mstep: Class 22 contains 2953 members Mstep: Class 23 contains 2116 members Mstep: Class 24 contains 2575 members Mstep: Class 25 contains 2287 members Mstep: Class 26 contains 6959 members Mstep: Class 27 contains 57929 members Mstep: Class 28 contains 5178 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2596 members Mstep: Class 31 contains 3779 members Mstep: Class 32 contains 517 members Mstep: Class 33 contains 474 members Mstep: Class 34 contains 11554 members Entering Unmasked Estep ConsiderDeletion Score: -17800774.000000 Penalty: 19569.839844 Iteration 239Q: 35 clusters Score -1.780077e+07 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27321 members Mstep: Class 2 contains 18529 members Mstep: Class 3 contains 4684 members Mstep: Class 4 contains 2457 members Mstep: Class 5 contains 4282 members Mstep: Class 6 contains 1624 members Mstep: Class 7 contains 3962 members Mstep: Class 8 contains 1207 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5496 members Mstep: Class 11 contains 15735 members Mstep: Class 12 contains 5070 members Mstep: Class 13 contains 925 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5643 members Mstep: Class 16 contains 1113 members Mstep: Class 17 contains 1612 members Mstep: Class 18 contains 1032 members Mstep: Class 19 contains 321 members Mstep: Class 20 contains 8054 members Mstep: Class 21 contains 103083 members Mstep: Class 22 contains 2948 members Mstep: Class 23 contains 2116 members Mstep: Class 24 contains 2575 members Mstep: Class 25 contains 2272 members Mstep: Class 26 contains 6959 members Mstep: Class 27 contains 57923 members Mstep: Class 28 contains 5181 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2597 members Mstep: Class 31 contains 3781 members Mstep: Class 32 contains 517 members Mstep: Class 33 contains 474 members Mstep: Class 34 contains 11558 members Entering Unmasked Estep ConsiderDeletion Score: -17800750.000000 Penalty: 19569.839844 Iteration 240F: 35 clusters Score -1.780075e+07 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27319 members Mstep: Class 2 contains 18528 members Mstep: Class 3 contains 4683 members Mstep: Class 4 contains 2458 members Mstep: Class 5 contains 4282 members Mstep: Class 6 contains 1623 members Mstep: Class 7 contains 3979 members Mstep: Class 8 contains 1205 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5510 members Mstep: Class 11 contains 15734 members Mstep: Class 12 contains 5058 members Mstep: Class 13 contains 925 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5644 members Mstep: Class 16 contains 1113 members Mstep: Class 17 contains 1612 members Mstep: Class 18 contains 1032 members Mstep: Class 19 contains 321 members Mstep: Class 20 contains 8054 members Mstep: Class 21 contains 103083 members Mstep: Class 22 contains 2947 members Mstep: Class 23 contains 2116 members Mstep: Class 24 contains 2575 members Mstep: Class 25 contains 2255 members Mstep: Class 26 contains 6960 members Mstep: Class 27 contains 57912 members Mstep: Class 28 contains 5184 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2598 members Mstep: Class 31 contains 3780 members Mstep: Class 32 contains 519 members Mstep: Class 33 contains 474 members Mstep: Class 34 contains 11568 members Entering Unmasked Estep ConsiderDeletion Score: -17800810.000000 Penalty: 19569.839844 Iteration 241Q: 35 clusters Score -1.780081e+07 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27317 members Mstep: Class 2 contains 18528 members Mstep: Class 3 contains 4684 members Mstep: Class 4 contains 2458 members Mstep: Class 5 contains 4282 members Mstep: Class 6 contains 1623 members Mstep: Class 7 contains 4001 members Mstep: Class 8 contains 1203 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5515 members Mstep: Class 11 contains 15734 members Mstep: Class 12 contains 5038 members Mstep: Class 13 contains 925 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5643 members Mstep: Class 16 contains 1113 members Mstep: Class 17 contains 1612 members Mstep: Class 18 contains 1031 members Mstep: Class 19 contains 321 members Mstep: Class 20 contains 8054 members Mstep: Class 21 contains 103084 members Mstep: Class 22 contains 2957 members Mstep: Class 23 contains 2117 members Mstep: Class 24 contains 2575 members Mstep: Class 25 contains 2234 members Mstep: Class 26 contains 6960 members Mstep: Class 27 contains 57912 members Mstep: Class 28 contains 5186 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2598 members Mstep: Class 31 contains 3780 members Mstep: Class 32 contains 518 members Mstep: Class 33 contains 474 members Mstep: Class 34 contains 11574 members Entering Unmasked Estep ConsiderDeletion Score: -17800820.000000 Penalty: 19569.839844 Iteration 242Q: 35 clusters Score -1.780082e+07 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27316 members Mstep: Class 2 contains 18529 members Mstep: Class 3 contains 4683 members Mstep: Class 4 contains 2459 members Mstep: Class 5 contains 4282 members Mstep: Class 6 contains 1622 members Mstep: Class 7 contains 4020 members Mstep: Class 8 contains 1202 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5522 members Mstep: Class 11 contains 15733 members Mstep: Class 12 contains 5027 members Mstep: Class 13 contains 924 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5643 members Mstep: Class 16 contains 1113 members Mstep: Class 17 contains 1612 members Mstep: Class 18 contains 1030 members Mstep: Class 19 contains 321 members Mstep: Class 20 contains 8054 members Mstep: Class 21 contains 103085 members Mstep: Class 22 contains 2958 members Mstep: Class 23 contains 2117 members Mstep: Class 24 contains 2575 members Mstep: Class 25 contains 2213 members Mstep: Class 26 contains 6960 members Mstep: Class 27 contains 57914 members Mstep: Class 28 contains 5187 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2598 members Mstep: Class 31 contains 3781 members Mstep: Class 32 contains 517 members Mstep: Class 33 contains 474 members Mstep: Class 34 contains 11580 members Entering Unmasked Estep ConsiderDeletion Score: -17800878.000000 Penalty: 19569.839844 Iteration 243Q: 35 clusters Score -1.780088e+07 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27314 members Mstep: Class 2 contains 18530 members Mstep: Class 3 contains 4681 members Mstep: Class 4 contains 2460 members Mstep: Class 5 contains 4282 members Mstep: Class 6 contains 1622 members Mstep: Class 7 contains 4040 members Mstep: Class 8 contains 1201 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5524 members Mstep: Class 11 contains 15733 members Mstep: Class 12 contains 5018 members Mstep: Class 13 contains 924 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5643 members Mstep: Class 16 contains 1113 members Mstep: Class 17 contains 1612 members Mstep: Class 18 contains 1030 members Mstep: Class 19 contains 321 members Mstep: Class 20 contains 8055 members Mstep: Class 21 contains 103086 members Mstep: Class 22 contains 2955 members Mstep: Class 23 contains 2116 members Mstep: Class 24 contains 2575 members Mstep: Class 25 contains 2192 members Mstep: Class 26 contains 6960 members Mstep: Class 27 contains 57914 members Mstep: Class 28 contains 5189 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2598 members Mstep: Class 31 contains 3782 members Mstep: Class 32 contains 515 members Mstep: Class 33 contains 474 members Mstep: Class 34 contains 11592 members Entering Unmasked Estep ConsiderDeletion Score: -17800856.000000 Penalty: 19569.839844 Iteration 244Q: 35 clusters Score -1.780086e+07 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27314 members Mstep: Class 2 contains 18530 members Mstep: Class 3 contains 4674 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4282 members Mstep: Class 6 contains 1622 members Mstep: Class 7 contains 4056 members Mstep: Class 8 contains 1202 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5533 members Mstep: Class 11 contains 15731 members Mstep: Class 12 contains 5004 members Mstep: Class 13 contains 924 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5643 members Mstep: Class 16 contains 1113 members Mstep: Class 17 contains 1612 members Mstep: Class 18 contains 1031 members Mstep: Class 19 contains 321 members Mstep: Class 20 contains 8056 members Mstep: Class 21 contains 103087 members Mstep: Class 22 contains 2965 members Mstep: Class 23 contains 2116 members Mstep: Class 24 contains 2575 members Mstep: Class 25 contains 2166 members Mstep: Class 26 contains 6960 members Mstep: Class 27 contains 57923 members Mstep: Class 28 contains 5191 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2598 members Mstep: Class 31 contains 3782 members Mstep: Class 32 contains 512 members Mstep: Class 33 contains 474 members Mstep: Class 34 contains 11592 members Entering Unmasked Estep ConsiderDeletion Score: -17800880.000000 Penalty: 19569.839844 Iteration 245Q: 35 clusters Score -1.780088e+07 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27314 members Mstep: Class 2 contains 18530 members Mstep: Class 3 contains 4669 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4281 members Mstep: Class 6 contains 1622 members Mstep: Class 7 contains 4066 members Mstep: Class 8 contains 1202 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5546 members Mstep: Class 11 contains 15732 members Mstep: Class 12 contains 4988 members Mstep: Class 13 contains 924 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5643 members Mstep: Class 16 contains 1113 members Mstep: Class 17 contains 1612 members Mstep: Class 18 contains 1031 members Mstep: Class 19 contains 320 members Mstep: Class 20 contains 8056 members Mstep: Class 21 contains 103089 members Mstep: Class 22 contains 2979 members Mstep: Class 23 contains 2116 members Mstep: Class 24 contains 2575 members Mstep: Class 25 contains 2146 members Mstep: Class 26 contains 6960 members Mstep: Class 27 contains 57919 members Mstep: Class 28 contains 5190 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2598 members Mstep: Class 31 contains 3784 members Mstep: Class 32 contains 511 members Mstep: Class 33 contains 474 members Mstep: Class 34 contains 11599 members Entering Unmasked Estep ConsiderDeletion Score: -17800930.000000 Penalty: 19569.839844 Iteration 246Q: 35 clusters Score -1.780093e+07 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27316 members Mstep: Class 2 contains 18530 members Mstep: Class 3 contains 4662 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4281 members Mstep: Class 6 contains 1622 members Mstep: Class 7 contains 4080 members Mstep: Class 8 contains 1200 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5560 members Mstep: Class 11 contains 15733 members Mstep: Class 12 contains 4967 members Mstep: Class 13 contains 924 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5643 members Mstep: Class 16 contains 1113 members Mstep: Class 17 contains 1612 members Mstep: Class 18 contains 1031 members Mstep: Class 19 contains 320 members Mstep: Class 20 contains 8054 members Mstep: Class 21 contains 103089 members Mstep: Class 22 contains 2995 members Mstep: Class 23 contains 2116 members Mstep: Class 24 contains 2575 members Mstep: Class 25 contains 2124 members Mstep: Class 26 contains 6960 members Mstep: Class 27 contains 57919 members Mstep: Class 28 contains 5190 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2598 members Mstep: Class 31 contains 3784 members Mstep: Class 32 contains 511 members Mstep: Class 33 contains 474 members Mstep: Class 34 contains 11606 members Entering Unmasked Estep ConsiderDeletion Score: -17800936.000000 Penalty: 19569.839844 Iteration 247Q: 35 clusters Score -1.780094e+07 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27317 members Mstep: Class 2 contains 18530 members Mstep: Class 3 contains 4655 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4281 members Mstep: Class 6 contains 1621 members Mstep: Class 7 contains 4095 members Mstep: Class 8 contains 1199 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5567 members Mstep: Class 11 contains 15733 members Mstep: Class 12 contains 4953 members Mstep: Class 13 contains 924 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5643 members Mstep: Class 16 contains 1113 members Mstep: Class 17 contains 1613 members Mstep: Class 18 contains 1031 members Mstep: Class 19 contains 320 members Mstep: Class 20 contains 8054 members Mstep: Class 21 contains 103089 members Mstep: Class 22 contains 3001 members Mstep: Class 23 contains 2116 members Mstep: Class 24 contains 2575 members Mstep: Class 25 contains 2106 members Mstep: Class 26 contains 6960 members Mstep: Class 27 contains 57921 members Mstep: Class 28 contains 5190 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2598 members Mstep: Class 31 contains 3782 members Mstep: Class 32 contains 511 members Mstep: Class 33 contains 474 members Mstep: Class 34 contains 11617 members Entering Unmasked Estep ConsiderDeletion Score: -17800968.000000 Penalty: 19569.839844 Iteration 248Q: 35 clusters Score -1.780097e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27318 members Mstep: Class 2 contains 18530 members Mstep: Class 3 contains 4647 members Mstep: Class 4 contains 2463 members Mstep: Class 5 contains 4281 members Mstep: Class 6 contains 1620 members Mstep: Class 7 contains 4115 members Mstep: Class 8 contains 1197 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5580 members Mstep: Class 11 contains 15734 members Mstep: Class 12 contains 4937 members Mstep: Class 13 contains 924 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5644 members Mstep: Class 16 contains 1113 members Mstep: Class 17 contains 1614 members Mstep: Class 18 contains 1031 members Mstep: Class 19 contains 319 members Mstep: Class 20 contains 8054 members Mstep: Class 21 contains 103089 members Mstep: Class 22 contains 3011 members Mstep: Class 23 contains 2115 members Mstep: Class 24 contains 2576 members Mstep: Class 25 contains 2080 members Mstep: Class 26 contains 6960 members Mstep: Class 27 contains 57920 members Mstep: Class 28 contains 5190 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2598 members Mstep: Class 31 contains 3782 members Mstep: Class 32 contains 511 members Mstep: Class 33 contains 474 members Mstep: Class 34 contains 11624 members Entering Unmasked Estep ConsiderDeletion Score: -17800992.000000 Penalty: 19569.839844 Iteration 249Q: 35 clusters Score -1.780099e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27318 members Mstep: Class 2 contains 18530 members Mstep: Class 3 contains 4644 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4281 members Mstep: Class 6 contains 1619 members Mstep: Class 7 contains 4126 members Mstep: Class 8 contains 1196 members Mstep: Class 9 contains 383 members Mstep: Class 10 contains 5592 members Mstep: Class 11 contains 15736 members Mstep: Class 12 contains 4925 members Mstep: Class 13 contains 924 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5644 members Mstep: Class 16 contains 1113 members Mstep: Class 17 contains 1613 members Mstep: Class 18 contains 1031 members Mstep: Class 19 contains 319 members Mstep: Class 20 contains 8054 members Mstep: Class 21 contains 103089 members Mstep: Class 22 contains 3026 members Mstep: Class 23 contains 2115 members Mstep: Class 24 contains 2578 members Mstep: Class 25 contains 2060 members Mstep: Class 26 contains 6960 members Mstep: Class 27 contains 57915 members Mstep: Class 28 contains 5190 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2598 members Mstep: Class 31 contains 3783 members Mstep: Class 32 contains 511 members Mstep: Class 33 contains 474 members Mstep: Class 34 contains 11625 members Entering Unmasked Estep ConsiderDeletion Score: -17800978.000000 Penalty: 19569.839844 Iteration 250Q: 35 clusters Score -1.780098e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27318 members Mstep: Class 2 contains 18530 members Mstep: Class 3 contains 4640 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4281 members Mstep: Class 6 contains 1619 members Mstep: Class 7 contains 4143 members Mstep: Class 8 contains 1197 members Mstep: Class 9 contains 384 members Mstep: Class 10 contains 5601 members Mstep: Class 11 contains 15736 members Mstep: Class 12 contains 4916 members Mstep: Class 13 contains 924 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5645 members Mstep: Class 16 contains 1113 members Mstep: Class 17 contains 1613 members Mstep: Class 18 contains 1031 members Mstep: Class 19 contains 319 members Mstep: Class 20 contains 8054 members Mstep: Class 21 contains 103090 members Mstep: Class 22 contains 3035 members Mstep: Class 23 contains 2115 members Mstep: Class 24 contains 2577 members Mstep: Class 25 contains 2041 members Mstep: Class 26 contains 6961 members Mstep: Class 27 contains 57911 members Mstep: Class 28 contains 5190 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2598 members Mstep: Class 31 contains 3783 members Mstep: Class 32 contains 511 members Mstep: Class 33 contains 474 members Mstep: Class 34 contains 11622 members Entering Unmasked Estep ConsiderDeletion Score: -17800974.000000 Penalty: 19569.839844 Iteration 251Q: 35 clusters Score -1.780097e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27319 members Mstep: Class 2 contains 18530 members Mstep: Class 3 contains 4631 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4281 members Mstep: Class 6 contains 1619 members Mstep: Class 7 contains 4161 members Mstep: Class 8 contains 1198 members Mstep: Class 9 contains 385 members Mstep: Class 10 contains 5612 members Mstep: Class 11 contains 15739 members Mstep: Class 12 contains 4901 members Mstep: Class 13 contains 924 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5644 members Mstep: Class 16 contains 1113 members Mstep: Class 17 contains 1613 members Mstep: Class 18 contains 1031 members Mstep: Class 19 contains 319 members Mstep: Class 20 contains 8054 members Mstep: Class 21 contains 103090 members Mstep: Class 22 contains 3056 members Mstep: Class 23 contains 2115 members Mstep: Class 24 contains 2577 members Mstep: Class 25 contains 2023 members Mstep: Class 26 contains 6960 members Mstep: Class 27 contains 57897 members Mstep: Class 28 contains 5190 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2598 members Mstep: Class 31 contains 3785 members Mstep: Class 32 contains 511 members Mstep: Class 33 contains 474 members Mstep: Class 34 contains 11622 members Entering Unmasked Estep ConsiderDeletion Score: -17800974.000000 Penalty: 19569.839844 Iteration 252Q: 35 clusters Score -1.780097e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27318 members Mstep: Class 2 contains 18529 members Mstep: Class 3 contains 4628 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4280 members Mstep: Class 6 contains 1617 members Mstep: Class 7 contains 4185 members Mstep: Class 8 contains 1198 members Mstep: Class 9 contains 385 members Mstep: Class 10 contains 5622 members Mstep: Class 11 contains 15746 members Mstep: Class 12 contains 4885 members Mstep: Class 13 contains 924 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5644 members Mstep: Class 16 contains 1113 members Mstep: Class 17 contains 1613 members Mstep: Class 18 contains 1031 members Mstep: Class 19 contains 319 members Mstep: Class 20 contains 8054 members Mstep: Class 21 contains 103092 members Mstep: Class 22 contains 3054 members Mstep: Class 23 contains 2115 members Mstep: Class 24 contains 2577 members Mstep: Class 25 contains 2010 members Mstep: Class 26 contains 6960 members Mstep: Class 27 contains 57898 members Mstep: Class 28 contains 5190 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2598 members Mstep: Class 31 contains 3784 members Mstep: Class 32 contains 511 members Mstep: Class 33 contains 474 members Mstep: Class 34 contains 11618 members Entering Unmasked Estep ConsiderDeletion Score: -17801000.000000 Penalty: 19569.839844 Iteration 253Q: 35 clusters Score -1.7801e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27319 members Mstep: Class 2 contains 18528 members Mstep: Class 3 contains 4626 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4279 members Mstep: Class 6 contains 1613 members Mstep: Class 7 contains 4204 members Mstep: Class 8 contains 1199 members Mstep: Class 9 contains 385 members Mstep: Class 10 contains 5630 members Mstep: Class 11 contains 15748 members Mstep: Class 12 contains 4868 members Mstep: Class 13 contains 924 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5644 members Mstep: Class 16 contains 1113 members Mstep: Class 17 contains 1613 members Mstep: Class 18 contains 1031 members Mstep: Class 19 contains 319 members Mstep: Class 20 contains 8055 members Mstep: Class 21 contains 103093 members Mstep: Class 22 contains 3052 members Mstep: Class 23 contains 2115 members Mstep: Class 24 contains 2577 members Mstep: Class 25 contains 2001 members Mstep: Class 26 contains 6961 members Mstep: Class 27 contains 57902 members Mstep: Class 28 contains 5191 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2599 members Mstep: Class 31 contains 3783 members Mstep: Class 32 contains 511 members Mstep: Class 33 contains 474 members Mstep: Class 34 contains 11615 members Entering Unmasked Estep ConsiderDeletion Score: -17801032.000000 Penalty: 19569.839844 Iteration 254Q: 35 clusters Score -1.780103e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27319 members Mstep: Class 2 contains 18527 members Mstep: Class 3 contains 4626 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4279 members Mstep: Class 6 contains 1612 members Mstep: Class 7 contains 4228 members Mstep: Class 8 contains 1200 members Mstep: Class 9 contains 385 members Mstep: Class 10 contains 5636 members Mstep: Class 11 contains 15747 members Mstep: Class 12 contains 4857 members Mstep: Class 13 contains 924 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5644 members Mstep: Class 16 contains 1113 members Mstep: Class 17 contains 1614 members Mstep: Class 18 contains 1031 members Mstep: Class 19 contains 319 members Mstep: Class 20 contains 8055 members Mstep: Class 21 contains 103094 members Mstep: Class 22 contains 3046 members Mstep: Class 23 contains 2114 members Mstep: Class 24 contains 2577 members Mstep: Class 25 contains 1993 members Mstep: Class 26 contains 6962 members Mstep: Class 27 contains 57899 members Mstep: Class 28 contains 5192 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2599 members Mstep: Class 31 contains 3783 members Mstep: Class 32 contains 511 members Mstep: Class 33 contains 474 members Mstep: Class 34 contains 11612 members Entering Unmasked Estep ConsiderDeletion Score: -17801028.000000 Penalty: 19569.839844 Iteration 255Q: 35 clusters Score -1.780103e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27319 members Mstep: Class 2 contains 18526 members Mstep: Class 3 contains 4623 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4279 members Mstep: Class 6 contains 1612 members Mstep: Class 7 contains 4244 members Mstep: Class 8 contains 1199 members Mstep: Class 9 contains 385 members Mstep: Class 10 contains 5646 members Mstep: Class 11 contains 15746 members Mstep: Class 12 contains 4851 members Mstep: Class 13 contains 923 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5643 members Mstep: Class 16 contains 1113 members Mstep: Class 17 contains 1617 members Mstep: Class 18 contains 1031 members Mstep: Class 19 contains 319 members Mstep: Class 20 contains 8056 members Mstep: Class 21 contains 103093 members Mstep: Class 22 contains 3039 members Mstep: Class 23 contains 2114 members Mstep: Class 24 contains 2577 members Mstep: Class 25 contains 1985 members Mstep: Class 26 contains 6963 members Mstep: Class 27 contains 57891 members Mstep: Class 28 contains 5193 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2599 members Mstep: Class 31 contains 3786 members Mstep: Class 32 contains 511 members Mstep: Class 33 contains 474 members Mstep: Class 34 contains 11615 members Entering Unmasked Estep ConsiderDeletion Score: -17801026.000000 Penalty: 19569.839844 Iteration 256Q: 35 clusters Score -1.780103e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27319 members Mstep: Class 2 contains 18524 members Mstep: Class 3 contains 4621 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4278 members Mstep: Class 6 contains 1612 members Mstep: Class 7 contains 4262 members Mstep: Class 8 contains 1197 members Mstep: Class 9 contains 385 members Mstep: Class 10 contains 5650 members Mstep: Class 11 contains 15745 members Mstep: Class 12 contains 4843 members Mstep: Class 13 contains 923 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5643 members Mstep: Class 16 contains 1113 members Mstep: Class 17 contains 1620 members Mstep: Class 18 contains 1031 members Mstep: Class 19 contains 319 members Mstep: Class 20 contains 8057 members Mstep: Class 21 contains 103093 members Mstep: Class 22 contains 3036 members Mstep: Class 23 contains 2114 members Mstep: Class 24 contains 2577 members Mstep: Class 25 contains 1980 members Mstep: Class 26 contains 6964 members Mstep: Class 27 contains 57885 members Mstep: Class 28 contains 5194 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2600 members Mstep: Class 31 contains 3786 members Mstep: Class 32 contains 511 members Mstep: Class 33 contains 474 members Mstep: Class 34 contains 11616 members Entering Unmasked Estep ConsiderDeletion Score: -17801028.000000 Penalty: 19569.839844 Iteration 257Q: 35 clusters Score -1.780103e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27319 members Mstep: Class 2 contains 18522 members Mstep: Class 3 contains 4619 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4278 members Mstep: Class 6 contains 1611 members Mstep: Class 7 contains 4275 members Mstep: Class 8 contains 1198 members Mstep: Class 9 contains 385 members Mstep: Class 10 contains 5656 members Mstep: Class 11 contains 15746 members Mstep: Class 12 contains 4834 members Mstep: Class 13 contains 922 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5643 members Mstep: Class 16 contains 1113 members Mstep: Class 17 contains 1620 members Mstep: Class 18 contains 1031 members Mstep: Class 19 contains 319 members Mstep: Class 20 contains 8057 members Mstep: Class 21 contains 103094 members Mstep: Class 22 contains 3031 members Mstep: Class 23 contains 2114 members Mstep: Class 24 contains 2577 members Mstep: Class 25 contains 1972 members Mstep: Class 26 contains 6966 members Mstep: Class 27 contains 57882 members Mstep: Class 28 contains 5194 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2601 members Mstep: Class 31 contains 3787 members Mstep: Class 32 contains 511 members Mstep: Class 33 contains 474 members Mstep: Class 34 contains 11621 members Entering Unmasked Estep ConsiderDeletion Score: -17801034.000000 Penalty: 19569.839844 Iteration 258Q: 35 clusters Score -1.780103e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27320 members Mstep: Class 2 contains 18520 members Mstep: Class 3 contains 4618 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4278 members Mstep: Class 6 contains 1610 members Mstep: Class 7 contains 4279 members Mstep: Class 8 contains 1198 members Mstep: Class 9 contains 385 members Mstep: Class 10 contains 5663 members Mstep: Class 11 contains 15748 members Mstep: Class 12 contains 4827 members Mstep: Class 13 contains 922 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5643 members Mstep: Class 16 contains 1113 members Mstep: Class 17 contains 1622 members Mstep: Class 18 contains 1031 members Mstep: Class 19 contains 319 members Mstep: Class 20 contains 8057 members Mstep: Class 21 contains 103095 members Mstep: Class 22 contains 3023 members Mstep: Class 23 contains 2114 members Mstep: Class 24 contains 2577 members Mstep: Class 25 contains 1967 members Mstep: Class 26 contains 6969 members Mstep: Class 27 contains 57880 members Mstep: Class 28 contains 5194 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2599 members Mstep: Class 31 contains 3787 members Mstep: Class 32 contains 510 members Mstep: Class 33 contains 474 members Mstep: Class 34 contains 11630 members Entering Unmasked Estep ConsiderDeletion Score: -17801022.000000 Penalty: 19569.839844 Iteration 259Q: 35 clusters Score -1.780102e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27321 members Mstep: Class 2 contains 18517 members Mstep: Class 3 contains 4615 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4278 members Mstep: Class 6 contains 1609 members Mstep: Class 7 contains 4292 members Mstep: Class 8 contains 1197 members Mstep: Class 9 contains 385 members Mstep: Class 10 contains 5673 members Mstep: Class 11 contains 15752 members Mstep: Class 12 contains 4816 members Mstep: Class 13 contains 922 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5643 members Mstep: Class 16 contains 1113 members Mstep: Class 17 contains 1622 members Mstep: Class 18 contains 1031 members Mstep: Class 19 contains 319 members Mstep: Class 20 contains 8057 members Mstep: Class 21 contains 103096 members Mstep: Class 22 contains 3017 members Mstep: Class 23 contains 2114 members Mstep: Class 24 contains 2577 members Mstep: Class 25 contains 1961 members Mstep: Class 26 contains 6970 members Mstep: Class 27 contains 57876 members Mstep: Class 28 contains 5194 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2599 members Mstep: Class 31 contains 3787 members Mstep: Class 32 contains 510 members Mstep: Class 33 contains 474 members Mstep: Class 34 contains 11635 members Entering Unmasked Estep ConsiderDeletion Score: -17801032.000000 Penalty: 19569.839844 Iteration 260F: 35 clusters Score -1.780103e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27322 members Mstep: Class 2 contains 18516 members Mstep: Class 3 contains 4611 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4277 members Mstep: Class 6 contains 1609 members Mstep: Class 7 contains 4299 members Mstep: Class 8 contains 1198 members Mstep: Class 9 contains 385 members Mstep: Class 10 contains 5682 members Mstep: Class 11 contains 15754 members Mstep: Class 12 contains 4809 members Mstep: Class 13 contains 922 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5643 members Mstep: Class 16 contains 1113 members Mstep: Class 17 contains 1622 members Mstep: Class 18 contains 1031 members Mstep: Class 19 contains 319 members Mstep: Class 20 contains 8057 members Mstep: Class 21 contains 103097 members Mstep: Class 22 contains 3022 members Mstep: Class 23 contains 2114 members Mstep: Class 24 contains 2577 members Mstep: Class 25 contains 1949 members Mstep: Class 26 contains 6970 members Mstep: Class 27 contains 57870 members Mstep: Class 28 contains 5194 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2599 members Mstep: Class 31 contains 3787 members Mstep: Class 32 contains 510 members Mstep: Class 33 contains 474 members Mstep: Class 34 contains 11640 members Entering Unmasked Estep ConsiderDeletion Score: -17801058.000000 Penalty: 19569.839844 Iteration 261Q: 35 clusters Score -1.780106e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27322 members Mstep: Class 2 contains 18517 members Mstep: Class 3 contains 4606 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4278 members Mstep: Class 6 contains 1609 members Mstep: Class 7 contains 4307 members Mstep: Class 8 contains 1199 members Mstep: Class 9 contains 385 members Mstep: Class 10 contains 5689 members Mstep: Class 11 contains 15757 members Mstep: Class 12 contains 4801 members Mstep: Class 13 contains 922 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5642 members Mstep: Class 16 contains 1113 members Mstep: Class 17 contains 1622 members Mstep: Class 18 contains 1031 members Mstep: Class 19 contains 319 members Mstep: Class 20 contains 8056 members Mstep: Class 21 contains 103097 members Mstep: Class 22 contains 3026 members Mstep: Class 23 contains 2114 members Mstep: Class 24 contains 2577 members Mstep: Class 25 contains 1939 members Mstep: Class 26 contains 6970 members Mstep: Class 27 contains 57868 members Mstep: Class 28 contains 5194 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2599 members Mstep: Class 31 contains 3787 members Mstep: Class 32 contains 510 members Mstep: Class 33 contains 473 members Mstep: Class 34 contains 11643 members Entering Unmasked Estep ConsiderDeletion Score: -17801070.000000 Penalty: 19569.839844 Iteration 262Q: 35 clusters Score -1.780107e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27322 members Mstep: Class 2 contains 18518 members Mstep: Class 3 contains 4601 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4280 members Mstep: Class 6 contains 1609 members Mstep: Class 7 contains 4310 members Mstep: Class 8 contains 1200 members Mstep: Class 9 contains 385 members Mstep: Class 10 contains 5695 members Mstep: Class 11 contains 15758 members Mstep: Class 12 contains 4794 members Mstep: Class 13 contains 922 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5642 members Mstep: Class 16 contains 1113 members Mstep: Class 17 contains 1623 members Mstep: Class 18 contains 1031 members Mstep: Class 19 contains 319 members Mstep: Class 20 contains 8053 members Mstep: Class 21 contains 103098 members Mstep: Class 22 contains 3034 members Mstep: Class 23 contains 2114 members Mstep: Class 24 contains 2577 members Mstep: Class 25 contains 1928 members Mstep: Class 26 contains 6971 members Mstep: Class 27 contains 57864 members Mstep: Class 28 contains 5194 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2599 members Mstep: Class 31 contains 3787 members Mstep: Class 32 contains 510 members Mstep: Class 33 contains 473 members Mstep: Class 34 contains 11648 members Entering Unmasked Estep ConsiderDeletion Score: -17801070.000000 Penalty: 19569.839844 Iteration 263Q: 35 clusters Score -1.780107e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27321 members Mstep: Class 2 contains 18517 members Mstep: Class 3 contains 4596 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4282 members Mstep: Class 6 contains 1608 members Mstep: Class 7 contains 4313 members Mstep: Class 8 contains 1200 members Mstep: Class 9 contains 385 members Mstep: Class 10 contains 5702 members Mstep: Class 11 contains 15764 members Mstep: Class 12 contains 4788 members Mstep: Class 13 contains 922 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5642 members Mstep: Class 16 contains 1113 members Mstep: Class 17 contains 1623 members Mstep: Class 18 contains 1031 members Mstep: Class 19 contains 319 members Mstep: Class 20 contains 8049 members Mstep: Class 21 contains 103099 members Mstep: Class 22 contains 3039 members Mstep: Class 23 contains 2115 members Mstep: Class 24 contains 2577 members Mstep: Class 25 contains 1919 members Mstep: Class 26 contains 6971 members Mstep: Class 27 contains 57862 members Mstep: Class 28 contains 5194 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2600 members Mstep: Class 31 contains 3786 members Mstep: Class 32 contains 511 members Mstep: Class 33 contains 473 members Mstep: Class 34 contains 11651 members Entering Unmasked Estep ConsiderDeletion Score: -17801094.000000 Penalty: 19569.839844 Iteration 264Q: 35 clusters Score -1.780109e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27322 members Mstep: Class 2 contains 18517 members Mstep: Class 3 contains 4593 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4285 members Mstep: Class 6 contains 1609 members Mstep: Class 7 contains 4314 members Mstep: Class 8 contains 1200 members Mstep: Class 9 contains 385 members Mstep: Class 10 contains 5711 members Mstep: Class 11 contains 15769 members Mstep: Class 12 contains 4778 members Mstep: Class 13 contains 922 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5642 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1623 members Mstep: Class 18 contains 1031 members Mstep: Class 19 contains 319 members Mstep: Class 20 contains 8042 members Mstep: Class 21 contains 103098 members Mstep: Class 22 contains 3046 members Mstep: Class 23 contains 2115 members Mstep: Class 24 contains 2577 members Mstep: Class 25 contains 1912 members Mstep: Class 26 contains 6971 members Mstep: Class 27 contains 57862 members Mstep: Class 28 contains 5194 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2601 members Mstep: Class 31 contains 3785 members Mstep: Class 32 contains 512 members Mstep: Class 33 contains 473 members Mstep: Class 34 contains 11652 members Entering Unmasked Estep ConsiderDeletion Score: -17801090.000000 Penalty: 19569.839844 Iteration 265Q: 35 clusters Score -1.780109e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27323 members Mstep: Class 2 contains 18517 members Mstep: Class 3 contains 4590 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4288 members Mstep: Class 6 contains 1608 members Mstep: Class 7 contains 4315 members Mstep: Class 8 contains 1200 members Mstep: Class 9 contains 385 members Mstep: Class 10 contains 5713 members Mstep: Class 11 contains 15771 members Mstep: Class 12 contains 4778 members Mstep: Class 13 contains 922 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5642 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1623 members Mstep: Class 18 contains 1031 members Mstep: Class 19 contains 319 members Mstep: Class 20 contains 8038 members Mstep: Class 21 contains 103098 members Mstep: Class 22 contains 3053 members Mstep: Class 23 contains 2115 members Mstep: Class 24 contains 2577 members Mstep: Class 25 contains 1906 members Mstep: Class 26 contains 6972 members Mstep: Class 27 contains 57859 members Mstep: Class 28 contains 5195 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2601 members Mstep: Class 31 contains 3785 members Mstep: Class 32 contains 510 members Mstep: Class 33 contains 473 members Mstep: Class 34 contains 11653 members Entering Unmasked Estep ConsiderDeletion Score: -17801102.000000 Penalty: 19569.839844 Iteration 266Q: 35 clusters Score -1.78011e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27323 members Mstep: Class 2 contains 18517 members Mstep: Class 3 contains 4587 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4288 members Mstep: Class 6 contains 1607 members Mstep: Class 7 contains 4317 members Mstep: Class 8 contains 1200 members Mstep: Class 9 contains 385 members Mstep: Class 10 contains 5723 members Mstep: Class 11 contains 15774 members Mstep: Class 12 contains 4774 members Mstep: Class 13 contains 922 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5642 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1623 members Mstep: Class 18 contains 1031 members Mstep: Class 19 contains 319 members Mstep: Class 20 contains 8037 members Mstep: Class 21 contains 103097 members Mstep: Class 22 contains 3055 members Mstep: Class 23 contains 2114 members Mstep: Class 24 contains 2577 members Mstep: Class 25 contains 1893 members Mstep: Class 26 contains 6972 members Mstep: Class 27 contains 57863 members Mstep: Class 28 contains 5196 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2601 members Mstep: Class 31 contains 3785 members Mstep: Class 32 contains 509 members Mstep: Class 33 contains 473 members Mstep: Class 34 contains 11656 members Entering Unmasked Estep ConsiderDeletion Score: -17801096.000000 Penalty: 19569.839844 Iteration 267Q: 35 clusters Score -1.78011e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27323 members Mstep: Class 2 contains 18517 members Mstep: Class 3 contains 4581 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4288 members Mstep: Class 6 contains 1606 members Mstep: Class 7 contains 4319 members Mstep: Class 8 contains 1200 members Mstep: Class 9 contains 385 members Mstep: Class 10 contains 5739 members Mstep: Class 11 contains 15775 members Mstep: Class 12 contains 4771 members Mstep: Class 13 contains 922 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5642 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1623 members Mstep: Class 18 contains 1031 members Mstep: Class 19 contains 319 members Mstep: Class 20 contains 8037 members Mstep: Class 21 contains 103097 members Mstep: Class 22 contains 3057 members Mstep: Class 23 contains 2114 members Mstep: Class 24 contains 2577 members Mstep: Class 25 contains 1874 members Mstep: Class 26 contains 6972 members Mstep: Class 27 contains 57868 members Mstep: Class 28 contains 5196 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2601 members Mstep: Class 31 contains 3785 members Mstep: Class 32 contains 509 members Mstep: Class 33 contains 473 members Mstep: Class 34 contains 11659 members Entering Unmasked Estep ConsiderDeletion Score: -17801110.000000 Penalty: 19569.839844 Iteration 268Q: 35 clusters Score -1.780111e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27323 members Mstep: Class 2 contains 18517 members Mstep: Class 3 contains 4579 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4288 members Mstep: Class 6 contains 1605 members Mstep: Class 7 contains 4325 members Mstep: Class 8 contains 1200 members Mstep: Class 9 contains 385 members Mstep: Class 10 contains 5749 members Mstep: Class 11 contains 15776 members Mstep: Class 12 contains 4770 members Mstep: Class 13 contains 922 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5642 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1623 members Mstep: Class 18 contains 1031 members Mstep: Class 19 contains 319 members Mstep: Class 20 contains 8037 members Mstep: Class 21 contains 103097 members Mstep: Class 22 contains 3060 members Mstep: Class 23 contains 2114 members Mstep: Class 24 contains 2577 members Mstep: Class 25 contains 1852 members Mstep: Class 26 contains 6972 members Mstep: Class 27 contains 57874 members Mstep: Class 28 contains 5196 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2601 members Mstep: Class 31 contains 3785 members Mstep: Class 32 contains 508 members Mstep: Class 33 contains 473 members Mstep: Class 34 contains 11660 members Entering Unmasked Estep ConsiderDeletion Score: -17801110.000000 Penalty: 19569.839844 Iteration 269Q: 35 clusters Score -1.780111e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27323 members Mstep: Class 2 contains 18517 members Mstep: Class 3 contains 4576 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4288 members Mstep: Class 6 contains 1605 members Mstep: Class 7 contains 4329 members Mstep: Class 8 contains 1200 members Mstep: Class 9 contains 385 members Mstep: Class 10 contains 5757 members Mstep: Class 11 contains 15776 members Mstep: Class 12 contains 4764 members Mstep: Class 13 contains 922 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5642 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1623 members Mstep: Class 18 contains 1031 members Mstep: Class 19 contains 319 members Mstep: Class 20 contains 8037 members Mstep: Class 21 contains 103097 members Mstep: Class 22 contains 3062 members Mstep: Class 23 contains 2114 members Mstep: Class 24 contains 2577 members Mstep: Class 25 contains 1844 members Mstep: Class 26 contains 6972 members Mstep: Class 27 contains 57872 members Mstep: Class 28 contains 5196 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2601 members Mstep: Class 31 contains 3785 members Mstep: Class 32 contains 508 members Mstep: Class 33 contains 473 members Mstep: Class 34 contains 11665 members Entering Unmasked Estep ConsiderDeletion Score: -17801120.000000 Penalty: 19569.839844 Iteration 270Q: 35 clusters Score -1.780112e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27323 members Mstep: Class 2 contains 18517 members Mstep: Class 3 contains 4572 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4288 members Mstep: Class 6 contains 1605 members Mstep: Class 7 contains 4336 members Mstep: Class 8 contains 1200 members Mstep: Class 9 contains 385 members Mstep: Class 10 contains 5761 members Mstep: Class 11 contains 15778 members Mstep: Class 12 contains 4748 members Mstep: Class 13 contains 922 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5642 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1624 members Mstep: Class 18 contains 1030 members Mstep: Class 19 contains 319 members Mstep: Class 20 contains 8037 members Mstep: Class 21 contains 103097 members Mstep: Class 22 contains 3072 members Mstep: Class 23 contains 2114 members Mstep: Class 24 contains 2577 members Mstep: Class 25 contains 1835 members Mstep: Class 26 contains 6972 members Mstep: Class 27 contains 57876 members Mstep: Class 28 contains 5196 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2601 members Mstep: Class 31 contains 3786 members Mstep: Class 32 contains 508 members Mstep: Class 33 contains 473 members Mstep: Class 34 contains 11666 members Entering Unmasked Estep ConsiderDeletion Score: -17801104.000000 Penalty: 19569.839844 Iteration 271Q: 35 clusters Score -1.78011e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27323 members Mstep: Class 2 contains 18517 members Mstep: Class 3 contains 4570 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4288 members Mstep: Class 6 contains 1605 members Mstep: Class 7 contains 4344 members Mstep: Class 8 contains 1201 members Mstep: Class 9 contains 385 members Mstep: Class 10 contains 5765 members Mstep: Class 11 contains 15778 members Mstep: Class 12 contains 4725 members Mstep: Class 13 contains 922 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5642 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1625 members Mstep: Class 18 contains 1030 members Mstep: Class 19 contains 319 members Mstep: Class 20 contains 8036 members Mstep: Class 21 contains 103099 members Mstep: Class 22 contains 3082 members Mstep: Class 23 contains 2114 members Mstep: Class 24 contains 2577 members Mstep: Class 25 contains 1823 members Mstep: Class 26 contains 6971 members Mstep: Class 27 contains 57884 members Mstep: Class 28 contains 5196 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2601 members Mstep: Class 31 contains 3786 members Mstep: Class 32 contains 508 members Mstep: Class 33 contains 473 members Mstep: Class 34 contains 11671 members Entering Unmasked Estep ConsiderDeletion Score: -17801106.000000 Penalty: 19569.839844 Iteration 272Q: 35 clusters Score -1.780111e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27323 members Mstep: Class 2 contains 18517 members Mstep: Class 3 contains 4565 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4288 members Mstep: Class 6 contains 1605 members Mstep: Class 7 contains 4356 members Mstep: Class 8 contains 1202 members Mstep: Class 9 contains 385 members Mstep: Class 10 contains 5763 members Mstep: Class 11 contains 15777 members Mstep: Class 12 contains 4706 members Mstep: Class 13 contains 923 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5642 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1625 members Mstep: Class 18 contains 1030 members Mstep: Class 19 contains 319 members Mstep: Class 20 contains 8036 members Mstep: Class 21 contains 103101 members Mstep: Class 22 contains 3088 members Mstep: Class 23 contains 2114 members Mstep: Class 24 contains 2577 members Mstep: Class 25 contains 1814 members Mstep: Class 26 contains 6970 members Mstep: Class 27 contains 57894 members Mstep: Class 28 contains 5196 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2601 members Mstep: Class 31 contains 3786 members Mstep: Class 32 contains 508 members Mstep: Class 33 contains 473 members Mstep: Class 34 contains 11676 members Entering Unmasked Estep ConsiderDeletion Score: -17801076.000000 Penalty: 19569.839844 Iteration 273Q: 35 clusters Score -1.780108e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27322 members Mstep: Class 2 contains 18516 members Mstep: Class 3 contains 4563 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4288 members Mstep: Class 6 contains 1605 members Mstep: Class 7 contains 4365 members Mstep: Class 8 contains 1202 members Mstep: Class 9 contains 385 members Mstep: Class 10 contains 5769 members Mstep: Class 11 contains 15777 members Mstep: Class 12 contains 4696 members Mstep: Class 13 contains 924 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5642 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1624 members Mstep: Class 18 contains 1030 members Mstep: Class 19 contains 319 members Mstep: Class 20 contains 8036 members Mstep: Class 21 contains 103104 members Mstep: Class 22 contains 3089 members Mstep: Class 23 contains 2114 members Mstep: Class 24 contains 2577 members Mstep: Class 25 contains 1805 members Mstep: Class 26 contains 6971 members Mstep: Class 27 contains 57896 members Mstep: Class 28 contains 5196 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2601 members Mstep: Class 31 contains 3785 members Mstep: Class 32 contains 508 members Mstep: Class 33 contains 473 members Mstep: Class 34 contains 11678 members Entering Unmasked Estep ConsiderDeletion Score: -17801044.000000 Penalty: 19569.839844 Iteration 274Q: 35 clusters Score -1.780104e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27322 members Mstep: Class 2 contains 18517 members Mstep: Class 3 contains 4562 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4288 members Mstep: Class 6 contains 1605 members Mstep: Class 7 contains 4372 members Mstep: Class 8 contains 1202 members Mstep: Class 9 contains 385 members Mstep: Class 10 contains 5776 members Mstep: Class 11 contains 15776 members Mstep: Class 12 contains 4688 members Mstep: Class 13 contains 924 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5642 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1624 members Mstep: Class 18 contains 1030 members Mstep: Class 19 contains 319 members Mstep: Class 20 contains 8036 members Mstep: Class 21 contains 103104 members Mstep: Class 22 contains 3086 members Mstep: Class 23 contains 2114 members Mstep: Class 24 contains 2578 members Mstep: Class 25 contains 1800 members Mstep: Class 26 contains 6971 members Mstep: Class 27 contains 57894 members Mstep: Class 28 contains 5197 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2601 members Mstep: Class 31 contains 3786 members Mstep: Class 32 contains 508 members Mstep: Class 33 contains 473 members Mstep: Class 34 contains 11680 members Entering Unmasked Estep ConsiderDeletion Score: -17801054.000000 Penalty: 19569.839844 Iteration 275Q: 35 clusters Score -1.780105e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27322 members Mstep: Class 2 contains 18517 members Mstep: Class 3 contains 4561 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4288 members Mstep: Class 6 contains 1605 members Mstep: Class 7 contains 4376 members Mstep: Class 8 contains 1202 members Mstep: Class 9 contains 385 members Mstep: Class 10 contains 5781 members Mstep: Class 11 contains 15775 members Mstep: Class 12 contains 4678 members Mstep: Class 13 contains 924 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5642 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1625 members Mstep: Class 18 contains 1030 members Mstep: Class 19 contains 319 members Mstep: Class 20 contains 8036 members Mstep: Class 21 contains 103105 members Mstep: Class 22 contains 3093 members Mstep: Class 23 contains 2114 members Mstep: Class 24 contains 2578 members Mstep: Class 25 contains 1794 members Mstep: Class 26 contains 6971 members Mstep: Class 27 contains 57891 members Mstep: Class 28 contains 5197 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2601 members Mstep: Class 31 contains 3786 members Mstep: Class 32 contains 508 members Mstep: Class 33 contains 473 members Mstep: Class 34 contains 11683 members Entering Unmasked Estep ConsiderDeletion Score: -17801042.000000 Penalty: 19569.839844 Iteration 276Q: 35 clusters Score -1.780104e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27321 members Mstep: Class 2 contains 18517 members Mstep: Class 3 contains 4559 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4288 members Mstep: Class 6 contains 1605 members Mstep: Class 7 contains 4378 members Mstep: Class 8 contains 1202 members Mstep: Class 9 contains 385 members Mstep: Class 10 contains 5783 members Mstep: Class 11 contains 15772 members Mstep: Class 12 contains 4672 members Mstep: Class 13 contains 924 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5642 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1626 members Mstep: Class 18 contains 1030 members Mstep: Class 19 contains 319 members Mstep: Class 20 contains 8036 members Mstep: Class 21 contains 103106 members Mstep: Class 22 contains 3096 members Mstep: Class 23 contains 2114 members Mstep: Class 24 contains 2578 members Mstep: Class 25 contains 1790 members Mstep: Class 26 contains 6971 members Mstep: Class 27 contains 57892 members Mstep: Class 28 contains 5200 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2601 members Mstep: Class 31 contains 3787 members Mstep: Class 32 contains 508 members Mstep: Class 33 contains 473 members Mstep: Class 34 contains 11685 members Entering Unmasked Estep ConsiderDeletion Score: -17801048.000000 Penalty: 19569.839844 Iteration 277Q: 35 clusters Score -1.780105e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27321 members Mstep: Class 2 contains 18517 members Mstep: Class 3 contains 4558 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4288 members Mstep: Class 6 contains 1605 members Mstep: Class 7 contains 4380 members Mstep: Class 8 contains 1201 members Mstep: Class 9 contains 385 members Mstep: Class 10 contains 5783 members Mstep: Class 11 contains 15769 members Mstep: Class 12 contains 4668 members Mstep: Class 13 contains 925 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5643 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1625 members Mstep: Class 18 contains 1030 members Mstep: Class 19 contains 319 members Mstep: Class 20 contains 8036 members Mstep: Class 21 contains 103107 members Mstep: Class 22 contains 3100 members Mstep: Class 23 contains 2114 members Mstep: Class 24 contains 2578 members Mstep: Class 25 contains 1789 members Mstep: Class 26 contains 6971 members Mstep: Class 27 contains 57891 members Mstep: Class 28 contains 5202 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2601 members Mstep: Class 31 contains 3787 members Mstep: Class 32 contains 508 members Mstep: Class 33 contains 473 members Mstep: Class 34 contains 11686 members Entering Unmasked Estep ConsiderDeletion Score: -17801062.000000 Penalty: 19569.839844 Iteration 278Q: 35 clusters Score -1.780106e+07 nChanged 30 Entering ConstructFrom: Score: -17801062.000000 Penalty: 19569.839844 Entering ConstructFrom: Trying to split cluster 1 (27321 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27321 members Entering Unmasked Estep Score: -1622403.375000 Penalty: 464.801208 Iteration 0F: 2 clusters Score -1622403 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13620 members Mstep: Class 2 contains 13701 members Entering Unmasked Estep Score: -1604131.875000 Penalty: 929.602417 Iteration 0F: 3 clusters Score -1604132 nChanged 13092 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12532 members Mstep: Class 2 contains 14789 members Entering Unmasked Estep Score: -1612656.875000 Penalty: 929.602417 Iteration 1F: 3 clusters Score -1612657 nChanged 1907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11727 members Mstep: Class 2 contains 15594 members Entering Unmasked Estep Score: -1613812.500000 Penalty: 929.602417 Iteration 2F: 3 clusters Score -1613812 nChanged 1986 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10767 members Mstep: Class 2 contains 16554 members Entering Unmasked Estep Score: -1615194.500000 Penalty: 929.602417 Iteration 3F: 3 clusters Score -1615194 nChanged 1915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9878 members Mstep: Class 2 contains 17443 members Entering Unmasked Estep Score: -1616688.875000 Penalty: 929.602417 Iteration 4F: 3 clusters Score -1616689 nChanged 1668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9116 members Mstep: Class 2 contains 18205 members Entering Unmasked Estep Score: -1618155.875000 Penalty: 929.602417 Iteration 5F: 3 clusters Score -1618156 nChanged 1368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8530 members Mstep: Class 2 contains 18791 members Entering Unmasked Estep Score: -1619193.875000 Penalty: 929.602417 Iteration 6F: 3 clusters Score -1619194 nChanged 973 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8075 members Mstep: Class 2 contains 19246 members Entering Unmasked Estep Score: -1619746.625000 Penalty: 929.602417 Iteration 7Q: 3 clusters Score -1619747 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7650 members Mstep: Class 2 contains 19671 members Entering Unmasked Estep Score: -1620128.000000 Penalty: 929.602417 Iteration 8Q: 3 clusters Score -1620128 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7265 members Mstep: Class 2 contains 20056 members Entering Unmasked Estep Score: -1620427.625000 Penalty: 929.602417 Iteration 9Q: 3 clusters Score -1620428 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6894 members Mstep: Class 2 contains 20427 members Entering Unmasked Estep Score: -1620725.250000 Penalty: 929.602417 Iteration 10Q: 3 clusters Score -1620725 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6536 members Mstep: Class 2 contains 20785 members Entering Unmasked Estep Score: -1620975.000000 Penalty: 929.602417 Iteration 11Q: 3 clusters Score -1620975 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6223 members Mstep: Class 2 contains 21098 members Entering Unmasked Estep Score: -1621173.000000 Penalty: 929.602417 Iteration 12Q: 3 clusters Score -1621173 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5983 members Mstep: Class 2 contains 21338 members Entering Unmasked Estep Score: -1621323.000000 Penalty: 929.602417 Iteration 13Q: 3 clusters Score -1621323 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5757 members Mstep: Class 2 contains 21564 members Entering Unmasked Estep Score: -1621416.000000 Penalty: 929.602417 Iteration 14Q: 3 clusters Score -1621416 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5559 members Mstep: Class 2 contains 21762 members Entering Unmasked Estep Score: -1621487.375000 Penalty: 929.602417 Iteration 15Q: 3 clusters Score -1621487 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5382 members Mstep: Class 2 contains 21939 members Entering Unmasked Estep Score: -1621533.250000 Penalty: 929.602417 Iteration 16Q: 3 clusters Score -1621533 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5203 members Mstep: Class 2 contains 22118 members Entering Unmasked Estep Score: -1621584.875000 Penalty: 929.602417 Iteration 17Q: 3 clusters Score -1621585 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5018 members Mstep: Class 2 contains 22303 members Entering Unmasked Estep Score: -1621630.625000 Penalty: 929.602417 Iteration 18Q: 3 clusters Score -1621631 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4839 members Mstep: Class 2 contains 22482 members Entering Unmasked Estep Score: -1621671.250000 Penalty: 929.602417 Iteration 19Q: 3 clusters Score -1621671 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4672 members Mstep: Class 2 contains 22649 members Entering Unmasked Estep Score: -1621708.875000 Penalty: 929.602417 Iteration 20F: 3 clusters Score -1621709 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4498 members Mstep: Class 2 contains 22823 members Entering Unmasked Estep Score: -1621758.375000 Penalty: 929.602417 Iteration 21Q: 3 clusters Score -1621758 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4342 members Mstep: Class 2 contains 22979 members Entering Unmasked Estep Score: -1621784.250000 Penalty: 929.602417 Iteration 22Q: 3 clusters Score -1621784 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4222 members Mstep: Class 2 contains 23099 members Entering Unmasked Estep Score: -1621796.375000 Penalty: 929.602417 Iteration 23Q: 3 clusters Score -1621796 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4103 members Mstep: Class 2 contains 23218 members Entering Unmasked Estep Score: -1621820.125000 Penalty: 929.602417 Iteration 24Q: 3 clusters Score -1621820 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3976 members Mstep: Class 2 contains 23345 members Entering Unmasked Estep Score: -1621853.500000 Penalty: 929.602417 Iteration 25Q: 3 clusters Score -1621854 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3835 members Mstep: Class 2 contains 23486 members Entering Unmasked Estep Score: -1621878.625000 Penalty: 929.602417 Iteration 26Q: 3 clusters Score -1621879 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3712 members Mstep: Class 2 contains 23609 members Entering Unmasked Estep Score: -1621905.000000 Penalty: 929.602417 Iteration 27Q: 3 clusters Score -1621905 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3608 members Mstep: Class 2 contains 23713 members Entering Unmasked Estep Score: -1621920.875000 Penalty: 929.602417 Iteration 28Q: 3 clusters Score -1621921 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3497 members Mstep: Class 2 contains 23824 members Entering Unmasked Estep Score: -1621939.125000 Penalty: 929.602417 Iteration 29Q: 3 clusters Score -1621939 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3385 members Mstep: Class 2 contains 23936 members Entering Unmasked Estep Score: -1621959.750000 Penalty: 929.602417 Iteration 30Q: 3 clusters Score -1621960 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3287 members Mstep: Class 2 contains 24034 members Entering Unmasked Estep Score: -1621977.250000 Penalty: 929.602417 Iteration 31Q: 3 clusters Score -1621977 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3191 members Mstep: Class 2 contains 24130 members Entering Unmasked Estep Score: -1622002.250000 Penalty: 929.602417 Iteration 32Q: 3 clusters Score -1622002 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3110 members Mstep: Class 2 contains 24211 members Entering Unmasked Estep Score: -1622015.750000 Penalty: 929.602417 Iteration 33Q: 3 clusters Score -1622016 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3030 members Mstep: Class 2 contains 24291 members Entering Unmasked Estep Score: -1622028.500000 Penalty: 929.602417 Iteration 34Q: 3 clusters Score -1622028 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2961 members Mstep: Class 2 contains 24360 members Entering Unmasked Estep Score: -1622042.500000 Penalty: 929.602417 Iteration 35Q: 3 clusters Score -1622042 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2887 members Mstep: Class 2 contains 24434 members Entering Unmasked Estep Score: -1622058.500000 Penalty: 929.602417 Iteration 36Q: 3 clusters Score -1622058 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2821 members Mstep: Class 2 contains 24500 members Entering Unmasked Estep Score: -1622066.000000 Penalty: 929.602417 Iteration 37Q: 3 clusters Score -1622066 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2760 members Mstep: Class 2 contains 24561 members Entering Unmasked Estep Score: -1622073.625000 Penalty: 929.602417 Iteration 38Q: 3 clusters Score -1622074 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2693 members Mstep: Class 2 contains 24628 members Entering Unmasked Estep Score: -1622077.000000 Penalty: 929.602417 Iteration 39Q: 3 clusters Score -1622077 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2634 members Mstep: Class 2 contains 24687 members Entering Unmasked Estep Score: -1622086.750000 Penalty: 929.602417 Iteration 40F: 3 clusters Score -1622087 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2592 members Mstep: Class 2 contains 24729 members Entering Unmasked Estep Score: -1622096.000000 Penalty: 929.602417 Iteration 41Q: 3 clusters Score -1622096 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2544 members Mstep: Class 2 contains 24777 members Entering Unmasked Estep Score: -1622106.125000 Penalty: 929.602417 Iteration 42Q: 3 clusters Score -1622106 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2493 members Mstep: Class 2 contains 24828 members Entering Unmasked Estep Score: -1622110.125000 Penalty: 929.602417 Iteration 43Q: 3 clusters Score -1622110 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 24877 members Entering Unmasked Estep Score: -1622115.750000 Penalty: 929.602417 Iteration 44Q: 3 clusters Score -1622116 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2400 members Mstep: Class 2 contains 24921 members Entering Unmasked Estep Score: -1622117.625000 Penalty: 929.602417 Iteration 45Q: 3 clusters Score -1622118 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2356 members Mstep: Class 2 contains 24965 members Entering Unmasked Estep Score: -1622119.000000 Penalty: 929.602417 Iteration 46Q: 3 clusters Score -1622119 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2318 members Mstep: Class 2 contains 25003 members Entering Unmasked Estep Score: -1622124.000000 Penalty: 929.602417 Iteration 47Q: 3 clusters Score -1622124 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 25056 members Entering Unmasked Estep Score: -1622134.750000 Penalty: 929.602417 Iteration 48Q: 3 clusters Score -1622135 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2218 members Mstep: Class 2 contains 25103 members Entering Unmasked Estep Score: -1622143.750000 Penalty: 929.602417 Iteration 49Q: 3 clusters Score -1622144 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2171 members Mstep: Class 2 contains 25150 members Entering Unmasked Estep Score: -1622150.000000 Penalty: 929.602417 Iteration 50Q: 3 clusters Score -1622150 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2139 members Mstep: Class 2 contains 25182 members Entering Unmasked Estep Score: -1622155.750000 Penalty: 929.602417 Iteration 51Q: 3 clusters Score -1622156 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2113 members Mstep: Class 2 contains 25208 members Entering Unmasked Estep Score: -1622160.375000 Penalty: 929.602417 Iteration 52Q: 3 clusters Score -1622160 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 25236 members Entering Unmasked Estep Score: -1622164.250000 Penalty: 929.602417 Iteration 53Q: 3 clusters Score -1622164 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 25255 members Entering Unmasked Estep Score: -1622164.000000 Penalty: 929.602417 Iteration 54Q: 3 clusters Score -1622164 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2045 members Mstep: Class 2 contains 25276 members Entering Unmasked Estep Score: -1622163.750000 Penalty: 929.602417 Iteration 55Q: 3 clusters Score -1622164 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2031 members Mstep: Class 2 contains 25290 members Entering Unmasked Estep Score: -1622164.000000 Penalty: 929.602417 Iteration 56Q: 3 clusters Score -1622164 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2022 members Mstep: Class 2 contains 25299 members Entering Unmasked Estep Score: -1622163.500000 Penalty: 929.602417 Iteration 57Q: 3 clusters Score -1622164 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2010 members Mstep: Class 2 contains 25311 members Entering Unmasked Estep Score: -1622163.375000 Penalty: 929.602417 Iteration 58Q: 3 clusters Score -1622163 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1997 members Mstep: Class 2 contains 25324 members Entering Unmasked Estep Score: -1622161.375000 Penalty: 929.602417 Iteration 59Q: 3 clusters Score -1622161 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1985 members Mstep: Class 2 contains 25336 members Entering Unmasked Estep Score: -1622162.750000 Penalty: 929.602417 Iteration 60F: 3 clusters Score -1622163 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 25347 members Entering Unmasked Estep Score: -1622165.500000 Penalty: 929.602417 Iteration 61Q: 3 clusters Score -1622166 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1965 members Mstep: Class 2 contains 25356 members Entering Unmasked Estep Score: -1622164.875000 Penalty: 929.602417 Iteration 62Q: 3 clusters Score -1622165 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1959 members Mstep: Class 2 contains 25362 members Entering Unmasked Estep Score: -1622166.375000 Penalty: 929.602417 Iteration 63Q: 3 clusters Score -1622166 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 25364 members Entering Unmasked Estep Score: -1622169.250000 Penalty: 929.602417 Iteration 64Q: 3 clusters Score -1622169 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 25366 members Entering Unmasked Estep Score: -1622167.250000 Penalty: 929.602417 Iteration 65Q: 3 clusters Score -1622167 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 25369 members Entering Unmasked Estep Score: -1622170.125000 Penalty: 929.602417 Iteration 66Q: 3 clusters Score -1622170 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 25373 members Entering Unmasked Estep Score: -1622171.375000 Penalty: 929.602417 Iteration 67Q: 3 clusters Score -1622171 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1946 members Mstep: Class 2 contains 25375 members Entering Unmasked Estep Score: -1622169.750000 Penalty: 929.602417 Iteration 68Q: 3 clusters Score -1622170 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 25376 members Entering Unmasked Estep Score: -1622169.750000 Penalty: 929.602417 Iteration 69Q: 3 clusters Score -1622170 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 25376 members Entering Unmasked Estep Score: -1622169.750000 Penalty: 929.602417 Iteration 70F: 3 clusters Score -1622170 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (18517 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18517 members Entering Unmasked Estep Score: -1119350.875000 Penalty: 447.103241 Iteration 0F: 2 clusters Score -1119351 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9185 members Mstep: Class 2 contains 9332 members Entering Unmasked Estep Score: -1107078.250000 Penalty: 894.206482 Iteration 0F: 3 clusters Score -1107078 nChanged 8793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7944 members Mstep: Class 2 contains 10573 members Entering Unmasked Estep Score: -1112509.625000 Penalty: 894.206482 Iteration 1F: 3 clusters Score -1112510 nChanged 1267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7141 members Mstep: Class 2 contains 11376 members Entering Unmasked Estep Score: -1113234.625000 Penalty: 894.206482 Iteration 2F: 3 clusters Score -1113235 nChanged 1395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6104 members Mstep: Class 2 contains 12413 members Entering Unmasked Estep Score: -1114091.500000 Penalty: 894.206482 Iteration 3F: 3 clusters Score -1114092 nChanged 1445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4851 members Mstep: Class 2 contains 13666 members Entering Unmasked Estep Score: -1115086.125000 Penalty: 894.206482 Iteration 4F: 3 clusters Score -1115086 nChanged 1315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3612 members Mstep: Class 2 contains 14905 members Entering Unmasked Estep Score: -1116028.125000 Penalty: 894.206482 Iteration 5F: 3 clusters Score -1116028 nChanged 1057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2561 members Mstep: Class 2 contains 15956 members Entering Unmasked Estep Score: -1116809.500000 Penalty: 894.206482 Iteration 6F: 3 clusters Score -1116810 nChanged 869 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 16825 members Entering Unmasked Estep Score: -1117510.250000 Penalty: 894.206482 Iteration 7Q: 3 clusters Score -1117510 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 17497 members Entering Unmasked Estep Score: -1118102.250000 Penalty: 894.206482 Iteration 8Q: 3 clusters Score -1118102 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 17955 members Entering Unmasked Estep Score: -1118506.750000 Penalty: 894.206482 Iteration 9Q: 3 clusters Score -1118507 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 18212 members Entering Unmasked Estep Score: -1118748.500000 Penalty: 894.206482 Iteration 10Q: 3 clusters Score -1118748 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 18330 members Entering Unmasked Estep Score: -1118858.500000 Penalty: 894.206482 Iteration 11Q: 3 clusters Score -1118858 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 18380 members Entering Unmasked Estep Score: -1118926.750000 Penalty: 894.206482 Iteration 12Q: 3 clusters Score -1118927 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 18390 members Entering Unmasked Estep Score: -1118951.500000 Penalty: 894.206482 Iteration 13Q: 3 clusters Score -1118952 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 18394 members Entering Unmasked Estep Score: -1118965.500000 Penalty: 894.206482 Iteration 14Q: 3 clusters Score -1118966 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 18396 members Entering Unmasked Estep Score: -1118971.875000 Penalty: 894.206482 Iteration 15Q: 3 clusters Score -1118972 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 18398 members Entering Unmasked Estep Score: -1118977.875000 Penalty: 894.206482 Iteration 16Q: 3 clusters Score -1118978 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 18398 members Entering Unmasked Estep Score: -1118980.500000 Penalty: 894.206482 Iteration 17Q: 3 clusters Score -1118980 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 18398 members Entering Unmasked Estep Score: -1118987.000000 Penalty: 894.206482 Iteration 18Q: 3 clusters Score -1118987 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 18402 members Entering Unmasked Estep Score: -1118991.750000 Penalty: 894.206482 Iteration 19Q: 3 clusters Score -1118992 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 18402 members Entering Unmasked Estep Score: -1118998.500000 Penalty: 894.206482 Iteration 20F: 3 clusters Score -1118998 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 18400 members Entering Unmasked Estep Score: -1119001.875000 Penalty: 894.206482 Iteration 21Q: 3 clusters Score -1119002 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 18399 members Entering Unmasked Estep Score: -1119002.625000 Penalty: 894.206482 Iteration 22Q: 3 clusters Score -1119003 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 18399 members Entering Unmasked Estep Score: -1119002.625000 Penalty: 894.206482 Iteration 23F: 3 clusters Score -1119003 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (4554 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4554 members Entering Unmasked Estep Score: -213652.453125 Penalty: 383.281128 Iteration 0F: 2 clusters Score -213652.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 2289 members Entering Unmasked Estep Score: -210610.281250 Penalty: 766.562256 Iteration 0F: 3 clusters Score -210610.3 nChanged 2021 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 2576 members Entering Unmasked Estep Score: -211931.921875 Penalty: 766.562256 Iteration 1F: 3 clusters Score -211931.9 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 2705 members Entering Unmasked Estep Score: -212201.125000 Penalty: 766.562256 Iteration 2F: 3 clusters Score -212201.1 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 2826 members Entering Unmasked Estep Score: -212420.546875 Penalty: 766.562256 Iteration 3F: 3 clusters Score -212420.5 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 2970 members Entering Unmasked Estep Score: -212608.750000 Penalty: 766.562256 Iteration 4F: 3 clusters Score -212608.8 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 3116 members Entering Unmasked Estep Score: -212760.734375 Penalty: 766.562256 Iteration 5F: 3 clusters Score -212760.7 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 3230 members Entering Unmasked Estep Score: -212882.109375 Penalty: 766.562256 Iteration 6Q: 3 clusters Score -212882.1 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 3331 members Entering Unmasked Estep Score: -212965.562500 Penalty: 766.562256 Iteration 7Q: 3 clusters Score -212965.6 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 3421 members Entering Unmasked Estep Score: -213019.953125 Penalty: 766.562256 Iteration 8Q: 3 clusters Score -213020 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 3512 members Entering Unmasked Estep Score: -213079.906250 Penalty: 766.562256 Iteration 9Q: 3 clusters Score -213079.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 3581 members Entering Unmasked Estep Score: -213122.718750 Penalty: 766.562256 Iteration 10Q: 3 clusters Score -213122.7 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 3643 members Entering Unmasked Estep Score: -213163.500000 Penalty: 766.562256 Iteration 11Q: 3 clusters Score -213163.5 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 3700 members Entering Unmasked Estep Score: -213206.562500 Penalty: 766.562256 Iteration 12Q: 3 clusters Score -213206.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 3763 members Entering Unmasked Estep Score: -213246.906250 Penalty: 766.562256 Iteration 13Q: 3 clusters Score -213246.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 3809 members Entering Unmasked Estep Score: -213274.046875 Penalty: 766.562256 Iteration 14Q: 3 clusters Score -213274 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 3848 members Entering Unmasked Estep Score: -213291.734375 Penalty: 766.562256 Iteration 15Q: 3 clusters Score -213291.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 3890 members Entering Unmasked Estep Score: -213307.171875 Penalty: 766.562256 Iteration 16Q: 3 clusters Score -213307.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 3925 members Entering Unmasked Estep Score: -213317.562500 Penalty: 766.562256 Iteration 17Q: 3 clusters Score -213317.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 3951 members Entering Unmasked Estep Score: -213326.031250 Penalty: 766.562256 Iteration 18Q: 3 clusters Score -213326 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 3975 members Entering Unmasked Estep Score: -213336.812500 Penalty: 766.562256 Iteration 19Q: 3 clusters Score -213336.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 3998 members Entering Unmasked Estep Score: -213346.781250 Penalty: 766.562256 Iteration 20F: 3 clusters Score -213346.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 4021 members Entering Unmasked Estep Score: -213356.343750 Penalty: 766.562256 Iteration 21Q: 3 clusters Score -213356.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 4046 members Entering Unmasked Estep Score: -213365.906250 Penalty: 766.562256 Iteration 22Q: 3 clusters Score -213365.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 4072 members Entering Unmasked Estep Score: -213371.281250 Penalty: 766.562256 Iteration 23Q: 3 clusters Score -213371.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 4090 members Entering Unmasked Estep Score: -213376.796875 Penalty: 766.562256 Iteration 24Q: 3 clusters Score -213376.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 4111 members Entering Unmasked Estep Score: -213382.765625 Penalty: 766.562256 Iteration 25Q: 3 clusters Score -213382.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 4127 members Entering Unmasked Estep Score: -213386.953125 Penalty: 766.562256 Iteration 26Q: 3 clusters Score -213387 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 4143 members Entering Unmasked Estep Score: -213390.343750 Penalty: 766.562256 Iteration 27Q: 3 clusters Score -213390.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 4156 members Entering Unmasked Estep Score: -213394.500000 Penalty: 766.562256 Iteration 28Q: 3 clusters Score -213394.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 4170 members Entering Unmasked Estep Score: -213396.453125 Penalty: 766.562256 Iteration 29Q: 3 clusters Score -213396.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 4185 members Entering Unmasked Estep Score: -213399.375000 Penalty: 766.562256 Iteration 30Q: 3 clusters Score -213399.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 4200 members Entering Unmasked Estep Score: -213401.984375 Penalty: 766.562256 Iteration 31Q: 3 clusters Score -213402 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 4212 members Entering Unmasked Estep Score: -213404.906250 Penalty: 766.562256 Iteration 32Q: 3 clusters Score -213404.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 4225 members Entering Unmasked Estep Score: -213407.718750 Penalty: 766.562256 Iteration 33Q: 3 clusters Score -213407.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 4234 members Entering Unmasked Estep Score: -213410.218750 Penalty: 766.562256 Iteration 34Q: 3 clusters Score -213410.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 4246 members Entering Unmasked Estep Score: -213415.203125 Penalty: 766.562256 Iteration 35Q: 3 clusters Score -213415.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 4258 members Entering Unmasked Estep Score: -213419.421875 Penalty: 766.562256 Iteration 36Q: 3 clusters Score -213419.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 4271 members Entering Unmasked Estep Score: -213423.390625 Penalty: 766.562256 Iteration 37Q: 3 clusters Score -213423.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 4282 members Entering Unmasked Estep Score: -213425.656250 Penalty: 766.562256 Iteration 38Q: 3 clusters Score -213425.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 4290 members Entering Unmasked Estep Score: -213427.843750 Penalty: 766.562256 Iteration 39Q: 3 clusters Score -213427.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 4296 members Entering Unmasked Estep Score: -213428.343750 Penalty: 766.562256 Iteration 40F: 3 clusters Score -213428.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 4300 members Entering Unmasked Estep Score: -213428.703125 Penalty: 766.562256 Iteration 41Q: 3 clusters Score -213428.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 4304 members Entering Unmasked Estep Score: -213429.656250 Penalty: 766.562256 Iteration 42Q: 3 clusters Score -213429.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 4308 members Entering Unmasked Estep Score: -213430.843750 Penalty: 766.562256 Iteration 43Q: 3 clusters Score -213430.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 4313 members Entering Unmasked Estep Score: -213432.718750 Penalty: 766.562256 Iteration 44Q: 3 clusters Score -213432.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 4323 members Entering Unmasked Estep Score: -213435.812500 Penalty: 766.562256 Iteration 45Q: 3 clusters Score -213435.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 4332 members Entering Unmasked Estep Score: -213437.812500 Penalty: 766.562256 Iteration 46Q: 3 clusters Score -213437.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 4339 members Entering Unmasked Estep Score: -213438.718750 Penalty: 766.562256 Iteration 47Q: 3 clusters Score -213438.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 4342 members Entering Unmasked Estep Score: -213438.875000 Penalty: 766.562256 Iteration 48Q: 3 clusters Score -213438.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 4346 members Entering Unmasked Estep Score: -213439.687500 Penalty: 766.562256 Iteration 49Q: 3 clusters Score -213439.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 4347 members Entering Unmasked Estep Score: -213440.015625 Penalty: 766.562256 Iteration 50Q: 3 clusters Score -213440 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 4348 members Entering Unmasked Estep Score: -213439.968750 Penalty: 766.562256 Iteration 51Q: 3 clusters Score -213440 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 4348 members Entering Unmasked Estep Score: -213439.968750 Penalty: 766.562256 Iteration 52F: 3 clusters Score -213440 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2462 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2462 members Entering Unmasked Estep Score: -141411.437500 Penalty: 355.297180 Iteration 0F: 2 clusters Score -141411.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -139656.125000 Penalty: 710.594360 Iteration 0F: 3 clusters Score -139656.1 nChanged 1054 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -140217.906250 Penalty: 710.594360 Iteration 1F: 3 clusters Score -140217.9 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -140307.312500 Penalty: 710.594360 Iteration 2F: 3 clusters Score -140307.3 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -140366.500000 Penalty: 710.594360 Iteration 3F: 3 clusters Score -140366.5 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -140429.703125 Penalty: 710.594360 Iteration 4Q: 3 clusters Score -140429.7 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -140517.984375 Penalty: 710.594360 Iteration 5Q: 3 clusters Score -140518 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 1817 members Entering Unmasked Estep Score: -140626.968750 Penalty: 710.594360 Iteration 6F: 3 clusters Score -140627 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -140746.843750 Penalty: 710.594360 Iteration 7F: 3 clusters Score -140746.8 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 2061 members Entering Unmasked Estep Score: -140856.656250 Penalty: 710.594360 Iteration 8F: 3 clusters Score -140856.7 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 2146 members Entering Unmasked Estep Score: -140930.750000 Penalty: 710.594360 Iteration 9Q: 3 clusters Score -140930.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 2215 members Entering Unmasked Estep Score: -140984.953125 Penalty: 710.594360 Iteration 10Q: 3 clusters Score -140985 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 2262 members Entering Unmasked Estep Score: -141019.671875 Penalty: 710.594360 Iteration 11Q: 3 clusters Score -141019.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 2289 members Entering Unmasked Estep Score: -141036.734375 Penalty: 710.594360 Iteration 12Q: 3 clusters Score -141036.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 2314 members Entering Unmasked Estep Score: -141057.062500 Penalty: 710.594360 Iteration 13Q: 3 clusters Score -141057.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 2330 members Entering Unmasked Estep Score: -141070.640625 Penalty: 710.594360 Iteration 14Q: 3 clusters Score -141070.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 2339 members Entering Unmasked Estep Score: -141078.781250 Penalty: 710.594360 Iteration 15Q: 3 clusters Score -141078.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 2345 members Entering Unmasked Estep Score: -141087.359375 Penalty: 710.594360 Iteration 16Q: 3 clusters Score -141087.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -141092.968750 Penalty: 710.594360 Iteration 17Q: 3 clusters Score -141093 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 2355 members Entering Unmasked Estep Score: -141100.890625 Penalty: 710.594360 Iteration 18Q: 3 clusters Score -141100.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 2359 members Entering Unmasked Estep Score: -141104.578125 Penalty: 710.594360 Iteration 19Q: 3 clusters Score -141104.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 2364 members Entering Unmasked Estep Score: -141107.437500 Penalty: 710.594360 Iteration 20F: 3 clusters Score -141107.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 2365 members Entering Unmasked Estep Score: -141110.062500 Penalty: 710.594360 Iteration 21Q: 3 clusters Score -141110.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 2368 members Entering Unmasked Estep Score: -141112.218750 Penalty: 710.594360 Iteration 22Q: 3 clusters Score -141112.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 2369 members Entering Unmasked Estep Score: -141112.437500 Penalty: 710.594360 Iteration 23Q: 3 clusters Score -141112.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 2369 members Entering Unmasked Estep Score: -141112.437500 Penalty: 710.594360 Iteration 24F: 3 clusters Score -141112.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (4288 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4288 members Entering Unmasked Estep Score: -237768.140625 Penalty: 380.542694 Iteration 0F: 2 clusters Score -237768.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2104 members Mstep: Class 2 contains 2184 members Entering Unmasked Estep Score: -234869.968750 Penalty: 761.085388 Iteration 0F: 3 clusters Score -234870 nChanged 1891 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2093 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -236067.328125 Penalty: 761.085388 Iteration 1F: 3 clusters Score -236067.3 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2096 members Mstep: Class 2 contains 2192 members Entering Unmasked Estep Score: -236204.046875 Penalty: 761.085388 Iteration 2F: 3 clusters Score -236204 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 2210 members Entering Unmasked Estep Score: -236305.546875 Penalty: 761.085388 Iteration 3F: 3 clusters Score -236305.5 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2072 members Mstep: Class 2 contains 2216 members Entering Unmasked Estep Score: -236398.968750 Penalty: 761.085388 Iteration 4Q: 3 clusters Score -236399 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2063 members Mstep: Class 2 contains 2225 members Entering Unmasked Estep Score: -236505.703125 Penalty: 761.085388 Iteration 5Q: 3 clusters Score -236505.7 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 2244 members Entering Unmasked Estep Score: -236606.312500 Penalty: 761.085388 Iteration 6Q: 3 clusters Score -236606.3 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2007 members Mstep: Class 2 contains 2281 members Entering Unmasked Estep Score: -236698.296875 Penalty: 761.085388 Iteration 7Q: 3 clusters Score -236698.3 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 2321 members Entering Unmasked Estep Score: -236781.234375 Penalty: 761.085388 Iteration 8Q: 3 clusters Score -236781.2 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 2334 members Entering Unmasked Estep Score: -236847.078125 Penalty: 761.085388 Iteration 9Q: 3 clusters Score -236847.1 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 2331 members Entering Unmasked Estep Score: -236901.218750 Penalty: 761.085388 Iteration 10Q: 3 clusters Score -236901.2 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1959 members Mstep: Class 2 contains 2329 members Entering Unmasked Estep Score: -236930.671875 Penalty: 761.085388 Iteration 11Q: 3 clusters Score -236930.7 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 2332 members Entering Unmasked Estep Score: -236954.171875 Penalty: 761.085388 Iteration 12Q: 3 clusters Score -236954.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 2338 members Entering Unmasked Estep Score: -236975.796875 Penalty: 761.085388 Iteration 13Q: 3 clusters Score -236975.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -236995.796875 Penalty: 761.085388 Iteration 14Q: 3 clusters Score -236995.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 2369 members Entering Unmasked Estep Score: -237016.750000 Penalty: 761.085388 Iteration 15Q: 3 clusters Score -237016.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 2395 members Entering Unmasked Estep Score: -237034.843750 Penalty: 761.085388 Iteration 16Q: 3 clusters Score -237034.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 2408 members Entering Unmasked Estep Score: -237043.812500 Penalty: 761.085388 Iteration 17Q: 3 clusters Score -237043.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 2421 members Entering Unmasked Estep Score: -237048.203125 Penalty: 761.085388 Iteration 18Q: 3 clusters Score -237048.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 2427 members Entering Unmasked Estep Score: -237051.359375 Penalty: 761.085388 Iteration 19Q: 3 clusters Score -237051.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 2436 members Entering Unmasked Estep Score: -237056.328125 Penalty: 761.085388 Iteration 20F: 3 clusters Score -237056.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 2448 members Entering Unmasked Estep Score: -237060.500000 Penalty: 761.085388 Iteration 21Q: 3 clusters Score -237060.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 2462 members Entering Unmasked Estep Score: -237064.703125 Penalty: 761.085388 Iteration 22Q: 3 clusters Score -237064.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 2466 members Entering Unmasked Estep Score: -237069.750000 Penalty: 761.085388 Iteration 23Q: 3 clusters Score -237069.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 2479 members Entering Unmasked Estep Score: -237080.328125 Penalty: 761.085388 Iteration 24Q: 3 clusters Score -237080.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 2491 members Entering Unmasked Estep Score: -237093.375000 Penalty: 761.085388 Iteration 25Q: 3 clusters Score -237093.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 2511 members Entering Unmasked Estep Score: -237105.468750 Penalty: 761.085388 Iteration 26Q: 3 clusters Score -237105.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 2522 members Entering Unmasked Estep Score: -237114.687500 Penalty: 761.085388 Iteration 27Q: 3 clusters Score -237114.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 2528 members Entering Unmasked Estep Score: -237120.453125 Penalty: 761.085388 Iteration 28Q: 3 clusters Score -237120.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 2533 members Entering Unmasked Estep Score: -237123.234375 Penalty: 761.085388 Iteration 29Q: 3 clusters Score -237123.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 2541 members Entering Unmasked Estep Score: -237125.109375 Penalty: 761.085388 Iteration 30Q: 3 clusters Score -237125.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 2554 members Entering Unmasked Estep Score: -237128.578125 Penalty: 761.085388 Iteration 31Q: 3 clusters Score -237128.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 2571 members Entering Unmasked Estep Score: -237131.234375 Penalty: 761.085388 Iteration 32Q: 3 clusters Score -237131.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 2586 members Entering Unmasked Estep Score: -237134.265625 Penalty: 761.085388 Iteration 33Q: 3 clusters Score -237134.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 2605 members Entering Unmasked Estep Score: -237136.796875 Penalty: 761.085388 Iteration 34Q: 3 clusters Score -237136.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1670 members Mstep: Class 2 contains 2618 members Entering Unmasked Estep Score: -237138.500000 Penalty: 761.085388 Iteration 35Q: 3 clusters Score -237138.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1656 members Mstep: Class 2 contains 2632 members Entering Unmasked Estep Score: -237139.859375 Penalty: 761.085388 Iteration 36Q: 3 clusters Score -237139.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 2648 members Entering Unmasked Estep Score: -237141.656250 Penalty: 761.085388 Iteration 37Q: 3 clusters Score -237141.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 2662 members Entering Unmasked Estep Score: -237143.218750 Penalty: 761.085388 Iteration 38Q: 3 clusters Score -237143.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 2673 members Entering Unmasked Estep Score: -237144.890625 Penalty: 761.085388 Iteration 39Q: 3 clusters Score -237144.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 2685 members Entering Unmasked Estep Score: -237146.515625 Penalty: 761.085388 Iteration 40F: 3 clusters Score -237146.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 2697 members Entering Unmasked Estep Score: -237147.015625 Penalty: 761.085388 Iteration 41Q: 3 clusters Score -237147 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 2703 members Entering Unmasked Estep Score: -237147.812500 Penalty: 761.085388 Iteration 42Q: 3 clusters Score -237147.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 2703 members Entering Unmasked Estep Score: -237148.421875 Penalty: 761.085388 Iteration 43Q: 3 clusters Score -237148.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 2705 members Entering Unmasked Estep Score: -237148.875000 Penalty: 761.085388 Iteration 44Q: 3 clusters Score -237148.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 2707 members Entering Unmasked Estep Score: -237149.109375 Penalty: 761.085388 Iteration 45Q: 3 clusters Score -237149.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 2707 members Entering Unmasked Estep Score: -237149.109375 Penalty: 761.085388 Iteration 46F: 3 clusters Score -237149.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1605 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Entering Unmasked Estep Score: -88405.132812 Penalty: 335.829987 Iteration 0F: 2 clusters Score -88405.13 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -87219.851562 Penalty: 671.659973 Iteration 0F: 3 clusters Score -87219.85 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -87600.539062 Penalty: 671.659973 Iteration 1F: 3 clusters Score -87600.54 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -87645.023438 Penalty: 671.659973 Iteration 2F: 3 clusters Score -87645.02 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -87675.289062 Penalty: 671.659973 Iteration 3Q: 3 clusters Score -87675.29 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -87701.570312 Penalty: 671.659973 Iteration 4Q: 3 clusters Score -87701.57 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -87725.984375 Penalty: 671.659973 Iteration 5Q: 3 clusters Score -87725.98 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -87747.820312 Penalty: 671.659973 Iteration 6Q: 3 clusters Score -87747.82 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -87775.539062 Penalty: 671.659973 Iteration 7Q: 3 clusters Score -87775.54 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -87805.242188 Penalty: 671.659973 Iteration 8Q: 3 clusters Score -87805.24 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -87843.078125 Penalty: 671.659973 Iteration 9Q: 3 clusters Score -87843.08 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -87887.890625 Penalty: 671.659973 Iteration 10Q: 3 clusters Score -87887.89 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -87931.179688 Penalty: 671.659973 Iteration 11Q: 3 clusters Score -87931.18 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -87965.898438 Penalty: 671.659973 Iteration 12Q: 3 clusters Score -87965.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -87992.078125 Penalty: 671.659973 Iteration 13Q: 3 clusters Score -87992.08 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -88010.492188 Penalty: 671.659973 Iteration 14Q: 3 clusters Score -88010.49 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -88027.773438 Penalty: 671.659973 Iteration 15Q: 3 clusters Score -88027.77 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -88042.398438 Penalty: 671.659973 Iteration 16Q: 3 clusters Score -88042.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -88058.835938 Penalty: 671.659973 Iteration 17Q: 3 clusters Score -88058.84 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -88068.734375 Penalty: 671.659973 Iteration 18Q: 3 clusters Score -88068.73 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -88076.132812 Penalty: 671.659973 Iteration 19Q: 3 clusters Score -88076.13 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -88086.156250 Penalty: 671.659973 Iteration 20F: 3 clusters Score -88086.16 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -88089.625000 Penalty: 671.659973 Iteration 21Q: 3 clusters Score -88089.62 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -88093.554688 Penalty: 671.659973 Iteration 22Q: 3 clusters Score -88093.55 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -88097.750000 Penalty: 671.659973 Iteration 23Q: 3 clusters Score -88097.75 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -88102.031250 Penalty: 671.659973 Iteration 24Q: 3 clusters Score -88102.03 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -88106.671875 Penalty: 671.659973 Iteration 25Q: 3 clusters Score -88106.67 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -88109.031250 Penalty: 671.659973 Iteration 26Q: 3 clusters Score -88109.03 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -88109.437500 Penalty: 671.659973 Iteration 27Q: 3 clusters Score -88109.44 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -88109.437500 Penalty: 671.659973 Iteration 28F: 3 clusters Score -88109.44 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (4382 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4382 members Entering Unmasked Estep Score: -239436.859375 Penalty: 381.529358 Iteration 0F: 2 clusters Score -239436.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2165 members Mstep: Class 2 contains 2217 members Entering Unmasked Estep Score: -236461.031250 Penalty: 763.058716 Iteration 0F: 3 clusters Score -236461 nChanged 1968 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 2419 members Entering Unmasked Estep Score: -237754.687500 Penalty: 763.058716 Iteration 1F: 3 clusters Score -237754.7 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 2564 members Entering Unmasked Estep Score: -238071.093750 Penalty: 763.058716 Iteration 2F: 3 clusters Score -238071.1 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 2723 members Entering Unmasked Estep Score: -238296.937500 Penalty: 763.058716 Iteration 3F: 3 clusters Score -238296.9 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 2872 members Entering Unmasked Estep Score: -238474.640625 Penalty: 763.058716 Iteration 4F: 3 clusters Score -238474.6 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 3007 members Entering Unmasked Estep Score: -238647.046875 Penalty: 763.058716 Iteration 5F: 3 clusters Score -238647 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 3139 members Entering Unmasked Estep Score: -238774.406250 Penalty: 763.058716 Iteration 6Q: 3 clusters Score -238774.4 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 3254 members Entering Unmasked Estep Score: -238860.796875 Penalty: 763.058716 Iteration 7Q: 3 clusters Score -238860.8 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 3338 members Entering Unmasked Estep Score: -238914.156250 Penalty: 763.058716 Iteration 8Q: 3 clusters Score -238914.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 3416 members Entering Unmasked Estep Score: -238963.359375 Penalty: 763.058716 Iteration 9Q: 3 clusters Score -238963.4 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 3486 members Entering Unmasked Estep Score: -239003.687500 Penalty: 763.058716 Iteration 10Q: 3 clusters Score -239003.7 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 3548 members Entering Unmasked Estep Score: -239028.265625 Penalty: 763.058716 Iteration 11Q: 3 clusters Score -239028.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 3603 members Entering Unmasked Estep Score: -239051.687500 Penalty: 763.058716 Iteration 12Q: 3 clusters Score -239051.7 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 3661 members Entering Unmasked Estep Score: -239077.921875 Penalty: 763.058716 Iteration 13Q: 3 clusters Score -239077.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 3723 members Entering Unmasked Estep Score: -239106.875000 Penalty: 763.058716 Iteration 14Q: 3 clusters Score -239106.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 3773 members Entering Unmasked Estep Score: -239135.125000 Penalty: 763.058716 Iteration 15Q: 3 clusters Score -239135.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 3825 members Entering Unmasked Estep Score: -239160.359375 Penalty: 763.058716 Iteration 16Q: 3 clusters Score -239160.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 3871 members Entering Unmasked Estep Score: -239183.531250 Penalty: 763.058716 Iteration 17Q: 3 clusters Score -239183.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 3913 members Entering Unmasked Estep Score: -239199.343750 Penalty: 763.058716 Iteration 18Q: 3 clusters Score -239199.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 3941 members Entering Unmasked Estep Score: -239208.671875 Penalty: 763.058716 Iteration 19Q: 3 clusters Score -239208.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 3964 members Entering Unmasked Estep Score: -239218.468750 Penalty: 763.058716 Iteration 20F: 3 clusters Score -239218.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 3984 members Entering Unmasked Estep Score: -239227.765625 Penalty: 763.058716 Iteration 21Q: 3 clusters Score -239227.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 3999 members Entering Unmasked Estep Score: -239234.468750 Penalty: 763.058716 Iteration 22Q: 3 clusters Score -239234.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 4010 members Entering Unmasked Estep Score: -239237.281250 Penalty: 763.058716 Iteration 23Q: 3 clusters Score -239237.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 4019 members Entering Unmasked Estep Score: -239238.984375 Penalty: 763.058716 Iteration 24Q: 3 clusters Score -239239 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 4026 members Entering Unmasked Estep Score: -239242.750000 Penalty: 763.058716 Iteration 25Q: 3 clusters Score -239242.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 4035 members Entering Unmasked Estep Score: -239246.703125 Penalty: 763.058716 Iteration 26Q: 3 clusters Score -239246.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 4043 members Entering Unmasked Estep Score: -239249.906250 Penalty: 763.058716 Iteration 27Q: 3 clusters Score -239249.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 4049 members Entering Unmasked Estep Score: -239252.640625 Penalty: 763.058716 Iteration 28Q: 3 clusters Score -239252.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 4053 members Entering Unmasked Estep Score: -239253.625000 Penalty: 763.058716 Iteration 29Q: 3 clusters Score -239253.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 4055 members Entering Unmasked Estep Score: -239253.625000 Penalty: 763.058716 Iteration 30Q: 3 clusters Score -239253.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 4057 members Entering Unmasked Estep Score: -239255.187500 Penalty: 763.058716 Iteration 31Q: 3 clusters Score -239255.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 4061 members Entering Unmasked Estep Score: -239256.140625 Penalty: 763.058716 Iteration 32Q: 3 clusters Score -239256.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 4064 members Entering Unmasked Estep Score: -239257.203125 Penalty: 763.058716 Iteration 33Q: 3 clusters Score -239257.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 4066 members Entering Unmasked Estep Score: -239258.703125 Penalty: 763.058716 Iteration 34Q: 3 clusters Score -239258.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 4070 members Entering Unmasked Estep Score: -239260.015625 Penalty: 763.058716 Iteration 35Q: 3 clusters Score -239260 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 4071 members Entering Unmasked Estep Score: -239261.078125 Penalty: 763.058716 Iteration 36Q: 3 clusters Score -239261.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 4072 members Entering Unmasked Estep Score: -239261.796875 Penalty: 763.058716 Iteration 37Q: 3 clusters Score -239261.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 4075 members Entering Unmasked Estep Score: -239263.765625 Penalty: 763.058716 Iteration 38Q: 3 clusters Score -239263.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 4077 members Entering Unmasked Estep Score: -239265.937500 Penalty: 763.058716 Iteration 39Q: 3 clusters Score -239265.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 4078 members Entering Unmasked Estep Score: -239266.234375 Penalty: 763.058716 Iteration 40F: 3 clusters Score -239266.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 4079 members Entering Unmasked Estep Score: -239266.281250 Penalty: 763.058716 Iteration 41Q: 3 clusters Score -239266.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 4080 members Entering Unmasked Estep Score: -239267.109375 Penalty: 763.058716 Iteration 42Q: 3 clusters Score -239267.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 4081 members Entering Unmasked Estep Score: -239267.953125 Penalty: 763.058716 Iteration 43Q: 3 clusters Score -239268 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 4082 members Entering Unmasked Estep Score: -239268.125000 Penalty: 763.058716 Iteration 44Q: 3 clusters Score -239268.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 4082 members Entering Unmasked Estep Score: -239268.125000 Penalty: 763.058716 Iteration 45F: 3 clusters Score -239268.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1201 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Entering Unmasked Estep Score: -58977.847656 Penalty: 322.636414 Iteration 0F: 2 clusters Score -58977.85 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -58048.863281 Penalty: 645.272827 Iteration 0F: 3 clusters Score -58048.86 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -58371.035156 Penalty: 645.272827 Iteration 1F: 3 clusters Score -58371.04 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -58447.699219 Penalty: 645.272827 Iteration 2F: 3 clusters Score -58447.7 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -58488.921875 Penalty: 645.272827 Iteration 3F: 3 clusters Score -58488.92 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -58505.964844 Penalty: 645.272827 Iteration 4Q: 3 clusters Score -58505.96 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -58513.468750 Penalty: 645.272827 Iteration 5Q: 3 clusters Score -58513.47 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -58524.964844 Penalty: 645.272827 Iteration 6Q: 3 clusters Score -58524.96 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -58536.207031 Penalty: 645.272827 Iteration 7Q: 3 clusters Score -58536.21 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -58557.835938 Penalty: 645.272827 Iteration 8Q: 3 clusters Score -58557.84 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -58573.496094 Penalty: 645.272827 Iteration 9Q: 3 clusters Score -58573.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -58587.339844 Penalty: 645.272827 Iteration 10Q: 3 clusters Score -58587.34 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -58602.039062 Penalty: 645.272827 Iteration 11Q: 3 clusters Score -58602.04 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -58612.113281 Penalty: 645.272827 Iteration 12Q: 3 clusters Score -58612.11 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -58623.347656 Penalty: 645.272827 Iteration 13Q: 3 clusters Score -58623.35 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -58630.492188 Penalty: 645.272827 Iteration 14Q: 3 clusters Score -58630.49 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -58636.437500 Penalty: 645.272827 Iteration 15Q: 3 clusters Score -58636.44 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -58642.339844 Penalty: 645.272827 Iteration 16Q: 3 clusters Score -58642.34 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -58646.816406 Penalty: 645.272827 Iteration 17Q: 3 clusters Score -58646.82 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -58650.484375 Penalty: 645.272827 Iteration 18Q: 3 clusters Score -58650.48 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -58655.531250 Penalty: 645.272827 Iteration 19Q: 3 clusters Score -58655.53 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -58666.632812 Penalty: 645.272827 Iteration 20F: 3 clusters Score -58666.63 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -58677.203125 Penalty: 645.272827 Iteration 21Q: 3 clusters Score -58677.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -58689.750000 Penalty: 645.272827 Iteration 22Q: 3 clusters Score -58689.75 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -58696.988281 Penalty: 645.272827 Iteration 23Q: 3 clusters Score -58696.99 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -58703.207031 Penalty: 645.272827 Iteration 24Q: 3 clusters Score -58703.21 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -58708.160156 Penalty: 645.272827 Iteration 25Q: 3 clusters Score -58708.16 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -58717.660156 Penalty: 645.272827 Iteration 26Q: 3 clusters Score -58717.66 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -58729.382812 Penalty: 645.272827 Iteration 27Q: 3 clusters Score -58729.38 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -58737.148438 Penalty: 645.272827 Iteration 28Q: 3 clusters Score -58737.15 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -58740.164062 Penalty: 645.272827 Iteration 29Q: 3 clusters Score -58740.16 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -58740.941406 Penalty: 645.272827 Iteration 30Q: 3 clusters Score -58740.94 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -58741.304688 Penalty: 645.272827 Iteration 31Q: 3 clusters Score -58741.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -58741.304688 Penalty: 645.272827 Iteration 32F: 3 clusters Score -58741.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (385 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Entering Unmasked Estep Score: -16475.552734 Penalty: 270.872559 Iteration 0F: 2 clusters Score -16475.55 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 206 members Entering Unmasked Estep Score: -16076.391602 Penalty: 541.745117 Iteration 0F: 3 clusters Score -16076.39 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -16161.700195 Penalty: 541.745117 Iteration 1F: 3 clusters Score -16161.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -16196.293945 Penalty: 541.745117 Iteration 2F: 3 clusters Score -16196.29 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -16229.266602 Penalty: 541.745117 Iteration 3F: 3 clusters Score -16229.27 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -16251.111328 Penalty: 541.745117 Iteration 4F: 3 clusters Score -16251.11 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -16273.154297 Penalty: 541.745117 Iteration 5Q: 3 clusters Score -16273.15 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -16290.029297 Penalty: 541.745117 Iteration 6Q: 3 clusters Score -16290.03 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -16304.947266 Penalty: 541.745117 Iteration 7Q: 3 clusters Score -16304.95 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -16323.953125 Penalty: 541.745117 Iteration 8Q: 3 clusters Score -16323.95 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -16358.897461 Penalty: 541.745117 Iteration 9Q: 3 clusters Score -16358.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -16428.214844 Penalty: 541.745117 Iteration 10Q: 3 clusters Score -16428.21 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -16508.937500 Penalty: 541.745117 Iteration 11Q: 3 clusters Score -16508.94 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -16522.740234 Penalty: 541.745117 Iteration 12Q: 3 clusters Score -16522.74 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -16526.968750 Penalty: 541.745117 Iteration 13Q: 3 clusters Score -16526.97 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -16528.699219 Penalty: 541.745117 Iteration 14Q: 3 clusters Score -16528.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -16536.259766 Penalty: 541.745117 Iteration 15Q: 3 clusters Score -16536.26 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -16537.798828 Penalty: 541.745117 Iteration 16Q: 3 clusters Score -16537.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -16541.484375 Penalty: 541.745117 Iteration 17Q: 3 clusters Score -16541.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -16542.197266 Penalty: 541.745117 Iteration 18Q: 3 clusters Score -16542.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -16542.673828 Penalty: 541.745117 Iteration 19Q: 3 clusters Score -16542.67 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -16542.673828 Penalty: 541.745117 Iteration 20F: 3 clusters Score -16542.67 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27321 members Mstep: Class 2 contains 18517 members Mstep: Class 3 contains 4554 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4288 members Mstep: Class 6 contains 1605 members Mstep: Class 7 contains 4382 members Mstep: Class 8 contains 1201 members Mstep: Class 9 contains 173 members Mstep: Class 10 contains 5786 members Mstep: Class 11 contains 15767 members Mstep: Class 12 contains 4664 members Mstep: Class 13 contains 925 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5643 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1625 members Mstep: Class 18 contains 1030 members Mstep: Class 19 contains 319 members Mstep: Class 20 contains 8036 members Mstep: Class 21 contains 103106 members Mstep: Class 22 contains 3109 members Mstep: Class 23 contains 2114 members Mstep: Class 24 contains 2578 members Mstep: Class 25 contains 1784 members Mstep: Class 26 contains 6971 members Mstep: Class 27 contains 57890 members Mstep: Class 28 contains 5206 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2601 members Mstep: Class 31 contains 3787 members Mstep: Class 32 contains 508 members Mstep: Class 33 contains 473 members Mstep: Class 34 contains 11685 members Mstep: Class 35 contains 212 members Entering Unmasked Estep Score: -17800824.000000 Penalty: 20145.423828 Splitting cluster 9 changes total score from -17801062.000000 to -17800824.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 10 (5786 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5786 members Entering Unmasked Estep Score: -349383.875000 Penalty: 394.175446 Iteration 0F: 2 clusters Score -349383.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2843 members Mstep: Class 2 contains 2943 members Entering Unmasked Estep Score: -345501.781250 Penalty: 788.350891 Iteration 0F: 3 clusters Score -345501.8 nChanged 2657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2454 members Mstep: Class 2 contains 3332 members Entering Unmasked Estep Score: -347088.843750 Penalty: 788.350891 Iteration 1F: 3 clusters Score -347088.8 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2250 members Mstep: Class 2 contains 3536 members Entering Unmasked Estep Score: -347350.125000 Penalty: 788.350891 Iteration 2F: 3 clusters Score -347350.1 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1999 members Mstep: Class 2 contains 3787 members Entering Unmasked Estep Score: -347641.468750 Penalty: 788.350891 Iteration 3F: 3 clusters Score -347641.5 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 4048 members Entering Unmasked Estep Score: -347951.687500 Penalty: 788.350891 Iteration 4F: 3 clusters Score -347951.7 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 4285 members Entering Unmasked Estep Score: -348243.093750 Penalty: 788.350891 Iteration 5F: 3 clusters Score -348243.1 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 4481 members Entering Unmasked Estep Score: -348447.062500 Penalty: 788.350891 Iteration 6Q: 3 clusters Score -348447.1 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 4616 members Entering Unmasked Estep Score: -348555.750000 Penalty: 788.350891 Iteration 7Q: 3 clusters Score -348555.8 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 4724 members Entering Unmasked Estep Score: -348632.531250 Penalty: 788.350891 Iteration 8Q: 3 clusters Score -348632.5 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 4840 members Entering Unmasked Estep Score: -348713.500000 Penalty: 788.350891 Iteration 9Q: 3 clusters Score -348713.5 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 4941 members Entering Unmasked Estep Score: -348769.968750 Penalty: 788.350891 Iteration 10Q: 3 clusters Score -348770 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 5016 members Entering Unmasked Estep Score: -348812.468750 Penalty: 788.350891 Iteration 11Q: 3 clusters Score -348812.5 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 5079 members Entering Unmasked Estep Score: -348841.750000 Penalty: 788.350891 Iteration 12Q: 3 clusters Score -348841.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 5138 members Entering Unmasked Estep Score: -348866.750000 Penalty: 788.350891 Iteration 13Q: 3 clusters Score -348866.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 5179 members Entering Unmasked Estep Score: -348882.875000 Penalty: 788.350891 Iteration 14Q: 3 clusters Score -348882.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 5210 members Entering Unmasked Estep Score: -348895.093750 Penalty: 788.350891 Iteration 15Q: 3 clusters Score -348895.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 5242 members Entering Unmasked Estep Score: -348906.656250 Penalty: 788.350891 Iteration 16Q: 3 clusters Score -348906.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 5283 members Entering Unmasked Estep Score: -348922.781250 Penalty: 788.350891 Iteration 17Q: 3 clusters Score -348922.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 5327 members Entering Unmasked Estep Score: -348941.031250 Penalty: 788.350891 Iteration 18Q: 3 clusters Score -348941 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 5365 members Entering Unmasked Estep Score: -348958.906250 Penalty: 788.350891 Iteration 19Q: 3 clusters Score -348958.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 5394 members Entering Unmasked Estep Score: -348973.500000 Penalty: 788.350891 Iteration 20F: 3 clusters Score -348973.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 5412 members Entering Unmasked Estep Score: -348982.375000 Penalty: 788.350891 Iteration 21Q: 3 clusters Score -348982.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 5429 members Entering Unmasked Estep Score: -348990.406250 Penalty: 788.350891 Iteration 22Q: 3 clusters Score -348990.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 5443 members Entering Unmasked Estep Score: -348998.593750 Penalty: 788.350891 Iteration 23Q: 3 clusters Score -348998.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 5456 members Entering Unmasked Estep Score: -349006.406250 Penalty: 788.350891 Iteration 24Q: 3 clusters Score -349006.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 5468 members Entering Unmasked Estep Score: -349011.218750 Penalty: 788.350891 Iteration 25Q: 3 clusters Score -349011.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 5473 members Entering Unmasked Estep Score: -349013.781250 Penalty: 788.350891 Iteration 26Q: 3 clusters Score -349013.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 5475 members Entering Unmasked Estep Score: -349014.250000 Penalty: 788.350891 Iteration 27Q: 3 clusters Score -349014.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 5475 members Entering Unmasked Estep Score: -349014.250000 Penalty: 788.350891 Iteration 28F: 3 clusters Score -349014.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (15767 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15767 members Entering Unmasked Estep Score: -868604.937500 Penalty: 439.788177 Iteration 0F: 2 clusters Score -868604.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7856 members Mstep: Class 2 contains 7911 members Entering Unmasked Estep Score: -858118.812500 Penalty: 879.576355 Iteration 0F: 3 clusters Score -858118.8 nChanged 7410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7648 members Mstep: Class 2 contains 8119 members Entering Unmasked Estep Score: -862486.500000 Penalty: 879.576355 Iteration 1F: 3 clusters Score -862486.5 nChanged 1003 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7427 members Mstep: Class 2 contains 8340 members Entering Unmasked Estep Score: -863035.437500 Penalty: 879.576355 Iteration 2F: 3 clusters Score -863035.4 nChanged 1071 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7122 members Mstep: Class 2 contains 8645 members Entering Unmasked Estep Score: -863644.312500 Penalty: 879.576355 Iteration 3F: 3 clusters Score -863644.3 nChanged 1077 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6731 members Mstep: Class 2 contains 9036 members Entering Unmasked Estep Score: -864261.187500 Penalty: 879.576355 Iteration 4F: 3 clusters Score -864261.2 nChanged 964 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6331 members Mstep: Class 2 contains 9436 members Entering Unmasked Estep Score: -864760.312500 Penalty: 879.576355 Iteration 5F: 3 clusters Score -864760.3 nChanged 819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5968 members Mstep: Class 2 contains 9799 members Entering Unmasked Estep Score: -865166.187500 Penalty: 879.576355 Iteration 6F: 3 clusters Score -865166.2 nChanged 708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5596 members Mstep: Class 2 contains 10171 members Entering Unmasked Estep Score: -865523.250000 Penalty: 879.576355 Iteration 7Q: 3 clusters Score -865523.2 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5297 members Mstep: Class 2 contains 10470 members Entering Unmasked Estep Score: -865817.250000 Penalty: 879.576355 Iteration 8Q: 3 clusters Score -865817.2 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5079 members Mstep: Class 2 contains 10688 members Entering Unmasked Estep Score: -866060.437500 Penalty: 879.576355 Iteration 9Q: 3 clusters Score -866060.4 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4887 members Mstep: Class 2 contains 10880 members Entering Unmasked Estep Score: -866281.750000 Penalty: 879.576355 Iteration 10Q: 3 clusters Score -866281.8 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4737 members Mstep: Class 2 contains 11030 members Entering Unmasked Estep Score: -866445.437500 Penalty: 879.576355 Iteration 11Q: 3 clusters Score -866445.4 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 11192 members Entering Unmasked Estep Score: -866557.000000 Penalty: 879.576355 Iteration 12Q: 3 clusters Score -866557 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4399 members Mstep: Class 2 contains 11368 members Entering Unmasked Estep Score: -866642.875000 Penalty: 879.576355 Iteration 13Q: 3 clusters Score -866642.9 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4214 members Mstep: Class 2 contains 11553 members Entering Unmasked Estep Score: -866722.562500 Penalty: 879.576355 Iteration 14Q: 3 clusters Score -866722.6 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4010 members Mstep: Class 2 contains 11757 members Entering Unmasked Estep Score: -866793.875000 Penalty: 879.576355 Iteration 15Q: 3 clusters Score -866793.9 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3807 members Mstep: Class 2 contains 11960 members Entering Unmasked Estep Score: -866860.000000 Penalty: 879.576355 Iteration 16Q: 3 clusters Score -866860 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3601 members Mstep: Class 2 contains 12166 members Entering Unmasked Estep Score: -866930.000000 Penalty: 879.576355 Iteration 17Q: 3 clusters Score -866930 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3379 members Mstep: Class 2 contains 12388 members Entering Unmasked Estep Score: -867007.875000 Penalty: 879.576355 Iteration 18Q: 3 clusters Score -867007.9 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3161 members Mstep: Class 2 contains 12606 members Entering Unmasked Estep Score: -867089.000000 Penalty: 879.576355 Iteration 19Q: 3 clusters Score -867089 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2923 members Mstep: Class 2 contains 12844 members Entering Unmasked Estep Score: -867190.375000 Penalty: 879.576355 Iteration 20F: 3 clusters Score -867190.4 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2682 members Mstep: Class 2 contains 13085 members Entering Unmasked Estep Score: -867291.562500 Penalty: 879.576355 Iteration 21Q: 3 clusters Score -867291.6 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 13303 members Entering Unmasked Estep Score: -867387.062500 Penalty: 879.576355 Iteration 22Q: 3 clusters Score -867387.1 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 13551 members Entering Unmasked Estep Score: -867501.125000 Penalty: 879.576355 Iteration 23Q: 3 clusters Score -867501.1 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2007 members Mstep: Class 2 contains 13760 members Entering Unmasked Estep Score: -867599.625000 Penalty: 879.576355 Iteration 24Q: 3 clusters Score -867599.6 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 13970 members Entering Unmasked Estep Score: -867709.375000 Penalty: 879.576355 Iteration 25Q: 3 clusters Score -867709.4 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 14196 members Entering Unmasked Estep Score: -867833.687500 Penalty: 879.576355 Iteration 26Q: 3 clusters Score -867833.7 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 14405 members Entering Unmasked Estep Score: -867957.937500 Penalty: 879.576355 Iteration 27Q: 3 clusters Score -867957.9 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 14579 members Entering Unmasked Estep Score: -868046.937500 Penalty: 879.576355 Iteration 28Q: 3 clusters Score -868046.9 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 14718 members Entering Unmasked Estep Score: -868107.062500 Penalty: 879.576355 Iteration 29Q: 3 clusters Score -868107.1 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 14838 members Entering Unmasked Estep Score: -868160.562500 Penalty: 879.576355 Iteration 30Q: 3 clusters Score -868160.6 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 14933 members Entering Unmasked Estep Score: -868204.125000 Penalty: 879.576355 Iteration 31Q: 3 clusters Score -868204.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 15014 members Entering Unmasked Estep Score: -868240.562500 Penalty: 879.576355 Iteration 32Q: 3 clusters Score -868240.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 15074 members Entering Unmasked Estep Score: -868263.937500 Penalty: 879.576355 Iteration 33Q: 3 clusters Score -868263.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 15128 members Entering Unmasked Estep Score: -868283.125000 Penalty: 879.576355 Iteration 34Q: 3 clusters Score -868283.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 15170 members Entering Unmasked Estep Score: -868303.000000 Penalty: 879.576355 Iteration 35Q: 3 clusters Score -868303 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 15203 members Entering Unmasked Estep Score: -868317.312500 Penalty: 879.576355 Iteration 36Q: 3 clusters Score -868317.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 15220 members Entering Unmasked Estep Score: -868323.000000 Penalty: 879.576355 Iteration 37Q: 3 clusters Score -868323 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 15246 members Entering Unmasked Estep Score: -868331.187500 Penalty: 879.576355 Iteration 38Q: 3 clusters Score -868331.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 15256 members Entering Unmasked Estep Score: -868334.187500 Penalty: 879.576355 Iteration 39Q: 3 clusters Score -868334.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 15264 members Entering Unmasked Estep Score: -868336.437500 Penalty: 879.576355 Iteration 40F: 3 clusters Score -868336.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 15272 members Entering Unmasked Estep Score: -868337.187500 Penalty: 879.576355 Iteration 41Q: 3 clusters Score -868337.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 15278 members Entering Unmasked Estep Score: -868339.375000 Penalty: 879.576355 Iteration 42Q: 3 clusters Score -868339.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 15284 members Entering Unmasked Estep Score: -868343.375000 Penalty: 879.576355 Iteration 43Q: 3 clusters Score -868343.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 15292 members Entering Unmasked Estep Score: -868347.875000 Penalty: 879.576355 Iteration 44Q: 3 clusters Score -868347.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 15298 members Entering Unmasked Estep Score: -868348.687500 Penalty: 879.576355 Iteration 45Q: 3 clusters Score -868348.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 15304 members Entering Unmasked Estep Score: -868350.437500 Penalty: 879.576355 Iteration 46Q: 3 clusters Score -868350.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 15308 members Entering Unmasked Estep Score: -868353.125000 Penalty: 879.576355 Iteration 47Q: 3 clusters Score -868353.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 15309 members Entering Unmasked Estep Score: -868353.187500 Penalty: 879.576355 Iteration 48Q: 3 clusters Score -868353.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 15311 members Entering Unmasked Estep Score: -868354.625000 Penalty: 879.576355 Iteration 49Q: 3 clusters Score -868354.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 15315 members Entering Unmasked Estep Score: -868356.375000 Penalty: 879.576355 Iteration 50Q: 3 clusters Score -868356.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 15321 members Entering Unmasked Estep Score: -868358.625000 Penalty: 879.576355 Iteration 51Q: 3 clusters Score -868358.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 15327 members Entering Unmasked Estep Score: -868360.437500 Penalty: 879.576355 Iteration 52Q: 3 clusters Score -868360.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 15332 members Entering Unmasked Estep Score: -868361.500000 Penalty: 879.576355 Iteration 53Q: 3 clusters Score -868361.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 15337 members Entering Unmasked Estep Score: -868362.937500 Penalty: 879.576355 Iteration 54Q: 3 clusters Score -868362.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 15340 members Entering Unmasked Estep Score: -868364.312500 Penalty: 879.576355 Iteration 55Q: 3 clusters Score -868364.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 15341 members Entering Unmasked Estep Score: -868363.062500 Penalty: 879.576355 Iteration 56Q: 3 clusters Score -868363.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 15344 members Entering Unmasked Estep Score: -868364.000000 Penalty: 879.576355 Iteration 57Q: 3 clusters Score -868364 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 15344 members Entering Unmasked Estep Score: -868365.750000 Penalty: 879.576355 Iteration 58Q: 3 clusters Score -868365.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 15346 members Entering Unmasked Estep Score: -868366.687500 Penalty: 879.576355 Iteration 59Q: 3 clusters Score -868366.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 15348 members Entering Unmasked Estep Score: -868367.500000 Penalty: 879.576355 Iteration 60F: 3 clusters Score -868367.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 15349 members Entering Unmasked Estep Score: -868367.250000 Penalty: 879.576355 Iteration 61Q: 3 clusters Score -868367.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 15353 members Entering Unmasked Estep Score: -868369.000000 Penalty: 879.576355 Iteration 62Q: 3 clusters Score -868369 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 15356 members Entering Unmasked Estep Score: -868371.062500 Penalty: 879.576355 Iteration 63Q: 3 clusters Score -868371.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 15360 members Entering Unmasked Estep Score: -868371.937500 Penalty: 879.576355 Iteration 64Q: 3 clusters Score -868371.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 15364 members Entering Unmasked Estep Score: -868373.312500 Penalty: 879.576355 Iteration 65Q: 3 clusters Score -868373.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 15367 members Entering Unmasked Estep Score: -868373.250000 Penalty: 879.576355 Iteration 66Q: 3 clusters Score -868373.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 15369 members Entering Unmasked Estep Score: -868375.062500 Penalty: 879.576355 Iteration 67Q: 3 clusters Score -868375.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 15370 members Entering Unmasked Estep Score: -868374.875000 Penalty: 879.576355 Iteration 68Q: 3 clusters Score -868374.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 15370 members Entering Unmasked Estep Score: -868374.875000 Penalty: 879.576355 Iteration 69F: 3 clusters Score -868374.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (4664 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4664 members Entering Unmasked Estep Score: -273979.343750 Penalty: 384.367126 Iteration 0F: 2 clusters Score -273979.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2286 members Mstep: Class 2 contains 2378 members Entering Unmasked Estep Score: -270843.781250 Penalty: 768.734253 Iteration 0F: 3 clusters Score -270843.8 nChanged 2086 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1990 members Mstep: Class 2 contains 2674 members Entering Unmasked Estep Score: -272131.281250 Penalty: 768.734253 Iteration 1F: 3 clusters Score -272131.3 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1796 members Mstep: Class 2 contains 2868 members Entering Unmasked Estep Score: -272389.000000 Penalty: 768.734253 Iteration 2F: 3 clusters Score -272389 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 3060 members Entering Unmasked Estep Score: -272615.718750 Penalty: 768.734253 Iteration 3F: 3 clusters Score -272615.7 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 3272 members Entering Unmasked Estep Score: -272830.656250 Penalty: 768.734253 Iteration 4F: 3 clusters Score -272830.7 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 3449 members Entering Unmasked Estep Score: -273002.406250 Penalty: 768.734253 Iteration 5Q: 3 clusters Score -273002.4 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 3588 members Entering Unmasked Estep Score: -273120.250000 Penalty: 768.734253 Iteration 6Q: 3 clusters Score -273120.2 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 3714 members Entering Unmasked Estep Score: -273215.593750 Penalty: 768.734253 Iteration 7Q: 3 clusters Score -273215.6 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 3816 members Entering Unmasked Estep Score: -273288.406250 Penalty: 768.734253 Iteration 8Q: 3 clusters Score -273288.4 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 3910 members Entering Unmasked Estep Score: -273351.625000 Penalty: 768.734253 Iteration 9Q: 3 clusters Score -273351.6 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 3990 members Entering Unmasked Estep Score: -273403.500000 Penalty: 768.734253 Iteration 10Q: 3 clusters Score -273403.5 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 4057 members Entering Unmasked Estep Score: -273453.875000 Penalty: 768.734253 Iteration 11Q: 3 clusters Score -273453.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 4116 members Entering Unmasked Estep Score: -273490.062500 Penalty: 768.734253 Iteration 12Q: 3 clusters Score -273490.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 4169 members Entering Unmasked Estep Score: -273522.312500 Penalty: 768.734253 Iteration 13Q: 3 clusters Score -273522.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 4223 members Entering Unmasked Estep Score: -273557.937500 Penalty: 768.734253 Iteration 14Q: 3 clusters Score -273557.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 4275 members Entering Unmasked Estep Score: -273590.625000 Penalty: 768.734253 Iteration 15Q: 3 clusters Score -273590.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 4308 members Entering Unmasked Estep Score: -273614.281250 Penalty: 768.734253 Iteration 16Q: 3 clusters Score -273614.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 4342 members Entering Unmasked Estep Score: -273640.968750 Penalty: 768.734253 Iteration 17Q: 3 clusters Score -273641 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 4372 members Entering Unmasked Estep Score: -273659.156250 Penalty: 768.734253 Iteration 18Q: 3 clusters Score -273659.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 4390 members Entering Unmasked Estep Score: -273670.218750 Penalty: 768.734253 Iteration 19Q: 3 clusters Score -273670.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 4399 members Entering Unmasked Estep Score: -273675.812500 Penalty: 768.734253 Iteration 20F: 3 clusters Score -273675.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 4406 members Entering Unmasked Estep Score: -273679.656250 Penalty: 768.734253 Iteration 21Q: 3 clusters Score -273679.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 4411 members Entering Unmasked Estep Score: -273681.406250 Penalty: 768.734253 Iteration 22Q: 3 clusters Score -273681.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 4415 members Entering Unmasked Estep Score: -273682.687500 Penalty: 768.734253 Iteration 23Q: 3 clusters Score -273682.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 4417 members Entering Unmasked Estep Score: -273683.000000 Penalty: 768.734253 Iteration 24Q: 3 clusters Score -273683 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 4418 members Entering Unmasked Estep Score: -273683.781250 Penalty: 768.734253 Iteration 25Q: 3 clusters Score -273683.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 4419 members Entering Unmasked Estep Score: -273684.156250 Penalty: 768.734253 Iteration 26Q: 3 clusters Score -273684.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 4419 members Entering Unmasked Estep Score: -273684.156250 Penalty: 768.734253 Iteration 27F: 3 clusters Score -273684.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (925 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Entering Unmasked Estep Score: -34514.523438 Penalty: 310.755615 Iteration 0F: 2 clusters Score -34514.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -33754.195312 Penalty: 621.511230 Iteration 0F: 3 clusters Score -33754.2 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -34013.046875 Penalty: 621.511230 Iteration 1F: 3 clusters Score -34013.05 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -34144.621094 Penalty: 621.511230 Iteration 2F: 3 clusters Score -34144.62 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -34241.519531 Penalty: 621.511230 Iteration 3F: 3 clusters Score -34241.52 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -34288.210938 Penalty: 621.511230 Iteration 4F: 3 clusters Score -34288.21 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -34329.753906 Penalty: 621.511230 Iteration 5Q: 3 clusters Score -34329.75 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -34362.531250 Penalty: 621.511230 Iteration 6Q: 3 clusters Score -34362.53 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -34382.812500 Penalty: 621.511230 Iteration 7Q: 3 clusters Score -34382.81 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -34390.890625 Penalty: 621.511230 Iteration 8Q: 3 clusters Score -34390.89 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -34393.621094 Penalty: 621.511230 Iteration 9Q: 3 clusters Score -34393.62 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -34394.933594 Penalty: 621.511230 Iteration 10Q: 3 clusters Score -34394.93 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -34395.656250 Penalty: 621.511230 Iteration 11Q: 3 clusters Score -34395.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -34396.277344 Penalty: 621.511230 Iteration 12Q: 3 clusters Score -34396.28 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -34398.253906 Penalty: 621.511230 Iteration 13F: 3 clusters Score -34398.25 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -34402.250000 Penalty: 621.511230 Iteration 14Q: 3 clusters Score -34402.25 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -34404.632812 Penalty: 621.511230 Iteration 15Q: 3 clusters Score -34404.63 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -34411.078125 Penalty: 621.511230 Iteration 16Q: 3 clusters Score -34411.08 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -34418.703125 Penalty: 621.511230 Iteration 17Q: 3 clusters Score -34418.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -34427.066406 Penalty: 621.511230 Iteration 18Q: 3 clusters Score -34427.07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -34435.660156 Penalty: 621.511230 Iteration 19Q: 3 clusters Score -34435.66 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -34452.011719 Penalty: 621.511230 Iteration 20F: 3 clusters Score -34452.01 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -34456.214844 Penalty: 621.511230 Iteration 21Q: 3 clusters Score -34456.21 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -34456.976562 Penalty: 621.511230 Iteration 22Q: 3 clusters Score -34456.98 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -34456.976562 Penalty: 621.511230 Iteration 23F: 3 clusters Score -34456.98 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (142 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Entering Unmasked Estep Score: -3451.789795 Penalty: 225.490143 Iteration 0F: 2 clusters Score -3451.79 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 64 members Entering Unmasked Estep Score: -3233.248535 Penalty: 450.980286 Iteration 0F: 3 clusters Score -3233.249 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -3297.050293 Penalty: 450.980286 Iteration 1F: 3 clusters Score -3297.05 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -3306.776123 Penalty: 450.980286 Iteration 2Q: 3 clusters Score -3306.776 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -3318.464355 Penalty: 450.980286 Iteration 3Q: 3 clusters Score -3318.464 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -3327.183838 Penalty: 450.980286 Iteration 4Q: 3 clusters Score -3327.184 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -3331.393555 Penalty: 450.980286 Iteration 5Q: 3 clusters Score -3331.394 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -3339.371094 Penalty: 450.980286 Iteration 6Q: 3 clusters Score -3339.371 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -3359.305664 Penalty: 450.980286 Iteration 7Q: 3 clusters Score -3359.306 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -3359.754639 Penalty: 450.980286 Iteration 8Q: 3 clusters Score -3359.755 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -3360.258545 Penalty: 450.980286 Iteration 9Q: 3 clusters Score -3360.259 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -3360.595703 Penalty: 450.980286 Iteration 10Q: 3 clusters Score -3360.596 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -3360.818115 Penalty: 450.980286 Iteration 11Q: 3 clusters Score -3360.818 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -3361.830566 Penalty: 450.980286 Iteration 12Q: 3 clusters Score -3361.831 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -3363.547363 Penalty: 450.980286 Iteration 13Q: 3 clusters Score -3363.547 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -3364.887207 Penalty: 450.980286 Iteration 14Q: 3 clusters Score -3364.887 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -3365.236328 Penalty: 450.980286 Iteration 15Q: 3 clusters Score -3365.236 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -3365.236328 Penalty: 450.980286 Iteration 16F: 3 clusters Score -3365.236 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (5643 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5643 members Entering Unmasked Estep Score: -317975.406250 Penalty: 393.036804 Iteration 0F: 2 clusters Score -317975.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2792 members Mstep: Class 2 contains 2851 members Entering Unmasked Estep Score: -314148.562500 Penalty: 786.073608 Iteration 0F: 3 clusters Score -314148.6 nChanged 2593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2601 members Mstep: Class 2 contains 3042 members Entering Unmasked Estep Score: -315646.062500 Penalty: 786.073608 Iteration 1F: 3 clusters Score -315646.1 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2419 members Mstep: Class 2 contains 3224 members Entering Unmasked Estep Score: -315904.375000 Penalty: 786.073608 Iteration 2F: 3 clusters Score -315904.4 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2109 members Mstep: Class 2 contains 3534 members Entering Unmasked Estep Score: -316286.937500 Penalty: 786.073608 Iteration 3F: 3 clusters Score -316286.9 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 3892 members Entering Unmasked Estep Score: -316712.593750 Penalty: 786.073608 Iteration 4F: 3 clusters Score -316712.6 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 4170 members Entering Unmasked Estep Score: -317095.718750 Penalty: 786.073608 Iteration 5F: 3 clusters Score -317095.7 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 4342 members Entering Unmasked Estep Score: -317365.031250 Penalty: 786.073608 Iteration 6F: 3 clusters Score -317365 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 4447 members Entering Unmasked Estep Score: -317490.750000 Penalty: 786.073608 Iteration 7Q: 3 clusters Score -317490.8 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 4510 members Entering Unmasked Estep Score: -317550.218750 Penalty: 786.073608 Iteration 8Q: 3 clusters Score -317550.2 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 4561 members Entering Unmasked Estep Score: -317577.593750 Penalty: 786.073608 Iteration 9Q: 3 clusters Score -317577.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 4598 members Entering Unmasked Estep Score: -317589.593750 Penalty: 786.073608 Iteration 10Q: 3 clusters Score -317589.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 4632 members Entering Unmasked Estep Score: -317601.125000 Penalty: 786.073608 Iteration 11Q: 3 clusters Score -317601.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 4657 members Entering Unmasked Estep Score: -317609.312500 Penalty: 786.073608 Iteration 12Q: 3 clusters Score -317609.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 4684 members Entering Unmasked Estep Score: -317614.968750 Penalty: 786.073608 Iteration 13Q: 3 clusters Score -317615 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 4700 members Entering Unmasked Estep Score: -317618.031250 Penalty: 786.073608 Iteration 14Q: 3 clusters Score -317618 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 4713 members Entering Unmasked Estep Score: -317620.906250 Penalty: 786.073608 Iteration 15Q: 3 clusters Score -317620.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 4724 members Entering Unmasked Estep Score: -317622.875000 Penalty: 786.073608 Iteration 16Q: 3 clusters Score -317622.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 4739 members Entering Unmasked Estep Score: -317625.968750 Penalty: 786.073608 Iteration 17Q: 3 clusters Score -317626 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 4748 members Entering Unmasked Estep Score: -317627.062500 Penalty: 786.073608 Iteration 18Q: 3 clusters Score -317627.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 4757 members Entering Unmasked Estep Score: -317628.687500 Penalty: 786.073608 Iteration 19Q: 3 clusters Score -317628.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 4765 members Entering Unmasked Estep Score: -317631.093750 Penalty: 786.073608 Iteration 20F: 3 clusters Score -317631.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 4773 members Entering Unmasked Estep Score: -317632.781250 Penalty: 786.073608 Iteration 21Q: 3 clusters Score -317632.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 4780 members Entering Unmasked Estep Score: -317634.031250 Penalty: 786.073608 Iteration 22Q: 3 clusters Score -317634 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 4786 members Entering Unmasked Estep Score: -317635.281250 Penalty: 786.073608 Iteration 23Q: 3 clusters Score -317635.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 4797 members Entering Unmasked Estep Score: -317638.656250 Penalty: 786.073608 Iteration 24Q: 3 clusters Score -317638.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 4808 members Entering Unmasked Estep Score: -317641.250000 Penalty: 786.073608 Iteration 25Q: 3 clusters Score -317641.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 4821 members Entering Unmasked Estep Score: -317644.062500 Penalty: 786.073608 Iteration 26Q: 3 clusters Score -317644.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 4836 members Entering Unmasked Estep Score: -317647.843750 Penalty: 786.073608 Iteration 27Q: 3 clusters Score -317647.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 4845 members Entering Unmasked Estep Score: -317651.031250 Penalty: 786.073608 Iteration 28Q: 3 clusters Score -317651 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 4856 members Entering Unmasked Estep Score: -317655.937500 Penalty: 786.073608 Iteration 29Q: 3 clusters Score -317655.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 4868 members Entering Unmasked Estep Score: -317659.343750 Penalty: 786.073608 Iteration 30Q: 3 clusters Score -317659.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 4882 members Entering Unmasked Estep Score: -317663.062500 Penalty: 786.073608 Iteration 31Q: 3 clusters Score -317663.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 4890 members Entering Unmasked Estep Score: -317664.656250 Penalty: 786.073608 Iteration 32Q: 3 clusters Score -317664.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 4898 members Entering Unmasked Estep Score: -317665.843750 Penalty: 786.073608 Iteration 33Q: 3 clusters Score -317665.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 4905 members Entering Unmasked Estep Score: -317667.500000 Penalty: 786.073608 Iteration 34Q: 3 clusters Score -317667.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 4908 members Entering Unmasked Estep Score: -317668.625000 Penalty: 786.073608 Iteration 35Q: 3 clusters Score -317668.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 4913 members Entering Unmasked Estep Score: -317668.687500 Penalty: 786.073608 Iteration 36Q: 3 clusters Score -317668.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 4913 members Entering Unmasked Estep Score: -317668.687500 Penalty: 786.073608 Iteration 37F: 3 clusters Score -317668.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (1112 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Entering Unmasked Estep Score: -59499.347656 Penalty: 319.133148 Iteration 0F: 2 clusters Score -59499.35 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -58585.187500 Penalty: 638.266296 Iteration 0F: 3 clusters Score -58585.19 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -58883.960938 Penalty: 638.266296 Iteration 1F: 3 clusters Score -58883.96 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -58971.363281 Penalty: 638.266296 Iteration 2F: 3 clusters Score -58971.36 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -59020.300781 Penalty: 638.266296 Iteration 3F: 3 clusters Score -59020.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -59049.042969 Penalty: 638.266296 Iteration 4F: 3 clusters Score -59049.04 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -59084.113281 Penalty: 638.266296 Iteration 5Q: 3 clusters Score -59084.11 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -59114.394531 Penalty: 638.266296 Iteration 6Q: 3 clusters Score -59114.39 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -59157.480469 Penalty: 638.266296 Iteration 7Q: 3 clusters Score -59157.48 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -59186.382812 Penalty: 638.266296 Iteration 8Q: 3 clusters Score -59186.38 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -59211.519531 Penalty: 638.266296 Iteration 9Q: 3 clusters Score -59211.52 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -59227.207031 Penalty: 638.266296 Iteration 10Q: 3 clusters Score -59227.21 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -59233.066406 Penalty: 638.266296 Iteration 11Q: 3 clusters Score -59233.07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -59237.609375 Penalty: 638.266296 Iteration 12Q: 3 clusters Score -59237.61 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -59244.589844 Penalty: 638.266296 Iteration 13Q: 3 clusters Score -59244.59 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -59250.230469 Penalty: 638.266296 Iteration 14Q: 3 clusters Score -59250.23 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -59255.464844 Penalty: 638.266296 Iteration 15Q: 3 clusters Score -59255.46 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -59258.218750 Penalty: 638.266296 Iteration 16Q: 3 clusters Score -59258.22 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -59259.593750 Penalty: 638.266296 Iteration 17Q: 3 clusters Score -59259.59 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -59261.554688 Penalty: 638.266296 Iteration 18Q: 3 clusters Score -59261.55 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -59265.285156 Penalty: 638.266296 Iteration 19Q: 3 clusters Score -59265.29 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -59266.207031 Penalty: 638.266296 Iteration 20F: 3 clusters Score -59266.21 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -59266.382812 Penalty: 638.266296 Iteration 21Q: 3 clusters Score -59266.38 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -59266.382812 Penalty: 638.266296 Iteration 22F: 3 clusters Score -59266.38 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (1625 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Entering Unmasked Estep Score: -74970.843750 Penalty: 336.393463 Iteration 0F: 2 clusters Score -74970.84 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -73728.476562 Penalty: 672.786926 Iteration 0F: 3 clusters Score -73728.48 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -74197.578125 Penalty: 672.786926 Iteration 1F: 3 clusters Score -74197.58 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -74318.390625 Penalty: 672.786926 Iteration 2F: 3 clusters Score -74318.39 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -74425.773438 Penalty: 672.786926 Iteration 3F: 3 clusters Score -74425.77 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -74496.820312 Penalty: 672.786926 Iteration 4F: 3 clusters Score -74496.82 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -74551.789062 Penalty: 672.786926 Iteration 5Q: 3 clusters Score -74551.79 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -74590.343750 Penalty: 672.786926 Iteration 6Q: 3 clusters Score -74590.34 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -74624.187500 Penalty: 672.786926 Iteration 7Q: 3 clusters Score -74624.19 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -74649.898438 Penalty: 672.786926 Iteration 8Q: 3 clusters Score -74649.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -74671.812500 Penalty: 672.786926 Iteration 9Q: 3 clusters Score -74671.81 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -74697.531250 Penalty: 672.786926 Iteration 10Q: 3 clusters Score -74697.53 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -74713.031250 Penalty: 672.786926 Iteration 11Q: 3 clusters Score -74713.03 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -74718.476562 Penalty: 672.786926 Iteration 12Q: 3 clusters Score -74718.48 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -74723.226562 Penalty: 672.786926 Iteration 13Q: 3 clusters Score -74723.23 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -74729.695312 Penalty: 672.786926 Iteration 14Q: 3 clusters Score -74729.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -74736.203125 Penalty: 672.786926 Iteration 15Q: 3 clusters Score -74736.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -74741.437500 Penalty: 672.786926 Iteration 16Q: 3 clusters Score -74741.44 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -74745.562500 Penalty: 672.786926 Iteration 17Q: 3 clusters Score -74745.56 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -74752.953125 Penalty: 672.786926 Iteration 18Q: 3 clusters Score -74752.95 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -74763.492188 Penalty: 672.786926 Iteration 19Q: 3 clusters Score -74763.49 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -74772.031250 Penalty: 672.786926 Iteration 20F: 3 clusters Score -74772.03 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -74775.710938 Penalty: 672.786926 Iteration 21Q: 3 clusters Score -74775.71 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -74778.929688 Penalty: 672.786926 Iteration 22Q: 3 clusters Score -74778.93 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -74783.054688 Penalty: 672.786926 Iteration 23Q: 3 clusters Score -74783.05 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -74787.601562 Penalty: 672.786926 Iteration 24Q: 3 clusters Score -74787.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -74795.468750 Penalty: 672.786926 Iteration 25Q: 3 clusters Score -74795.47 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -74809.640625 Penalty: 672.786926 Iteration 26Q: 3 clusters Score -74809.64 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -74818.484375 Penalty: 672.786926 Iteration 27Q: 3 clusters Score -74818.48 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -74822.601562 Penalty: 672.786926 Iteration 28Q: 3 clusters Score -74822.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -74826.750000 Penalty: 672.786926 Iteration 29Q: 3 clusters Score -74826.75 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -74830.851562 Penalty: 672.786926 Iteration 30Q: 3 clusters Score -74830.85 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -74831.898438 Penalty: 672.786926 Iteration 31Q: 3 clusters Score -74831.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -74833.031250 Penalty: 672.786926 Iteration 32Q: 3 clusters Score -74833.03 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -74835.320312 Penalty: 672.786926 Iteration 33Q: 3 clusters Score -74835.32 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -74835.320312 Penalty: 672.786926 Iteration 34F: 3 clusters Score -74835.32 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1030 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Entering Unmasked Estep Score: -59943.191406 Penalty: 315.647797 Iteration 0F: 2 clusters Score -59943.19 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -59124.453125 Penalty: 631.295593 Iteration 0F: 3 clusters Score -59124.45 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -59383.250000 Penalty: 631.295593 Iteration 1F: 3 clusters Score -59383.25 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -59442.140625 Penalty: 631.295593 Iteration 2F: 3 clusters Score -59442.14 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -59472.074219 Penalty: 631.295593 Iteration 3F: 3 clusters Score -59472.07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -59490.410156 Penalty: 631.295593 Iteration 4Q: 3 clusters Score -59490.41 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -59501.812500 Penalty: 631.295593 Iteration 5Q: 3 clusters Score -59501.81 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -59509.359375 Penalty: 631.295593 Iteration 6Q: 3 clusters Score -59509.36 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -59512.304688 Penalty: 631.295593 Iteration 7Q: 3 clusters Score -59512.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -59515.320312 Penalty: 631.295593 Iteration 8Q: 3 clusters Score -59515.32 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -59518.230469 Penalty: 631.295593 Iteration 9Q: 3 clusters Score -59518.23 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -59520.648438 Penalty: 631.295593 Iteration 10Q: 3 clusters Score -59520.65 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -59522.957031 Penalty: 631.295593 Iteration 11Q: 3 clusters Score -59522.96 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -59525.281250 Penalty: 631.295593 Iteration 12Q: 3 clusters Score -59525.28 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -59527.367188 Penalty: 631.295593 Iteration 13Q: 3 clusters Score -59527.37 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -59529.593750 Penalty: 631.295593 Iteration 14Q: 3 clusters Score -59529.59 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -59532.292969 Penalty: 631.295593 Iteration 15Q: 3 clusters Score -59532.29 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -59537.804688 Penalty: 631.295593 Iteration 16Q: 3 clusters Score -59537.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -59538.957031 Penalty: 631.295593 Iteration 17Q: 3 clusters Score -59538.96 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -59540.117188 Penalty: 631.295593 Iteration 18Q: 3 clusters Score -59540.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -59540.390625 Penalty: 631.295593 Iteration 19Q: 3 clusters Score -59540.39 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -59540.390625 Penalty: 631.295593 Iteration 20F: 3 clusters Score -59540.39 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (319 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Entering Unmasked Estep Score: -18856.070312 Penalty: 262.316193 Iteration 0F: 2 clusters Score -18856.07 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 181 members Entering Unmasked Estep Score: -18500.808594 Penalty: 524.632385 Iteration 0F: 3 clusters Score -18500.81 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -18571.296875 Penalty: 524.632385 Iteration 1F: 3 clusters Score -18571.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -18605.732422 Penalty: 524.632385 Iteration 2F: 3 clusters Score -18605.73 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -18620.490234 Penalty: 524.632385 Iteration 3Q: 3 clusters Score -18620.49 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -18624.982422 Penalty: 524.632385 Iteration 4Q: 3 clusters Score -18624.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -18626.251953 Penalty: 524.632385 Iteration 5Q: 3 clusters Score -18626.25 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -18626.732422 Penalty: 524.632385 Iteration 6Q: 3 clusters Score -18626.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -18626.732422 Penalty: 524.632385 Iteration 7F: 3 clusters Score -18626.73 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (8036 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8036 members Entering Unmasked Estep Score: -438264.812500 Penalty: 409.121765 Iteration 0F: 2 clusters Score -438264.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4038 members Mstep: Class 2 contains 3998 members Entering Unmasked Estep Score: -432924.031250 Penalty: 818.243530 Iteration 0F: 3 clusters Score -432924 nChanged 3728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4246 members Mstep: Class 2 contains 3790 members Entering Unmasked Estep Score: -435144.687500 Penalty: 818.243530 Iteration 1F: 3 clusters Score -435144.7 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4427 members Mstep: Class 2 contains 3609 members Entering Unmasked Estep Score: -435381.406250 Penalty: 818.243530 Iteration 2F: 3 clusters Score -435381.4 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4652 members Mstep: Class 2 contains 3384 members Entering Unmasked Estep Score: -435611.000000 Penalty: 818.243530 Iteration 3F: 3 clusters Score -435611 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4924 members Mstep: Class 2 contains 3112 members Entering Unmasked Estep Score: -435866.625000 Penalty: 818.243530 Iteration 4F: 3 clusters Score -435866.6 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5237 members Mstep: Class 2 contains 2799 members Entering Unmasked Estep Score: -436167.875000 Penalty: 818.243530 Iteration 5F: 3 clusters Score -436167.9 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5571 members Mstep: Class 2 contains 2465 members Entering Unmasked Estep Score: -436545.437500 Penalty: 818.243530 Iteration 6F: 3 clusters Score -436545.4 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5850 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -436907.625000 Penalty: 818.243530 Iteration 7F: 3 clusters Score -436907.6 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6082 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -437209.781250 Penalty: 818.243530 Iteration 8Q: 3 clusters Score -437209.8 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6257 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -437371.750000 Penalty: 818.243530 Iteration 9Q: 3 clusters Score -437371.8 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6397 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -437463.500000 Penalty: 818.243530 Iteration 10Q: 3 clusters Score -437463.5 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6524 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -437531.218750 Penalty: 818.243530 Iteration 11Q: 3 clusters Score -437531.2 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6627 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -437581.875000 Penalty: 818.243530 Iteration 12Q: 3 clusters Score -437581.9 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6726 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -437624.625000 Penalty: 818.243530 Iteration 13Q: 3 clusters Score -437624.6 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6804 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -437652.875000 Penalty: 818.243530 Iteration 14Q: 3 clusters Score -437652.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6866 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -437673.125000 Penalty: 818.243530 Iteration 15Q: 3 clusters Score -437673.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6921 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -437698.125000 Penalty: 818.243530 Iteration 16Q: 3 clusters Score -437698.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6978 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -437724.968750 Penalty: 818.243530 Iteration 17Q: 3 clusters Score -437725 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7036 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -437747.468750 Penalty: 818.243530 Iteration 18Q: 3 clusters Score -437747.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7086 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -437768.468750 Penalty: 818.243530 Iteration 19Q: 3 clusters Score -437768.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7132 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -437787.562500 Penalty: 818.243530 Iteration 20F: 3 clusters Score -437787.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7171 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -437802.750000 Penalty: 818.243530 Iteration 21Q: 3 clusters Score -437802.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7212 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -437817.906250 Penalty: 818.243530 Iteration 22Q: 3 clusters Score -437817.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7253 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -437838.562500 Penalty: 818.243530 Iteration 23Q: 3 clusters Score -437838.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7300 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -437865.781250 Penalty: 818.243530 Iteration 24Q: 3 clusters Score -437865.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7335 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -437881.750000 Penalty: 818.243530 Iteration 25Q: 3 clusters Score -437881.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7359 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -437893.906250 Penalty: 818.243530 Iteration 26Q: 3 clusters Score -437893.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7389 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -437908.843750 Penalty: 818.243530 Iteration 27Q: 3 clusters Score -437908.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7422 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -437927.875000 Penalty: 818.243530 Iteration 28Q: 3 clusters Score -437927.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7450 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -437940.968750 Penalty: 818.243530 Iteration 29Q: 3 clusters Score -437941 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7478 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -437950.250000 Penalty: 818.243530 Iteration 30Q: 3 clusters Score -437950.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7501 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -437957.375000 Penalty: 818.243530 Iteration 31Q: 3 clusters Score -437957.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7516 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -437964.218750 Penalty: 818.243530 Iteration 32Q: 3 clusters Score -437964.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7532 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -437969.843750 Penalty: 818.243530 Iteration 33Q: 3 clusters Score -437969.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7551 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -437977.781250 Penalty: 818.243530 Iteration 34Q: 3 clusters Score -437977.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7567 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -437986.593750 Penalty: 818.243530 Iteration 35Q: 3 clusters Score -437986.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7577 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -437991.843750 Penalty: 818.243530 Iteration 36Q: 3 clusters Score -437991.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7584 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -437995.625000 Penalty: 818.243530 Iteration 37Q: 3 clusters Score -437995.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7591 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -437999.656250 Penalty: 818.243530 Iteration 38Q: 3 clusters Score -437999.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7599 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -438002.843750 Penalty: 818.243530 Iteration 39Q: 3 clusters Score -438002.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7605 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -438004.968750 Penalty: 818.243530 Iteration 40F: 3 clusters Score -438005 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7611 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -438006.187500 Penalty: 818.243530 Iteration 41Q: 3 clusters Score -438006.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7616 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -438007.593750 Penalty: 818.243530 Iteration 42Q: 3 clusters Score -438007.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7622 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -438010.093750 Penalty: 818.243530 Iteration 43Q: 3 clusters Score -438010.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7623 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -438012.093750 Penalty: 818.243530 Iteration 44Q: 3 clusters Score -438012.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7625 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -438013.218750 Penalty: 818.243530 Iteration 45Q: 3 clusters Score -438013.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7626 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -438013.718750 Penalty: 818.243530 Iteration 46Q: 3 clusters Score -438013.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7627 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -438013.625000 Penalty: 818.243530 Iteration 47Q: 3 clusters Score -438013.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7628 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -438014.500000 Penalty: 818.243530 Iteration 48Q: 3 clusters Score -438014.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7630 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -438016.281250 Penalty: 818.243530 Iteration 49Q: 3 clusters Score -438016.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7632 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -438017.906250 Penalty: 818.243530 Iteration 50Q: 3 clusters Score -438017.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7635 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -438019.062500 Penalty: 818.243530 Iteration 51Q: 3 clusters Score -438019.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7636 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -438020.218750 Penalty: 818.243530 Iteration 52Q: 3 clusters Score -438020.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7638 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -438020.406250 Penalty: 818.243530 Iteration 53Q: 3 clusters Score -438020.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7639 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -438021.250000 Penalty: 818.243530 Iteration 54Q: 3 clusters Score -438021.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7640 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -438023.125000 Penalty: 818.243530 Iteration 55Q: 3 clusters Score -438023.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7645 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -438025.812500 Penalty: 818.243530 Iteration 56Q: 3 clusters Score -438025.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7647 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -438026.937500 Penalty: 818.243530 Iteration 57Q: 3 clusters Score -438026.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7651 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -438028.781250 Penalty: 818.243530 Iteration 58Q: 3 clusters Score -438028.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7653 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -438028.875000 Penalty: 818.243530 Iteration 59Q: 3 clusters Score -438028.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7651 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -438029.437500 Penalty: 818.243530 Iteration 60F: 3 clusters Score -438029.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7649 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -438030.375000 Penalty: 818.243530 Iteration 61Q: 3 clusters Score -438030.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7647 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -438031.031250 Penalty: 818.243530 Iteration 62Q: 3 clusters Score -438031 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7647 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -438031.031250 Penalty: 818.243530 Iteration 63F: 3 clusters Score -438031 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (103106 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103106 members Entering Unmasked Estep Score: -6393347.500000 Penalty: 525.229858 Iteration 0F: 2 clusters Score -6393348 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51538 members Mstep: Class 2 contains 51568 members Entering Unmasked Estep Score: -6324183.000000 Penalty: 1050.459717 Iteration 0F: 3 clusters Score -6324183 nChanged 50514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48518 members Mstep: Class 2 contains 54588 members Entering Unmasked Estep Score: -6356664.500000 Penalty: 1050.459717 Iteration 1F: 3 clusters Score -6356664 nChanged 6451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46445 members Mstep: Class 2 contains 56661 members Entering Unmasked Estep Score: -6360411.000000 Penalty: 1050.459717 Iteration 2F: 3 clusters Score -6360411 nChanged 7046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43947 members Mstep: Class 2 contains 59159 members Entering Unmasked Estep Score: -6365433.500000 Penalty: 1050.459717 Iteration 3F: 3 clusters Score -6365434 nChanged 7185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41554 members Mstep: Class 2 contains 61552 members Entering Unmasked Estep Score: -6370817.000000 Penalty: 1050.459717 Iteration 4F: 3 clusters Score -6370817 nChanged 6278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39580 members Mstep: Class 2 contains 63526 members Entering Unmasked Estep Score: -6374980.000000 Penalty: 1050.459717 Iteration 5F: 3 clusters Score -6374980 nChanged 4578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38004 members Mstep: Class 2 contains 65102 members Entering Unmasked Estep Score: -6376964.500000 Penalty: 1050.459717 Iteration 6Q: 3 clusters Score -6376964 nChanged 2733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36505 members Mstep: Class 2 contains 66601 members Entering Unmasked Estep Score: -6377783.000000 Penalty: 1050.459717 Iteration 7Q: 3 clusters Score -6377783 nChanged 1828 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34951 members Mstep: Class 2 contains 68155 members Entering Unmasked Estep Score: -6378239.500000 Penalty: 1050.459717 Iteration 8Q: 3 clusters Score -6378240 nChanged 1720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33295 members Mstep: Class 2 contains 69811 members Entering Unmasked Estep Score: -6378744.000000 Penalty: 1050.459717 Iteration 9Q: 3 clusters Score -6378744 nChanged 1803 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31514 members Mstep: Class 2 contains 71592 members Entering Unmasked Estep Score: -6379282.000000 Penalty: 1050.459717 Iteration 10Q: 3 clusters Score -6379282 nChanged 1909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29629 members Mstep: Class 2 contains 73477 members Entering Unmasked Estep Score: -6379893.000000 Penalty: 1050.459717 Iteration 11Q: 3 clusters Score -6379893 nChanged 2073 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27574 members Mstep: Class 2 contains 75532 members Entering Unmasked Estep Score: -6380671.500000 Penalty: 1050.459717 Iteration 12Q: 3 clusters Score -6380672 nChanged 2108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25476 members Mstep: Class 2 contains 77630 members Entering Unmasked Estep Score: -6381501.000000 Penalty: 1050.459717 Iteration 13Q: 3 clusters Score -6381501 nChanged 2164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23316 members Mstep: Class 2 contains 79790 members Entering Unmasked Estep Score: -6382403.500000 Penalty: 1050.459717 Iteration 14Q: 3 clusters Score -6382404 nChanged 2148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21176 members Mstep: Class 2 contains 81930 members Entering Unmasked Estep Score: -6383343.500000 Penalty: 1050.459717 Iteration 15Q: 3 clusters Score -6383344 nChanged 2197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18985 members Mstep: Class 2 contains 84121 members Entering Unmasked Estep Score: -6384359.500000 Penalty: 1050.459717 Iteration 16Q: 3 clusters Score -6384360 nChanged 2144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16845 members Mstep: Class 2 contains 86261 members Entering Unmasked Estep Score: -6385363.500000 Penalty: 1050.459717 Iteration 17Q: 3 clusters Score -6385364 nChanged 2058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14787 members Mstep: Class 2 contains 88319 members Entering Unmasked Estep Score: -6386393.000000 Penalty: 1050.459717 Iteration 18Q: 3 clusters Score -6386393 nChanged 1826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12961 members Mstep: Class 2 contains 90145 members Entering Unmasked Estep Score: -6387374.500000 Penalty: 1050.459717 Iteration 19Q: 3 clusters Score -6387374 nChanged 1711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11250 members Mstep: Class 2 contains 91856 members Entering Unmasked Estep Score: -6388251.000000 Penalty: 1050.459717 Iteration 20F: 3 clusters Score -6388251 nChanged 1550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9700 members Mstep: Class 2 contains 93406 members Entering Unmasked Estep Score: -6389034.000000 Penalty: 1050.459717 Iteration 21Q: 3 clusters Score -6389034 nChanged 1351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8349 members Mstep: Class 2 contains 94757 members Entering Unmasked Estep Score: -6389745.500000 Penalty: 1050.459717 Iteration 22Q: 3 clusters Score -6389746 nChanged 1177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7172 members Mstep: Class 2 contains 95934 members Entering Unmasked Estep Score: -6390351.000000 Penalty: 1050.459717 Iteration 23Q: 3 clusters Score -6390351 nChanged 1021 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6151 members Mstep: Class 2 contains 96955 members Entering Unmasked Estep Score: -6390849.500000 Penalty: 1050.459717 Iteration 24Q: 3 clusters Score -6390850 nChanged 864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5287 members Mstep: Class 2 contains 97819 members Entering Unmasked Estep Score: -6391193.500000 Penalty: 1050.459717 Iteration 25Q: 3 clusters Score -6391194 nChanged 714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4573 members Mstep: Class 2 contains 98533 members Entering Unmasked Estep Score: -6391506.000000 Penalty: 1050.459717 Iteration 26Q: 3 clusters Score -6391506 nChanged 625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3948 members Mstep: Class 2 contains 99158 members Entering Unmasked Estep Score: -6391758.000000 Penalty: 1050.459717 Iteration 27Q: 3 clusters Score -6391758 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3388 members Mstep: Class 2 contains 99718 members Entering Unmasked Estep Score: -6391994.500000 Penalty: 1050.459717 Iteration 28Q: 3 clusters Score -6391994 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2901 members Mstep: Class 2 contains 100205 members Entering Unmasked Estep Score: -6392173.500000 Penalty: 1050.459717 Iteration 29Q: 3 clusters Score -6392174 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 100611 members Entering Unmasked Estep Score: -6392331.000000 Penalty: 1050.459717 Iteration 30Q: 3 clusters Score -6392331 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2160 members Mstep: Class 2 contains 100946 members Entering Unmasked Estep Score: -6392434.000000 Penalty: 1050.459717 Iteration 31Q: 3 clusters Score -6392434 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Mstep: Class 2 contains 101207 members Entering Unmasked Estep Score: -6392562.000000 Penalty: 1050.459717 Iteration 32Q: 3 clusters Score -6392562 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 101456 members Entering Unmasked Estep Score: -6392650.500000 Penalty: 1050.459717 Iteration 33Q: 3 clusters Score -6392650 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 101664 members Entering Unmasked Estep Score: -6392749.500000 Penalty: 1050.459717 Iteration 34Q: 3 clusters Score -6392750 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 101844 members Entering Unmasked Estep Score: -6392812.500000 Penalty: 1050.459717 Iteration 35Q: 3 clusters Score -6392812 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 101994 members Entering Unmasked Estep Score: -6392865.000000 Penalty: 1050.459717 Iteration 36Q: 3 clusters Score -6392865 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 102090 members Entering Unmasked Estep Score: -6392896.500000 Penalty: 1050.459717 Iteration 37Q: 3 clusters Score -6392896 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 102165 members Entering Unmasked Estep Score: -6392933.000000 Penalty: 1050.459717 Iteration 38Q: 3 clusters Score -6392933 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 102225 members Entering Unmasked Estep Score: -6392950.500000 Penalty: 1050.459717 Iteration 39Q: 3 clusters Score -6392950 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 102283 members Entering Unmasked Estep Score: -6392961.000000 Penalty: 1050.459717 Iteration 40F: 3 clusters Score -6392961 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 102320 members Entering Unmasked Estep Score: -6392982.500000 Penalty: 1050.459717 Iteration 41Q: 3 clusters Score -6392982 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 102362 members Entering Unmasked Estep Score: -6393004.000000 Penalty: 1050.459717 Iteration 42Q: 3 clusters Score -6393004 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 102389 members Entering Unmasked Estep Score: -6393011.000000 Penalty: 1050.459717 Iteration 43Q: 3 clusters Score -6393011 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 102407 members Entering Unmasked Estep Score: -6393004.000000 Penalty: 1050.459717 Iteration 44Q: 3 clusters Score -6393004 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 102426 members Entering Unmasked Estep Score: -6393006.000000 Penalty: 1050.459717 Iteration 45Q: 3 clusters Score -6393006 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 102438 members Entering Unmasked Estep Score: -6393015.500000 Penalty: 1050.459717 Iteration 46Q: 3 clusters Score -6393016 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 102454 members Entering Unmasked Estep Score: -6393021.000000 Penalty: 1050.459717 Iteration 47Q: 3 clusters Score -6393021 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 102466 members Entering Unmasked Estep Score: -6393030.500000 Penalty: 1050.459717 Iteration 48Q: 3 clusters Score -6393030 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 102480 members Entering Unmasked Estep Score: -6393025.000000 Penalty: 1050.459717 Iteration 49Q: 3 clusters Score -6393025 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 102489 members Entering Unmasked Estep Score: -6393025.000000 Penalty: 1050.459717 Iteration 50Q: 3 clusters Score -6393025 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 102492 members Entering Unmasked Estep Score: -6393013.000000 Penalty: 1050.459717 Iteration 51Q: 3 clusters Score -6393013 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 102493 members Entering Unmasked Estep Score: -6393014.000000 Penalty: 1050.459717 Iteration 52Q: 3 clusters Score -6393014 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 102500 members Entering Unmasked Estep Score: -6393017.500000 Penalty: 1050.459717 Iteration 53Q: 3 clusters Score -6393018 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 102506 members Entering Unmasked Estep Score: -6393022.000000 Penalty: 1050.459717 Iteration 54Q: 3 clusters Score -6393022 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 102507 members Entering Unmasked Estep Score: -6393026.500000 Penalty: 1050.459717 Iteration 55Q: 3 clusters Score -6393026 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 102507 members Entering Unmasked Estep Score: -6393023.000000 Penalty: 1050.459717 Iteration 56Q: 3 clusters Score -6393023 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 102509 members Entering Unmasked Estep Score: -6393023.500000 Penalty: 1050.459717 Iteration 57Q: 3 clusters Score -6393024 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 102509 members Entering Unmasked Estep Score: -6393023.500000 Penalty: 1050.459717 Iteration 58F: 3 clusters Score -6393024 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (3109 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3109 members Entering Unmasked Estep Score: -175555.781250 Penalty: 365.913544 Iteration 0F: 2 clusters Score -175555.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -173403.093750 Penalty: 731.827087 Iteration 0F: 3 clusters Score -173403.1 nChanged 1346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -174194.484375 Penalty: 731.827087 Iteration 1F: 3 clusters Score -174194.5 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -174345.953125 Penalty: 731.827087 Iteration 2F: 3 clusters Score -174346 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -174472.453125 Penalty: 731.827087 Iteration 3F: 3 clusters Score -174472.5 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -174578.906250 Penalty: 731.827087 Iteration 4F: 3 clusters Score -174578.9 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -174688.234375 Penalty: 731.827087 Iteration 5Q: 3 clusters Score -174688.2 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2009 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -174777.015625 Penalty: 731.827087 Iteration 6Q: 3 clusters Score -174777 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2036 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -174842.000000 Penalty: 731.827087 Iteration 7Q: 3 clusters Score -174842 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -174880.921875 Penalty: 731.827087 Iteration 8Q: 3 clusters Score -174880.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2063 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -174904.921875 Penalty: 731.827087 Iteration 9Q: 3 clusters Score -174904.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -174917.421875 Penalty: 731.827087 Iteration 10Q: 3 clusters Score -174917.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -174925.093750 Penalty: 731.827087 Iteration 11Q: 3 clusters Score -174925.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2096 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -174931.718750 Penalty: 731.827087 Iteration 12Q: 3 clusters Score -174931.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2108 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -174940.171875 Penalty: 731.827087 Iteration 13Q: 3 clusters Score -174940.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2123 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -174946.250000 Penalty: 731.827087 Iteration 14Q: 3 clusters Score -174946.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2135 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -174950.984375 Penalty: 731.827087 Iteration 15Q: 3 clusters Score -174951 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2150 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -174953.953125 Penalty: 731.827087 Iteration 16Q: 3 clusters Score -174954 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2158 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -174955.890625 Penalty: 731.827087 Iteration 17Q: 3 clusters Score -174955.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2159 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -174956.906250 Penalty: 731.827087 Iteration 18Q: 3 clusters Score -174956.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2164 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -174958.781250 Penalty: 731.827087 Iteration 19Q: 3 clusters Score -174958.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -174959.578125 Penalty: 731.827087 Iteration 20F: 3 clusters Score -174959.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2173 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -174959.765625 Penalty: 731.827087 Iteration 21Q: 3 clusters Score -174959.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -174960.078125 Penalty: 731.827087 Iteration 22Q: 3 clusters Score -174960.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -174960.093750 Penalty: 731.827087 Iteration 23Q: 3 clusters Score -174960.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -174960.093750 Penalty: 731.827087 Iteration 24F: 3 clusters Score -174960.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (2114 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2114 members Entering Unmasked Estep Score: -103142.929688 Penalty: 348.363342 Iteration 0F: 2 clusters Score -103142.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -101682.875000 Penalty: 696.726685 Iteration 0F: 3 clusters Score -101682.9 nChanged 897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -102440.875000 Penalty: 696.726685 Iteration 1F: 3 clusters Score -102440.9 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -102711.531250 Penalty: 696.726685 Iteration 2F: 3 clusters Score -102711.5 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -102886.492188 Penalty: 696.726685 Iteration 3F: 3 clusters Score -102886.5 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -103036.632812 Penalty: 696.726685 Iteration 4F: 3 clusters Score -103036.6 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -103095.179688 Penalty: 696.726685 Iteration 5Q: 3 clusters Score -103095.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -103110.062500 Penalty: 696.726685 Iteration 6Q: 3 clusters Score -103110.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -103117.414062 Penalty: 696.726685 Iteration 7Q: 3 clusters Score -103117.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -103125.132812 Penalty: 696.726685 Iteration 8Q: 3 clusters Score -103125.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -103127.765625 Penalty: 696.726685 Iteration 9Q: 3 clusters Score -103127.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -103130.062500 Penalty: 696.726685 Iteration 10Q: 3 clusters Score -103130.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -103131.773438 Penalty: 696.726685 Iteration 11Q: 3 clusters Score -103131.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -103132.468750 Penalty: 696.726685 Iteration 12Q: 3 clusters Score -103132.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -103132.789062 Penalty: 696.726685 Iteration 13Q: 3 clusters Score -103132.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -103132.984375 Penalty: 696.726685 Iteration 14Q: 3 clusters Score -103133 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -103133.125000 Penalty: 696.726685 Iteration 15Q: 3 clusters Score -103133.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -103133.125000 Penalty: 696.726685 Iteration 16F: 3 clusters Score -103133.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (2578 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2578 members Entering Unmasked Estep Score: -149681.109375 Penalty: 357.391998 Iteration 0F: 2 clusters Score -149681.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -147893.625000 Penalty: 714.783997 Iteration 0F: 3 clusters Score -147893.6 nChanged 1090 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -148656.859375 Penalty: 714.783997 Iteration 1F: 3 clusters Score -148656.9 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -148818.375000 Penalty: 714.783997 Iteration 2F: 3 clusters Score -148818.4 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -148977.953125 Penalty: 714.783997 Iteration 3F: 3 clusters Score -148978 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -149095.531250 Penalty: 714.783997 Iteration 4F: 3 clusters Score -149095.5 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -149165.187500 Penalty: 714.783997 Iteration 5Q: 3 clusters Score -149165.2 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -149219.625000 Penalty: 714.783997 Iteration 6Q: 3 clusters Score -149219.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -149249.375000 Penalty: 714.783997 Iteration 7Q: 3 clusters Score -149249.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -149268.890625 Penalty: 714.783997 Iteration 8Q: 3 clusters Score -149268.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -149284.468750 Penalty: 714.783997 Iteration 9Q: 3 clusters Score -149284.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -149295.765625 Penalty: 714.783997 Iteration 10Q: 3 clusters Score -149295.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -149301.406250 Penalty: 714.783997 Iteration 11Q: 3 clusters Score -149301.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1788 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -149306.578125 Penalty: 714.783997 Iteration 12Q: 3 clusters Score -149306.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1799 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -149309.906250 Penalty: 714.783997 Iteration 13Q: 3 clusters Score -149309.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -149312.671875 Penalty: 714.783997 Iteration 14Q: 3 clusters Score -149312.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -149315.015625 Penalty: 714.783997 Iteration 15Q: 3 clusters Score -149315 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -149317.343750 Penalty: 714.783997 Iteration 16Q: 3 clusters Score -149317.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -149319.265625 Penalty: 714.783997 Iteration 17Q: 3 clusters Score -149319.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -149321.781250 Penalty: 714.783997 Iteration 18Q: 3 clusters Score -149321.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -149325.718750 Penalty: 714.783997 Iteration 19Q: 3 clusters Score -149325.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -149328.828125 Penalty: 714.783997 Iteration 20F: 3 clusters Score -149328.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -149331.921875 Penalty: 714.783997 Iteration 21Q: 3 clusters Score -149331.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -149333.781250 Penalty: 714.783997 Iteration 22Q: 3 clusters Score -149333.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -149335.296875 Penalty: 714.783997 Iteration 23Q: 3 clusters Score -149335.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -149338.265625 Penalty: 714.783997 Iteration 24Q: 3 clusters Score -149338.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -149340.546875 Penalty: 714.783997 Iteration 25Q: 3 clusters Score -149340.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1905 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -149341.781250 Penalty: 714.783997 Iteration 26Q: 3 clusters Score -149341.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -149342.640625 Penalty: 714.783997 Iteration 27Q: 3 clusters Score -149342.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1914 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -149343.265625 Penalty: 714.783997 Iteration 28Q: 3 clusters Score -149343.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1916 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -149343.718750 Penalty: 714.783997 Iteration 29Q: 3 clusters Score -149343.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1916 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -149343.718750 Penalty: 714.783997 Iteration 30F: 3 clusters Score -149343.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (1784 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Entering Unmasked Estep Score: -98620.898438 Penalty: 340.640900 Iteration 0F: 2 clusters Score -98620.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -97338.195312 Penalty: 681.281799 Iteration 0F: 3 clusters Score -97338.2 nChanged 748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -97822.281250 Penalty: 681.281799 Iteration 1F: 3 clusters Score -97822.28 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -97979.437500 Penalty: 681.281799 Iteration 2F: 3 clusters Score -97979.44 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -98072.039062 Penalty: 681.281799 Iteration 3F: 3 clusters Score -98072.04 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -98121.875000 Penalty: 681.281799 Iteration 4F: 3 clusters Score -98121.88 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -98146.101562 Penalty: 681.281799 Iteration 5Q: 3 clusters Score -98146.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -98161.882812 Penalty: 681.281799 Iteration 6Q: 3 clusters Score -98161.88 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -98170.453125 Penalty: 681.281799 Iteration 7Q: 3 clusters Score -98170.45 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -98180.328125 Penalty: 681.281799 Iteration 8Q: 3 clusters Score -98180.33 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -98187.820312 Penalty: 681.281799 Iteration 9Q: 3 clusters Score -98187.82 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -98195.265625 Penalty: 681.281799 Iteration 10Q: 3 clusters Score -98195.27 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -98200.484375 Penalty: 681.281799 Iteration 11Q: 3 clusters Score -98200.48 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -98204.671875 Penalty: 681.281799 Iteration 12Q: 3 clusters Score -98204.67 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -98209.171875 Penalty: 681.281799 Iteration 13Q: 3 clusters Score -98209.17 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -98213.890625 Penalty: 681.281799 Iteration 14Q: 3 clusters Score -98213.89 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -98219.375000 Penalty: 681.281799 Iteration 15Q: 3 clusters Score -98219.38 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -98225.664062 Penalty: 681.281799 Iteration 16Q: 3 clusters Score -98225.66 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -98229.828125 Penalty: 681.281799 Iteration 17Q: 3 clusters Score -98229.83 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -98232.703125 Penalty: 681.281799 Iteration 18Q: 3 clusters Score -98232.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -98233.914062 Penalty: 681.281799 Iteration 19Q: 3 clusters Score -98233.91 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -98235.007812 Penalty: 681.281799 Iteration 20F: 3 clusters Score -98235.01 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -98238.250000 Penalty: 681.281799 Iteration 21Q: 3 clusters Score -98238.25 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -98242.242188 Penalty: 681.281799 Iteration 22Q: 3 clusters Score -98242.24 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -98246.515625 Penalty: 681.281799 Iteration 23Q: 3 clusters Score -98246.52 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -98253.312500 Penalty: 681.281799 Iteration 24Q: 3 clusters Score -98253.31 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -98256.984375 Penalty: 681.281799 Iteration 25Q: 3 clusters Score -98256.98 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -98260.156250 Penalty: 681.281799 Iteration 26Q: 3 clusters Score -98260.16 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -98261.851562 Penalty: 681.281799 Iteration 27Q: 3 clusters Score -98261.85 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -98264.429688 Penalty: 681.281799 Iteration 28Q: 3 clusters Score -98264.43 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -98266.070312 Penalty: 681.281799 Iteration 29Q: 3 clusters Score -98266.07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -98268.367188 Penalty: 681.281799 Iteration 30Q: 3 clusters Score -98268.37 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -98271.687500 Penalty: 681.281799 Iteration 31Q: 3 clusters Score -98271.69 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -98272.359375 Penalty: 681.281799 Iteration 32Q: 3 clusters Score -98272.36 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -98273.093750 Penalty: 681.281799 Iteration 33Q: 3 clusters Score -98273.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -98273.898438 Penalty: 681.281799 Iteration 34Q: 3 clusters Score -98273.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -98274.460938 Penalty: 681.281799 Iteration 35Q: 3 clusters Score -98274.46 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -98274.968750 Penalty: 681.281799 Iteration 36Q: 3 clusters Score -98274.97 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -98276.476562 Penalty: 681.281799 Iteration 37Q: 3 clusters Score -98276.48 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -98277.882812 Penalty: 681.281799 Iteration 38Q: 3 clusters Score -98277.88 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -98281.328125 Penalty: 681.281799 Iteration 39Q: 3 clusters Score -98281.33 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -98284.703125 Penalty: 681.281799 Iteration 40F: 3 clusters Score -98284.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -98287.867188 Penalty: 681.281799 Iteration 41Q: 3 clusters Score -98287.87 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -98295.476562 Penalty: 681.281799 Iteration 42Q: 3 clusters Score -98295.48 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -98301.875000 Penalty: 681.281799 Iteration 43Q: 3 clusters Score -98301.88 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -98306.585938 Penalty: 681.281799 Iteration 44Q: 3 clusters Score -98306.59 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -98308.312500 Penalty: 681.281799 Iteration 45Q: 3 clusters Score -98308.31 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -98310.281250 Penalty: 681.281799 Iteration 46Q: 3 clusters Score -98310.28 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -98313.750000 Penalty: 681.281799 Iteration 47Q: 3 clusters Score -98313.75 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -98316.078125 Penalty: 681.281799 Iteration 48Q: 3 clusters Score -98316.08 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -98317.304688 Penalty: 681.281799 Iteration 49Q: 3 clusters Score -98317.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -98318.640625 Penalty: 681.281799 Iteration 50Q: 3 clusters Score -98318.64 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -98320.570312 Penalty: 681.281799 Iteration 51Q: 3 clusters Score -98320.57 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -98323.570312 Penalty: 681.281799 Iteration 52Q: 3 clusters Score -98323.57 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -98326.648438 Penalty: 681.281799 Iteration 53Q: 3 clusters Score -98326.65 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -98328.789062 Penalty: 681.281799 Iteration 54Q: 3 clusters Score -98328.79 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -98331.796875 Penalty: 681.281799 Iteration 55Q: 3 clusters Score -98331.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -98336.429688 Penalty: 681.281799 Iteration 56Q: 3 clusters Score -98336.43 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -98340.625000 Penalty: 681.281799 Iteration 57Q: 3 clusters Score -98340.62 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -98342.289062 Penalty: 681.281799 Iteration 58Q: 3 clusters Score -98342.29 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -98346.382812 Penalty: 681.281799 Iteration 59Q: 3 clusters Score -98346.38 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -98353.492188 Penalty: 681.281799 Iteration 60F: 3 clusters Score -98353.49 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -98358.390625 Penalty: 681.281799 Iteration 61Q: 3 clusters Score -98358.39 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -98362.625000 Penalty: 681.281799 Iteration 62Q: 3 clusters Score -98362.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -98363.992188 Penalty: 681.281799 Iteration 63Q: 3 clusters Score -98363.99 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -98366.226562 Penalty: 681.281799 Iteration 64Q: 3 clusters Score -98366.23 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -98369.148438 Penalty: 681.281799 Iteration 65Q: 3 clusters Score -98369.15 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -98374.726562 Penalty: 681.281799 Iteration 66Q: 3 clusters Score -98374.73 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -98379.734375 Penalty: 681.281799 Iteration 67Q: 3 clusters Score -98379.73 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -98383.531250 Penalty: 681.281799 Iteration 68Q: 3 clusters Score -98383.53 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -98385.500000 Penalty: 681.281799 Iteration 69Q: 3 clusters Score -98385.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -98387.320312 Penalty: 681.281799 Iteration 70Q: 3 clusters Score -98387.32 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -98390.359375 Penalty: 681.281799 Iteration 71Q: 3 clusters Score -98390.36 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -98392.031250 Penalty: 681.281799 Iteration 72Q: 3 clusters Score -98392.03 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -98392.742188 Penalty: 681.281799 Iteration 73Q: 3 clusters Score -98392.74 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -98395.085938 Penalty: 681.281799 Iteration 74Q: 3 clusters Score -98395.09 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -98396.468750 Penalty: 681.281799 Iteration 75Q: 3 clusters Score -98396.47 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -98398.546875 Penalty: 681.281799 Iteration 76Q: 3 clusters Score -98398.55 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -98401.054688 Penalty: 681.281799 Iteration 77Q: 3 clusters Score -98401.05 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -98405.039062 Penalty: 681.281799 Iteration 78Q: 3 clusters Score -98405.04 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -98412.953125 Penalty: 681.281799 Iteration 79Q: 3 clusters Score -98412.95 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -98421.039062 Penalty: 681.281799 Iteration 80F: 3 clusters Score -98421.04 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -98422.820312 Penalty: 681.281799 Iteration 81Q: 3 clusters Score -98422.82 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -98424.484375 Penalty: 681.281799 Iteration 82Q: 3 clusters Score -98424.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -98425.539062 Penalty: 681.281799 Iteration 83Q: 3 clusters Score -98425.54 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -98425.539062 Penalty: 681.281799 Iteration 84F: 3 clusters Score -98425.54 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (6971 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6971 members Entering Unmasked Estep Score: -374837.000000 Penalty: 402.652893 Iteration 0F: 2 clusters Score -374837 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3517 members Mstep: Class 2 contains 3454 members Entering Unmasked Estep Score: -370219.343750 Penalty: 805.305786 Iteration 0F: 3 clusters Score -370219.3 nChanged 3152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3757 members Mstep: Class 2 contains 3214 members Entering Unmasked Estep Score: -372218.500000 Penalty: 805.305786 Iteration 1F: 3 clusters Score -372218.5 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3910 members Mstep: Class 2 contains 3061 members Entering Unmasked Estep Score: -372611.156250 Penalty: 805.305786 Iteration 2F: 3 clusters Score -372611.2 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4008 members Mstep: Class 2 contains 2963 members Entering Unmasked Estep Score: -372886.437500 Penalty: 805.305786 Iteration 3F: 3 clusters Score -372886.4 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4120 members Mstep: Class 2 contains 2851 members Entering Unmasked Estep Score: -373115.968750 Penalty: 805.305786 Iteration 4F: 3 clusters Score -373116 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4231 members Mstep: Class 2 contains 2740 members Entering Unmasked Estep Score: -373315.906250 Penalty: 805.305786 Iteration 5Q: 3 clusters Score -373315.9 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4324 members Mstep: Class 2 contains 2647 members Entering Unmasked Estep Score: -373464.593750 Penalty: 805.305786 Iteration 6Q: 3 clusters Score -373464.6 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4403 members Mstep: Class 2 contains 2568 members Entering Unmasked Estep Score: -373555.562500 Penalty: 805.305786 Iteration 7Q: 3 clusters Score -373555.6 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4483 members Mstep: Class 2 contains 2488 members Entering Unmasked Estep Score: -373611.500000 Penalty: 805.305786 Iteration 8Q: 3 clusters Score -373611.5 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4556 members Mstep: Class 2 contains 2415 members Entering Unmasked Estep Score: -373652.562500 Penalty: 805.305786 Iteration 9Q: 3 clusters Score -373652.6 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4645 members Mstep: Class 2 contains 2326 members Entering Unmasked Estep Score: -373705.468750 Penalty: 805.305786 Iteration 10Q: 3 clusters Score -373705.5 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4755 members Mstep: Class 2 contains 2216 members Entering Unmasked Estep Score: -373758.687500 Penalty: 805.305786 Iteration 11Q: 3 clusters Score -373758.7 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4854 members Mstep: Class 2 contains 2117 members Entering Unmasked Estep Score: -373806.812500 Penalty: 805.305786 Iteration 12Q: 3 clusters Score -373806.8 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4950 members Mstep: Class 2 contains 2021 members Entering Unmasked Estep Score: -373853.375000 Penalty: 805.305786 Iteration 13Q: 3 clusters Score -373853.4 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5049 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -373893.531250 Penalty: 805.305786 Iteration 14Q: 3 clusters Score -373893.5 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5135 members Mstep: Class 2 contains 1836 members Entering Unmasked Estep Score: -373923.875000 Penalty: 805.305786 Iteration 15Q: 3 clusters Score -373923.9 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5220 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -373953.718750 Penalty: 805.305786 Iteration 16Q: 3 clusters Score -373953.7 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5315 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -373991.406250 Penalty: 805.305786 Iteration 17Q: 3 clusters Score -373991.4 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5421 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -374031.656250 Penalty: 805.305786 Iteration 18Q: 3 clusters Score -374031.7 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5509 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -374063.906250 Penalty: 805.305786 Iteration 19Q: 3 clusters Score -374063.9 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5590 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -374093.093750 Penalty: 805.305786 Iteration 20F: 3 clusters Score -374093.1 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5678 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -374131.531250 Penalty: 805.305786 Iteration 21Q: 3 clusters Score -374131.5 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5784 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -374185.500000 Penalty: 805.305786 Iteration 22Q: 3 clusters Score -374185.5 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5883 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -374242.843750 Penalty: 805.305786 Iteration 23Q: 3 clusters Score -374242.8 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5986 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -374304.000000 Penalty: 805.305786 Iteration 24Q: 3 clusters Score -374304 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6082 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -374365.781250 Penalty: 805.305786 Iteration 25Q: 3 clusters Score -374365.8 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6176 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -374427.250000 Penalty: 805.305786 Iteration 26Q: 3 clusters Score -374427.2 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6259 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -374481.375000 Penalty: 805.305786 Iteration 27Q: 3 clusters Score -374481.4 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6326 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -374536.937500 Penalty: 805.305786 Iteration 28Q: 3 clusters Score -374536.9 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6388 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -374583.468750 Penalty: 805.305786 Iteration 29Q: 3 clusters Score -374583.5 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6437 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -374622.656250 Penalty: 805.305786 Iteration 30Q: 3 clusters Score -374622.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6475 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -374650.593750 Penalty: 805.305786 Iteration 31Q: 3 clusters Score -374650.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6494 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -374666.468750 Penalty: 805.305786 Iteration 32Q: 3 clusters Score -374666.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6512 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -374679.000000 Penalty: 805.305786 Iteration 33Q: 3 clusters Score -374679 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6527 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -374690.843750 Penalty: 805.305786 Iteration 34Q: 3 clusters Score -374690.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6536 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -374698.906250 Penalty: 805.305786 Iteration 35Q: 3 clusters Score -374698.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6546 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -374705.656250 Penalty: 805.305786 Iteration 36Q: 3 clusters Score -374705.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6554 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -374708.468750 Penalty: 805.305786 Iteration 37Q: 3 clusters Score -374708.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6558 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -374710.781250 Penalty: 805.305786 Iteration 38Q: 3 clusters Score -374710.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6564 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -374712.843750 Penalty: 805.305786 Iteration 39Q: 3 clusters Score -374712.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6568 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -374716.343750 Penalty: 805.305786 Iteration 40F: 3 clusters Score -374716.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6576 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -374725.281250 Penalty: 805.305786 Iteration 41Q: 3 clusters Score -374725.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6582 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -374730.500000 Penalty: 805.305786 Iteration 42Q: 3 clusters Score -374730.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6588 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -374735.343750 Penalty: 805.305786 Iteration 43Q: 3 clusters Score -374735.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6597 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -374743.656250 Penalty: 805.305786 Iteration 44Q: 3 clusters Score -374743.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6607 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -374748.781250 Penalty: 805.305786 Iteration 45Q: 3 clusters Score -374748.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6607 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -374749.500000 Penalty: 805.305786 Iteration 46Q: 3 clusters Score -374749.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6607 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -374749.500000 Penalty: 805.305786 Iteration 47F: 3 clusters Score -374749.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (57890 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57890 members Entering Unmasked Estep Score: -3608694.250000 Penalty: 498.966644 Iteration 0F: 2 clusters Score -3608694 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28841 members Mstep: Class 2 contains 29049 members Entering Unmasked Estep Score: -3569880.250000 Penalty: 997.933289 Iteration 0F: 3 clusters Score -3569880 nChanged 27919 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25068 members Mstep: Class 2 contains 32822 members Entering Unmasked Estep Score: -3587271.500000 Penalty: 997.933289 Iteration 1F: 3 clusters Score -3587272 nChanged 4205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22315 members Mstep: Class 2 contains 35575 members Entering Unmasked Estep Score: -3589717.250000 Penalty: 997.933289 Iteration 2F: 3 clusters Score -3589717 nChanged 4695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18846 members Mstep: Class 2 contains 39044 members Entering Unmasked Estep Score: -3592783.750000 Penalty: 997.933289 Iteration 3F: 3 clusters Score -3592784 nChanged 4598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15070 members Mstep: Class 2 contains 42820 members Entering Unmasked Estep Score: -3596035.250000 Penalty: 997.933289 Iteration 4F: 3 clusters Score -3596035 nChanged 3983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11503 members Mstep: Class 2 contains 46387 members Entering Unmasked Estep Score: -3598994.750000 Penalty: 997.933289 Iteration 5F: 3 clusters Score -3598995 nChanged 3237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8402 members Mstep: Class 2 contains 49488 members Entering Unmasked Estep Score: -3601589.500000 Penalty: 997.933289 Iteration 6F: 3 clusters Score -3601590 nChanged 2679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5773 members Mstep: Class 2 contains 52117 members Entering Unmasked Estep Score: -3603867.750000 Penalty: 997.933289 Iteration 7Q: 3 clusters Score -3603868 nChanged 2050 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3733 members Mstep: Class 2 contains 54157 members Entering Unmasked Estep Score: -3605618.750000 Penalty: 997.933289 Iteration 8Q: 3 clusters Score -3605619 nChanged 1382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 55539 members Entering Unmasked Estep Score: -3606759.250000 Penalty: 997.933289 Iteration 9Q: 3 clusters Score -3606759 nChanged 867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 56404 members Entering Unmasked Estep Score: -3607435.500000 Penalty: 997.933289 Iteration 10Q: 3 clusters Score -3607436 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 56950 members Entering Unmasked Estep Score: -3607818.250000 Penalty: 997.933289 Iteration 11Q: 3 clusters Score -3607818 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 57280 members Entering Unmasked Estep Score: -3608033.500000 Penalty: 997.933289 Iteration 12Q: 3 clusters Score -3608034 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 57461 members Entering Unmasked Estep Score: -3608159.250000 Penalty: 997.933289 Iteration 13Q: 3 clusters Score -3608159 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 57561 members Entering Unmasked Estep Score: -3608221.000000 Penalty: 997.933289 Iteration 14Q: 3 clusters Score -3608221 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 57606 members Entering Unmasked Estep Score: -3608251.000000 Penalty: 997.933289 Iteration 15Q: 3 clusters Score -3608251 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 57630 members Entering Unmasked Estep Score: -3608267.750000 Penalty: 997.933289 Iteration 16Q: 3 clusters Score -3608268 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 57651 members Entering Unmasked Estep Score: -3608277.250000 Penalty: 997.933289 Iteration 17Q: 3 clusters Score -3608277 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 57670 members Entering Unmasked Estep Score: -3608296.000000 Penalty: 997.933289 Iteration 18Q: 3 clusters Score -3608296 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 57687 members Entering Unmasked Estep Score: -3608318.500000 Penalty: 997.933289 Iteration 19Q: 3 clusters Score -3608318 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 57692 members Entering Unmasked Estep Score: -3608328.750000 Penalty: 997.933289 Iteration 20F: 3 clusters Score -3608329 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 57693 members Entering Unmasked Estep Score: -3608332.750000 Penalty: 997.933289 Iteration 21Q: 3 clusters Score -3608333 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 57702 members Entering Unmasked Estep Score: -3608348.750000 Penalty: 997.933289 Iteration 22Q: 3 clusters Score -3608349 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 57708 members Entering Unmasked Estep Score: -3608357.750000 Penalty: 997.933289 Iteration 23Q: 3 clusters Score -3608358 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 57715 members Entering Unmasked Estep Score: -3608359.500000 Penalty: 997.933289 Iteration 24Q: 3 clusters Score -3608360 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 57720 members Entering Unmasked Estep Score: -3608364.000000 Penalty: 997.933289 Iteration 25Q: 3 clusters Score -3608364 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 57722 members Entering Unmasked Estep Score: -3608366.500000 Penalty: 997.933289 Iteration 26Q: 3 clusters Score -3608366 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 57722 members Entering Unmasked Estep Score: -3608367.750000 Penalty: 997.933289 Iteration 27Q: 3 clusters Score -3608368 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 57720 members Entering Unmasked Estep Score: -3608366.750000 Penalty: 997.933289 Iteration 28Q: 3 clusters Score -3608367 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 57719 members Entering Unmasked Estep Score: -3608364.250000 Penalty: 997.933289 Iteration 29Q: 3 clusters Score -3608364 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 57718 members Entering Unmasked Estep Score: -3608364.250000 Penalty: 997.933289 Iteration 30Q: 3 clusters Score -3608364 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 57717 members Entering Unmasked Estep Score: -3608363.250000 Penalty: 997.933289 Iteration 31Q: 3 clusters Score -3608363 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 57716 members Entering Unmasked Estep Score: -3608363.000000 Penalty: 997.933289 Iteration 32Q: 3 clusters Score -3608363 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 57717 members Entering Unmasked Estep Score: -3608365.000000 Penalty: 997.933289 Iteration 33Q: 3 clusters Score -3608365 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 57717 members Entering Unmasked Estep Score: -3608365.000000 Penalty: 997.933289 Iteration 34F: 3 clusters Score -3608365 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (5206 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5206 members Entering Unmasked Estep Score: -316394.281250 Penalty: 389.369293 Iteration 0F: 2 clusters Score -316394.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2576 members Mstep: Class 2 contains 2630 members Entering Unmasked Estep Score: -312897.250000 Penalty: 778.738586 Iteration 0F: 3 clusters Score -312897.2 nChanged 2278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2412 members Mstep: Class 2 contains 2794 members Entering Unmasked Estep Score: -314193.562500 Penalty: 778.738586 Iteration 1F: 3 clusters Score -314193.6 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2277 members Mstep: Class 2 contains 2929 members Entering Unmasked Estep Score: -314445.750000 Penalty: 778.738586 Iteration 2F: 3 clusters Score -314445.8 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2142 members Mstep: Class 2 contains 3064 members Entering Unmasked Estep Score: -314694.468750 Penalty: 778.738586 Iteration 3F: 3 clusters Score -314694.5 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2022 members Mstep: Class 2 contains 3184 members Entering Unmasked Estep Score: -314938.531250 Penalty: 778.738586 Iteration 4F: 3 clusters Score -314938.5 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1922 members Mstep: Class 2 contains 3284 members Entering Unmasked Estep Score: -315192.437500 Penalty: 778.738586 Iteration 5F: 3 clusters Score -315192.4 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 3347 members Entering Unmasked Estep Score: -315373.062500 Penalty: 778.738586 Iteration 6Q: 3 clusters Score -315373.1 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 3426 members Entering Unmasked Estep Score: -315493.500000 Penalty: 778.738586 Iteration 7Q: 3 clusters Score -315493.5 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 3483 members Entering Unmasked Estep Score: -315556.593750 Penalty: 778.738586 Iteration 8Q: 3 clusters Score -315556.6 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 3544 members Entering Unmasked Estep Score: -315592.937500 Penalty: 778.738586 Iteration 9Q: 3 clusters Score -315592.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 3588 members Entering Unmasked Estep Score: -315617.843750 Penalty: 778.738586 Iteration 10Q: 3 clusters Score -315617.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 3625 members Entering Unmasked Estep Score: -315631.718750 Penalty: 778.738586 Iteration 11Q: 3 clusters Score -315631.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 3658 members Entering Unmasked Estep Score: -315646.562500 Penalty: 778.738586 Iteration 12Q: 3 clusters Score -315646.6 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 3691 members Entering Unmasked Estep Score: -315666.593750 Penalty: 778.738586 Iteration 13Q: 3 clusters Score -315666.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 3725 members Entering Unmasked Estep Score: -315689.187500 Penalty: 778.738586 Iteration 14Q: 3 clusters Score -315689.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 3764 members Entering Unmasked Estep Score: -315707.281250 Penalty: 778.738586 Iteration 15Q: 3 clusters Score -315707.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 3806 members Entering Unmasked Estep Score: -315719.687500 Penalty: 778.738586 Iteration 16Q: 3 clusters Score -315719.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 3839 members Entering Unmasked Estep Score: -315734.093750 Penalty: 778.738586 Iteration 17Q: 3 clusters Score -315734.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 3882 members Entering Unmasked Estep Score: -315754.656250 Penalty: 778.738586 Iteration 18Q: 3 clusters Score -315754.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 3930 members Entering Unmasked Estep Score: -315772.531250 Penalty: 778.738586 Iteration 19Q: 3 clusters Score -315772.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 3984 members Entering Unmasked Estep Score: -315790.250000 Penalty: 778.738586 Iteration 20F: 3 clusters Score -315790.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 4038 members Entering Unmasked Estep Score: -315810.843750 Penalty: 778.738586 Iteration 21Q: 3 clusters Score -315810.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 4091 members Entering Unmasked Estep Score: -315832.593750 Penalty: 778.738586 Iteration 22Q: 3 clusters Score -315832.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 4133 members Entering Unmasked Estep Score: -315849.375000 Penalty: 778.738586 Iteration 23Q: 3 clusters Score -315849.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 4177 members Entering Unmasked Estep Score: -315868.593750 Penalty: 778.738586 Iteration 24Q: 3 clusters Score -315868.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 4214 members Entering Unmasked Estep Score: -315885.031250 Penalty: 778.738586 Iteration 25Q: 3 clusters Score -315885 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 4259 members Entering Unmasked Estep Score: -315907.781250 Penalty: 778.738586 Iteration 26Q: 3 clusters Score -315907.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 4305 members Entering Unmasked Estep Score: -315935.625000 Penalty: 778.738586 Iteration 27Q: 3 clusters Score -315935.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 4354 members Entering Unmasked Estep Score: -315970.062500 Penalty: 778.738586 Iteration 28Q: 3 clusters Score -315970.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 4409 members Entering Unmasked Estep Score: -316028.937500 Penalty: 778.738586 Iteration 29Q: 3 clusters Score -316028.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 4448 members Entering Unmasked Estep Score: -316084.000000 Penalty: 778.738586 Iteration 30Q: 3 clusters Score -316084 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 4483 members Entering Unmasked Estep Score: -316122.406250 Penalty: 778.738586 Iteration 31Q: 3 clusters Score -316122.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 4507 members Entering Unmasked Estep Score: -316143.812500 Penalty: 778.738586 Iteration 32Q: 3 clusters Score -316143.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 4527 members Entering Unmasked Estep Score: -316155.000000 Penalty: 778.738586 Iteration 33Q: 3 clusters Score -316155 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 4534 members Entering Unmasked Estep Score: -316159.968750 Penalty: 778.738586 Iteration 34Q: 3 clusters Score -316160 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 4546 members Entering Unmasked Estep Score: -316165.062500 Penalty: 778.738586 Iteration 35Q: 3 clusters Score -316165.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 4554 members Entering Unmasked Estep Score: -316166.843750 Penalty: 778.738586 Iteration 36Q: 3 clusters Score -316166.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 4562 members Entering Unmasked Estep Score: -316169.187500 Penalty: 778.738586 Iteration 37Q: 3 clusters Score -316169.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 4571 members Entering Unmasked Estep Score: -316170.875000 Penalty: 778.738586 Iteration 38Q: 3 clusters Score -316170.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 4580 members Entering Unmasked Estep Score: -316173.531250 Penalty: 778.738586 Iteration 39Q: 3 clusters Score -316173.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 4589 members Entering Unmasked Estep Score: -316176.593750 Penalty: 778.738586 Iteration 40F: 3 clusters Score -316176.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 4592 members Entering Unmasked Estep Score: -316177.187500 Penalty: 778.738586 Iteration 41Q: 3 clusters Score -316177.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 4593 members Entering Unmasked Estep Score: -316177.000000 Penalty: 778.738586 Iteration 42Q: 3 clusters Score -316177 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 4595 members Entering Unmasked Estep Score: -316177.281250 Penalty: 778.738586 Iteration 43Q: 3 clusters Score -316177.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 4597 members Entering Unmasked Estep Score: -316176.937500 Penalty: 778.738586 Iteration 44Q: 3 clusters Score -316176.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 4600 members Entering Unmasked Estep Score: -316177.968750 Penalty: 778.738586 Iteration 45Q: 3 clusters Score -316178 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 4604 members Entering Unmasked Estep Score: -316180.062500 Penalty: 778.738586 Iteration 46Q: 3 clusters Score -316180.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 4606 members Entering Unmasked Estep Score: -316180.625000 Penalty: 778.738586 Iteration 47Q: 3 clusters Score -316180.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 4609 members Entering Unmasked Estep Score: -316181.906250 Penalty: 778.738586 Iteration 48Q: 3 clusters Score -316181.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 4612 members Entering Unmasked Estep Score: -316182.593750 Penalty: 778.738586 Iteration 49Q: 3 clusters Score -316182.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 4613 members Entering Unmasked Estep Score: -316182.531250 Penalty: 778.738586 Iteration 50Q: 3 clusters Score -316182.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 4614 members Entering Unmasked Estep Score: -316182.500000 Penalty: 778.738586 Iteration 51Q: 3 clusters Score -316182.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 4614 members Entering Unmasked Estep Score: -316182.500000 Penalty: 778.738586 Iteration 52F: 3 clusters Score -316182.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (194 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Entering Unmasked Estep Score: -6208.005859 Penalty: 239.687546 Iteration 0F: 2 clusters Score -6208.006 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -5957.532715 Penalty: 479.375092 Iteration 0F: 3 clusters Score -5957.533 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -6034.606445 Penalty: 479.375092 Iteration 1F: 3 clusters Score -6034.606 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -6054.637207 Penalty: 479.375092 Iteration 2F: 3 clusters Score -6054.637 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -6063.450684 Penalty: 479.375092 Iteration 3Q: 3 clusters Score -6063.451 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -6069.038574 Penalty: 479.375092 Iteration 4Q: 3 clusters Score -6069.039 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -6069.961914 Penalty: 479.375092 Iteration 5Q: 3 clusters Score -6069.962 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -6070.935059 Penalty: 479.375092 Iteration 6Q: 3 clusters Score -6070.935 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -6070.935059 Penalty: 479.375092 Iteration 7F: 3 clusters Score -6070.935 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (2601 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2601 members Entering Unmasked Estep Score: -154607.828125 Penalty: 357.796143 Iteration 0F: 2 clusters Score -154607.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -152751.921875 Penalty: 715.592285 Iteration 0F: 3 clusters Score -152751.9 nChanged 1142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -153439.671875 Penalty: 715.592285 Iteration 1F: 3 clusters Score -153439.7 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -153544.453125 Penalty: 715.592285 Iteration 2F: 3 clusters Score -153544.5 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -153635.734375 Penalty: 715.592285 Iteration 3F: 3 clusters Score -153635.7 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -153739.843750 Penalty: 715.592285 Iteration 4F: 3 clusters Score -153739.8 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2016 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -153842.109375 Penalty: 715.592285 Iteration 5F: 3 clusters Score -153842.1 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2139 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -153957.140625 Penalty: 715.592285 Iteration 6Q: 3 clusters Score -153957.1 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -154070.828125 Penalty: 715.592285 Iteration 7Q: 3 clusters Score -154070.8 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2339 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -154141.406250 Penalty: 715.592285 Iteration 8Q: 3 clusters Score -154141.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2392 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -154179.515625 Penalty: 715.592285 Iteration 9Q: 3 clusters Score -154179.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2423 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -154202.671875 Penalty: 715.592285 Iteration 10Q: 3 clusters Score -154202.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2447 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -154224.421875 Penalty: 715.592285 Iteration 11Q: 3 clusters Score -154224.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2463 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -154240.015625 Penalty: 715.592285 Iteration 12Q: 3 clusters Score -154240 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2471 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -154248.093750 Penalty: 715.592285 Iteration 13Q: 3 clusters Score -154248.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2480 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -154257.421875 Penalty: 715.592285 Iteration 14Q: 3 clusters Score -154257.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2487 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -154263.000000 Penalty: 715.592285 Iteration 15Q: 3 clusters Score -154263 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2492 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -154268.500000 Penalty: 715.592285 Iteration 16Q: 3 clusters Score -154268.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2494 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -154272.140625 Penalty: 715.592285 Iteration 17Q: 3 clusters Score -154272.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2494 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -154272.640625 Penalty: 715.592285 Iteration 18Q: 3 clusters Score -154272.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -154273.046875 Penalty: 715.592285 Iteration 19Q: 3 clusters Score -154273 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2497 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -154273.890625 Penalty: 715.592285 Iteration 20F: 3 clusters Score -154273.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2498 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -154274.031250 Penalty: 715.592285 Iteration 21Q: 3 clusters Score -154274 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2500 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -154277.078125 Penalty: 715.592285 Iteration 22Q: 3 clusters Score -154277.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2505 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -154281.437500 Penalty: 715.592285 Iteration 23Q: 3 clusters Score -154281.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2507 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -154282.093750 Penalty: 715.592285 Iteration 24Q: 3 clusters Score -154282.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2509 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -154283.234375 Penalty: 715.592285 Iteration 25Q: 3 clusters Score -154283.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2512 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -154285.687500 Penalty: 715.592285 Iteration 26Q: 3 clusters Score -154285.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2512 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -154285.687500 Penalty: 715.592285 Iteration 27F: 3 clusters Score -154285.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (3787 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3787 members Entering Unmasked Estep Score: -183142.031250 Penalty: 374.889496 Iteration 0F: 2 clusters Score -183142 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -180538.296875 Penalty: 749.778992 Iteration 0F: 3 clusters Score -180538.3 nChanged 1738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2029 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -181834.921875 Penalty: 749.778992 Iteration 1F: 3 clusters Score -181834.9 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2117 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -182168.734375 Penalty: 749.778992 Iteration 2F: 3 clusters Score -182168.7 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2172 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -182375.937500 Penalty: 749.778992 Iteration 3F: 3 clusters Score -182375.9 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2208 members Mstep: Class 2 contains 1579 members Entering Unmasked Estep Score: -182484.343750 Penalty: 749.778992 Iteration 4F: 3 clusters Score -182484.3 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2245 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -182545.187500 Penalty: 749.778992 Iteration 5Q: 3 clusters Score -182545.2 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2284 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -182584.109375 Penalty: 749.778992 Iteration 6Q: 3 clusters Score -182584.1 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2322 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -182613.250000 Penalty: 749.778992 Iteration 7Q: 3 clusters Score -182613.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -182641.921875 Penalty: 749.778992 Iteration 8Q: 3 clusters Score -182641.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2395 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -182665.765625 Penalty: 749.778992 Iteration 9Q: 3 clusters Score -182665.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2433 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -182685.187500 Penalty: 749.778992 Iteration 10Q: 3 clusters Score -182685.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2469 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -182703.062500 Penalty: 749.778992 Iteration 11Q: 3 clusters Score -182703.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2501 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -182719.859375 Penalty: 749.778992 Iteration 12Q: 3 clusters Score -182719.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2541 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -182737.343750 Penalty: 749.778992 Iteration 13Q: 3 clusters Score -182737.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2582 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -182759.984375 Penalty: 749.778992 Iteration 14Q: 3 clusters Score -182760 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2623 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -182786.390625 Penalty: 749.778992 Iteration 15Q: 3 clusters Score -182786.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2664 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -182814.406250 Penalty: 749.778992 Iteration 16Q: 3 clusters Score -182814.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2705 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -182842.718750 Penalty: 749.778992 Iteration 17Q: 3 clusters Score -182842.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -182864.078125 Penalty: 749.778992 Iteration 18Q: 3 clusters Score -182864.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2780 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -182880.125000 Penalty: 749.778992 Iteration 19Q: 3 clusters Score -182880.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2810 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -182891.250000 Penalty: 749.778992 Iteration 20F: 3 clusters Score -182891.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2829 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -182896.109375 Penalty: 749.778992 Iteration 21Q: 3 clusters Score -182896.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2842 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -182900.390625 Penalty: 749.778992 Iteration 22Q: 3 clusters Score -182900.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2863 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -182907.328125 Penalty: 749.778992 Iteration 23Q: 3 clusters Score -182907.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2878 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -182913.140625 Penalty: 749.778992 Iteration 24Q: 3 clusters Score -182913.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2892 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -182916.671875 Penalty: 749.778992 Iteration 25Q: 3 clusters Score -182916.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2905 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -182919.593750 Penalty: 749.778992 Iteration 26Q: 3 clusters Score -182919.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2915 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -182921.593750 Penalty: 749.778992 Iteration 27Q: 3 clusters Score -182921.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2927 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -182924.187500 Penalty: 749.778992 Iteration 28Q: 3 clusters Score -182924.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2935 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -182926.140625 Penalty: 749.778992 Iteration 29Q: 3 clusters Score -182926.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2948 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -182932.718750 Penalty: 749.778992 Iteration 30Q: 3 clusters Score -182932.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2963 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -182939.187500 Penalty: 749.778992 Iteration 31Q: 3 clusters Score -182939.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2970 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -182940.187500 Penalty: 749.778992 Iteration 32Q: 3 clusters Score -182940.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2976 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -182941.484375 Penalty: 749.778992 Iteration 33Q: 3 clusters Score -182941.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2980 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -182941.796875 Penalty: 749.778992 Iteration 34Q: 3 clusters Score -182941.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2984 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -182942.375000 Penalty: 749.778992 Iteration 35Q: 3 clusters Score -182942.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2990 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -182942.437500 Penalty: 749.778992 Iteration 36Q: 3 clusters Score -182942.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2995 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -182942.890625 Penalty: 749.778992 Iteration 37Q: 3 clusters Score -182942.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3001 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -182943.453125 Penalty: 749.778992 Iteration 38Q: 3 clusters Score -182943.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3006 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -182943.906250 Penalty: 749.778992 Iteration 39Q: 3 clusters Score -182943.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3008 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -182944.000000 Penalty: 749.778992 Iteration 40F: 3 clusters Score -182944 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3009 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -182944.171875 Penalty: 749.778992 Iteration 41Q: 3 clusters Score -182944.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3010 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -182943.984375 Penalty: 749.778992 Iteration 42Q: 3 clusters Score -182944 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3011 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -182944.078125 Penalty: 749.778992 Iteration 43Q: 3 clusters Score -182944.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3011 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -182944.078125 Penalty: 749.778992 Iteration 44F: 3 clusters Score -182944.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (508 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Entering Unmasked Estep Score: -26534.808594 Penalty: 283.486908 Iteration 0F: 2 clusters Score -26534.81 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 276 members Entering Unmasked Estep Score: -26114.136719 Penalty: 566.973816 Iteration 0F: 3 clusters Score -26114.14 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -26266.394531 Penalty: 566.973816 Iteration 1F: 3 clusters Score -26266.39 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -26305.537109 Penalty: 566.973816 Iteration 2F: 3 clusters Score -26305.54 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -26330.740234 Penalty: 566.973816 Iteration 3Q: 3 clusters Score -26330.74 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -26347.902344 Penalty: 566.973816 Iteration 4F: 3 clusters Score -26347.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -26372.933594 Penalty: 566.973816 Iteration 5Q: 3 clusters Score -26372.93 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -26385.880859 Penalty: 566.973816 Iteration 6Q: 3 clusters Score -26385.88 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -26388.474609 Penalty: 566.973816 Iteration 7Q: 3 clusters Score -26388.47 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -26391.886719 Penalty: 566.973816 Iteration 8Q: 3 clusters Score -26391.89 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -26395.648438 Penalty: 566.973816 Iteration 9Q: 3 clusters Score -26395.65 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -26401.968750 Penalty: 566.973816 Iteration 10Q: 3 clusters Score -26401.97 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -26408.029297 Penalty: 566.973816 Iteration 11Q: 3 clusters Score -26408.03 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -26411.779297 Penalty: 566.973816 Iteration 12Q: 3 clusters Score -26411.78 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -26416.556641 Penalty: 566.973816 Iteration 13Q: 3 clusters Score -26416.56 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -26422.751953 Penalty: 566.973816 Iteration 14Q: 3 clusters Score -26422.75 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -26424.886719 Penalty: 566.973816 Iteration 15Q: 3 clusters Score -26424.89 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -26427.500000 Penalty: 566.973816 Iteration 16Q: 3 clusters Score -26427.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -26429.375000 Penalty: 566.973816 Iteration 17Q: 3 clusters Score -26429.38 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -26430.189453 Penalty: 566.973816 Iteration 18Q: 3 clusters Score -26430.19 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -26430.601562 Penalty: 566.973816 Iteration 19Q: 3 clusters Score -26430.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -26431.220703 Penalty: 566.973816 Iteration 20F: 3 clusters Score -26431.22 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -26431.890625 Penalty: 566.973816 Iteration 21Q: 3 clusters Score -26431.89 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -26432.742188 Penalty: 566.973816 Iteration 22Q: 3 clusters Score -26432.74 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -26434.269531 Penalty: 566.973816 Iteration 23Q: 3 clusters Score -26434.27 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -26437.160156 Penalty: 566.973816 Iteration 24Q: 3 clusters Score -26437.16 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -26437.865234 Penalty: 566.973816 Iteration 25Q: 3 clusters Score -26437.87 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -26438.103516 Penalty: 566.973816 Iteration 26Q: 3 clusters Score -26438.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -26438.103516 Penalty: 566.973816 Iteration 27F: 3 clusters Score -26438.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 33 (473 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Entering Unmasked Estep Score: -27900.251953 Penalty: 280.238831 Iteration 0F: 2 clusters Score -27900.25 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -27428.759766 Penalty: 560.477661 Iteration 0F: 3 clusters Score -27428.76 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -27543.873047 Penalty: 560.477661 Iteration 1F: 3 clusters Score -27543.87 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -27573.177734 Penalty: 560.477661 Iteration 2F: 3 clusters Score -27573.18 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -27592.939453 Penalty: 560.477661 Iteration 3F: 3 clusters Score -27592.94 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -27610.367188 Penalty: 560.477661 Iteration 4Q: 3 clusters Score -27610.37 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -27631.595703 Penalty: 560.477661 Iteration 5Q: 3 clusters Score -27631.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -27654.503906 Penalty: 560.477661 Iteration 6Q: 3 clusters Score -27654.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -27667.880859 Penalty: 560.477661 Iteration 7Q: 3 clusters Score -27667.88 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -27673.343750 Penalty: 560.477661 Iteration 8Q: 3 clusters Score -27673.34 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -27676.992188 Penalty: 560.477661 Iteration 9Q: 3 clusters Score -27676.99 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -27680.375000 Penalty: 560.477661 Iteration 10Q: 3 clusters Score -27680.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -27682.751953 Penalty: 560.477661 Iteration 11Q: 3 clusters Score -27682.75 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -27684.316406 Penalty: 560.477661 Iteration 12Q: 3 clusters Score -27684.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -27684.861328 Penalty: 560.477661 Iteration 13Q: 3 clusters Score -27684.86 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -27684.861328 Penalty: 560.477661 Iteration 14F: 3 clusters Score -27684.86 nChanged 0 Entering ConstructFrom: Trying to split cluster 34 (11685 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11685 members Entering Unmasked Estep Score: -709633.062500 Penalty: 426.155792 Iteration 0F: 2 clusters Score -709633.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5787 members Mstep: Class 2 contains 5898 members Entering Unmasked Estep Score: -701919.187500 Penalty: 852.311584 Iteration 0F: 3 clusters Score -701919.2 nChanged 5448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5155 members Mstep: Class 2 contains 6530 members Entering Unmasked Estep Score: -705180.375000 Penalty: 852.311584 Iteration 1F: 3 clusters Score -705180.4 nChanged 852 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4765 members Mstep: Class 2 contains 6920 members Entering Unmasked Estep Score: -705750.375000 Penalty: 852.311584 Iteration 2F: 3 clusters Score -705750.4 nChanged 949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4326 members Mstep: Class 2 contains 7359 members Entering Unmasked Estep Score: -706389.812500 Penalty: 852.311584 Iteration 3F: 3 clusters Score -706389.8 nChanged 857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3891 members Mstep: Class 2 contains 7794 members Entering Unmasked Estep Score: -706943.875000 Penalty: 852.311584 Iteration 4F: 3 clusters Score -706943.9 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3517 members Mstep: Class 2 contains 8168 members Entering Unmasked Estep Score: -707361.312500 Penalty: 852.311584 Iteration 5F: 3 clusters Score -707361.3 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3190 members Mstep: Class 2 contains 8495 members Entering Unmasked Estep Score: -707722.625000 Penalty: 852.311584 Iteration 6Q: 3 clusters Score -707722.6 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2894 members Mstep: Class 2 contains 8791 members Entering Unmasked Estep Score: -708056.625000 Penalty: 852.311584 Iteration 7Q: 3 clusters Score -708056.6 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2637 members Mstep: Class 2 contains 9048 members Entering Unmasked Estep Score: -708363.687500 Penalty: 852.311584 Iteration 8Q: 3 clusters Score -708363.7 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2411 members Mstep: Class 2 contains 9274 members Entering Unmasked Estep Score: -708610.687500 Penalty: 852.311584 Iteration 9Q: 3 clusters Score -708610.7 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2230 members Mstep: Class 2 contains 9455 members Entering Unmasked Estep Score: -708771.312500 Penalty: 852.311584 Iteration 10Q: 3 clusters Score -708771.3 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Mstep: Class 2 contains 9614 members Entering Unmasked Estep Score: -708877.312500 Penalty: 852.311584 Iteration 11Q: 3 clusters Score -708877.3 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1921 members Mstep: Class 2 contains 9764 members Entering Unmasked Estep Score: -708960.562500 Penalty: 852.311584 Iteration 12Q: 3 clusters Score -708960.6 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 9901 members Entering Unmasked Estep Score: -709028.000000 Penalty: 852.311584 Iteration 13Q: 3 clusters Score -709028 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 10016 members Entering Unmasked Estep Score: -709077.687500 Penalty: 852.311584 Iteration 14Q: 3 clusters Score -709077.7 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 10121 members Entering Unmasked Estep Score: -709119.687500 Penalty: 852.311584 Iteration 15Q: 3 clusters Score -709119.7 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 10214 members Entering Unmasked Estep Score: -709152.625000 Penalty: 852.311584 Iteration 16Q: 3 clusters Score -709152.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 10284 members Entering Unmasked Estep Score: -709174.562500 Penalty: 852.311584 Iteration 17Q: 3 clusters Score -709174.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 10347 members Entering Unmasked Estep Score: -709193.687500 Penalty: 852.311584 Iteration 18Q: 3 clusters Score -709193.7 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 10405 members Entering Unmasked Estep Score: -709211.812500 Penalty: 852.311584 Iteration 19Q: 3 clusters Score -709211.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 10456 members Entering Unmasked Estep Score: -709225.625000 Penalty: 852.311584 Iteration 20F: 3 clusters Score -709225.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 10493 members Entering Unmasked Estep Score: -709234.625000 Penalty: 852.311584 Iteration 21Q: 3 clusters Score -709234.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 10530 members Entering Unmasked Estep Score: -709241.937500 Penalty: 852.311584 Iteration 22Q: 3 clusters Score -709241.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 10560 members Entering Unmasked Estep Score: -709250.562500 Penalty: 852.311584 Iteration 23Q: 3 clusters Score -709250.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 10599 members Entering Unmasked Estep Score: -709257.250000 Penalty: 852.311584 Iteration 24Q: 3 clusters Score -709257.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 10637 members Entering Unmasked Estep Score: -709268.750000 Penalty: 852.311584 Iteration 25Q: 3 clusters Score -709268.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 10667 members Entering Unmasked Estep Score: -709275.312500 Penalty: 852.311584 Iteration 26Q: 3 clusters Score -709275.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 10694 members Entering Unmasked Estep Score: -709281.500000 Penalty: 852.311584 Iteration 27Q: 3 clusters Score -709281.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 10721 members Entering Unmasked Estep Score: -709288.125000 Penalty: 852.311584 Iteration 28Q: 3 clusters Score -709288.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 10749 members Entering Unmasked Estep Score: -709294.750000 Penalty: 852.311584 Iteration 29Q: 3 clusters Score -709294.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 10780 members Entering Unmasked Estep Score: -709303.000000 Penalty: 852.311584 Iteration 30Q: 3 clusters Score -709303 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 10810 members Entering Unmasked Estep Score: -709312.000000 Penalty: 852.311584 Iteration 31Q: 3 clusters Score -709312 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 10832 members Entering Unmasked Estep Score: -709312.750000 Penalty: 852.311584 Iteration 32Q: 3 clusters Score -709312.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 10850 members Entering Unmasked Estep Score: -709313.687500 Penalty: 852.311584 Iteration 33Q: 3 clusters Score -709313.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 10867 members Entering Unmasked Estep Score: -709321.000000 Penalty: 852.311584 Iteration 34Q: 3 clusters Score -709321 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 10888 members Entering Unmasked Estep Score: -709328.500000 Penalty: 852.311584 Iteration 35Q: 3 clusters Score -709328.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 10907 members Entering Unmasked Estep Score: -709334.187500 Penalty: 852.311584 Iteration 36Q: 3 clusters Score -709334.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 10925 members Entering Unmasked Estep Score: -709337.062500 Penalty: 852.311584 Iteration 37Q: 3 clusters Score -709337.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 10945 members Entering Unmasked Estep Score: -709340.750000 Penalty: 852.311584 Iteration 38Q: 3 clusters Score -709340.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 10965 members Entering Unmasked Estep Score: -709344.687500 Penalty: 852.311584 Iteration 39Q: 3 clusters Score -709344.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 10982 members Entering Unmasked Estep Score: -709349.812500 Penalty: 852.311584 Iteration 40F: 3 clusters Score -709349.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 10997 members Entering Unmasked Estep Score: -709353.937500 Penalty: 852.311584 Iteration 41Q: 3 clusters Score -709353.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 11010 members Entering Unmasked Estep Score: -709357.812500 Penalty: 852.311584 Iteration 42Q: 3 clusters Score -709357.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 11021 members Entering Unmasked Estep Score: -709360.875000 Penalty: 852.311584 Iteration 43Q: 3 clusters Score -709360.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 11034 members Entering Unmasked Estep Score: -709365.937500 Penalty: 852.311584 Iteration 44Q: 3 clusters Score -709365.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 11041 members Entering Unmasked Estep Score: -709366.562500 Penalty: 852.311584 Iteration 45Q: 3 clusters Score -709366.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 11048 members Entering Unmasked Estep Score: -709369.437500 Penalty: 852.311584 Iteration 46Q: 3 clusters Score -709369.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 11061 members Entering Unmasked Estep Score: -709372.062500 Penalty: 852.311584 Iteration 47Q: 3 clusters Score -709372.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 11070 members Entering Unmasked Estep Score: -709374.000000 Penalty: 852.311584 Iteration 48Q: 3 clusters Score -709374 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 11076 members Entering Unmasked Estep Score: -709376.125000 Penalty: 852.311584 Iteration 49Q: 3 clusters Score -709376.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 11082 members Entering Unmasked Estep Score: -709375.875000 Penalty: 852.311584 Iteration 50Q: 3 clusters Score -709375.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 11089 members Entering Unmasked Estep Score: -709377.125000 Penalty: 852.311584 Iteration 51Q: 3 clusters Score -709377.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 11093 members Entering Unmasked Estep Score: -709377.187500 Penalty: 852.311584 Iteration 52Q: 3 clusters Score -709377.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 11096 members Entering Unmasked Estep Score: -709377.437500 Penalty: 852.311584 Iteration 53Q: 3 clusters Score -709377.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 11097 members Entering Unmasked Estep Score: -709376.625000 Penalty: 852.311584 Iteration 54Q: 3 clusters Score -709376.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 11098 members Entering Unmasked Estep Score: -709376.937500 Penalty: 852.311584 Iteration 55Q: 3 clusters Score -709376.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 11100 members Entering Unmasked Estep Score: -709377.500000 Penalty: 852.311584 Iteration 56Q: 3 clusters Score -709377.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 11101 members Entering Unmasked Estep Score: -709378.937500 Penalty: 852.311584 Iteration 57Q: 3 clusters Score -709378.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 11102 members Entering Unmasked Estep Score: -709379.187500 Penalty: 852.311584 Iteration 58Q: 3 clusters Score -709379.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 11106 members Entering Unmasked Estep Score: -709380.812500 Penalty: 852.311584 Iteration 59Q: 3 clusters Score -709380.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 11110 members Entering Unmasked Estep Score: -709380.562500 Penalty: 852.311584 Iteration 60F: 3 clusters Score -709380.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 11112 members Entering Unmasked Estep Score: -709381.000000 Penalty: 852.311584 Iteration 61Q: 3 clusters Score -709381 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 11113 members Entering Unmasked Estep Score: -709381.250000 Penalty: 852.311584 Iteration 62Q: 3 clusters Score -709381.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 11114 members Entering Unmasked Estep Score: -709381.125000 Penalty: 852.311584 Iteration 63Q: 3 clusters Score -709381.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 11116 members Entering Unmasked Estep Score: -709381.875000 Penalty: 852.311584 Iteration 64Q: 3 clusters Score -709381.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 11119 members Entering Unmasked Estep Score: -709382.750000 Penalty: 852.311584 Iteration 65Q: 3 clusters Score -709382.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 11122 members Entering Unmasked Estep Score: -709383.125000 Penalty: 852.311584 Iteration 66Q: 3 clusters Score -709383.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 11126 members Entering Unmasked Estep Score: -709385.062500 Penalty: 852.311584 Iteration 67Q: 3 clusters Score -709385.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 11129 members Entering Unmasked Estep Score: -709384.562500 Penalty: 852.311584 Iteration 68Q: 3 clusters Score -709384.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 11134 members Entering Unmasked Estep Score: -709384.937500 Penalty: 852.311584 Iteration 69Q: 3 clusters Score -709384.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 11140 members Entering Unmasked Estep Score: -709385.812500 Penalty: 852.311584 Iteration 70Q: 3 clusters Score -709385.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 11145 members Entering Unmasked Estep Score: -709387.812500 Penalty: 852.311584 Iteration 71Q: 3 clusters Score -709387.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 11146 members Entering Unmasked Estep Score: -709386.562500 Penalty: 852.311584 Iteration 72Q: 3 clusters Score -709386.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 11146 members Entering Unmasked Estep Score: -709386.562500 Penalty: 852.311584 Iteration 73F: 3 clusters Score -709386.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27321 members Mstep: Class 2 contains 18517 members Mstep: Class 3 contains 4554 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4288 members Mstep: Class 6 contains 1605 members Mstep: Class 7 contains 4382 members Mstep: Class 8 contains 1201 members Mstep: Class 9 contains 385 members Mstep: Class 10 contains 5786 members Mstep: Class 11 contains 15767 members Mstep: Class 12 contains 4664 members Mstep: Class 13 contains 925 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5643 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1625 members Mstep: Class 18 contains 1030 members Mstep: Class 19 contains 319 members Mstep: Class 20 contains 8036 members Mstep: Class 21 contains 103106 members Mstep: Class 22 contains 3109 members Mstep: Class 23 contains 2114 members Mstep: Class 24 contains 2578 members Mstep: Class 25 contains 1784 members Mstep: Class 26 contains 6971 members Mstep: Class 27 contains 57890 members Mstep: Class 28 contains 5206 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2601 members Mstep: Class 31 contains 3787 members Mstep: Class 32 contains 508 members Mstep: Class 33 contains 473 members Mstep: Class 34 contains 11685 members Entering Unmasked Estep ConsiderDeletion Score: -17801058.000000 Penalty: 19569.839844 Iteration 279Q: 35 clusters Score -1.780106e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27321 members Mstep: Class 2 contains 18517 members Mstep: Class 3 contains 4552 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4288 members Mstep: Class 6 contains 1605 members Mstep: Class 7 contains 4382 members Mstep: Class 8 contains 1201 members Mstep: Class 9 contains 385 members Mstep: Class 10 contains 5784 members Mstep: Class 11 contains 15768 members Mstep: Class 12 contains 4656 members Mstep: Class 13 contains 925 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5643 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1625 members Mstep: Class 18 contains 1030 members Mstep: Class 19 contains 319 members Mstep: Class 20 contains 8036 members Mstep: Class 21 contains 103106 members Mstep: Class 22 contains 3120 members Mstep: Class 23 contains 2114 members Mstep: Class 24 contains 2578 members Mstep: Class 25 contains 1778 members Mstep: Class 26 contains 6971 members Mstep: Class 27 contains 57895 members Mstep: Class 28 contains 5206 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2601 members Mstep: Class 31 contains 3787 members Mstep: Class 32 contains 508 members Mstep: Class 33 contains 473 members Mstep: Class 34 contains 11686 members Entering Unmasked Estep ConsiderDeletion Score: -17801060.000000 Penalty: 19569.839844 Iteration 280F: 35 clusters Score -1.780106e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27321 members Mstep: Class 2 contains 18517 members Mstep: Class 3 contains 4551 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4288 members Mstep: Class 6 contains 1604 members Mstep: Class 7 contains 4384 members Mstep: Class 8 contains 1201 members Mstep: Class 9 contains 385 members Mstep: Class 10 contains 5786 members Mstep: Class 11 contains 15768 members Mstep: Class 12 contains 4649 members Mstep: Class 13 contains 925 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5644 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1625 members Mstep: Class 18 contains 1030 members Mstep: Class 19 contains 319 members Mstep: Class 20 contains 8036 members Mstep: Class 21 contains 103107 members Mstep: Class 22 contains 3126 members Mstep: Class 23 contains 2114 members Mstep: Class 24 contains 2578 members Mstep: Class 25 contains 1774 members Mstep: Class 26 contains 6971 members Mstep: Class 27 contains 57897 members Mstep: Class 28 contains 5206 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2601 members Mstep: Class 31 contains 3787 members Mstep: Class 32 contains 508 members Mstep: Class 33 contains 473 members Mstep: Class 34 contains 11685 members Entering Unmasked Estep ConsiderDeletion Score: -17801050.000000 Penalty: 19569.839844 Iteration 281Q: 35 clusters Score -1.780105e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27321 members Mstep: Class 2 contains 18517 members Mstep: Class 3 contains 4549 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4288 members Mstep: Class 6 contains 1604 members Mstep: Class 7 contains 4387 members Mstep: Class 8 contains 1201 members Mstep: Class 9 contains 385 members Mstep: Class 10 contains 5787 members Mstep: Class 11 contains 15769 members Mstep: Class 12 contains 4645 members Mstep: Class 13 contains 925 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5644 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1625 members Mstep: Class 18 contains 1030 members Mstep: Class 19 contains 319 members Mstep: Class 20 contains 8035 members Mstep: Class 21 contains 103108 members Mstep: Class 22 contains 3129 members Mstep: Class 23 contains 2114 members Mstep: Class 24 contains 2578 members Mstep: Class 25 contains 1772 members Mstep: Class 26 contains 6971 members Mstep: Class 27 contains 57898 members Mstep: Class 28 contains 5206 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2601 members Mstep: Class 31 contains 3787 members Mstep: Class 32 contains 508 members Mstep: Class 33 contains 473 members Mstep: Class 34 contains 11684 members Entering Unmasked Estep ConsiderDeletion Score: -17801036.000000 Penalty: 19569.839844 Iteration 282Q: 35 clusters Score -1.780104e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27321 members Mstep: Class 2 contains 18517 members Mstep: Class 3 contains 4548 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4288 members Mstep: Class 6 contains 1602 members Mstep: Class 7 contains 4390 members Mstep: Class 8 contains 1201 members Mstep: Class 9 contains 385 members Mstep: Class 10 contains 5786 members Mstep: Class 11 contains 15772 members Mstep: Class 12 contains 4638 members Mstep: Class 13 contains 925 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5644 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1625 members Mstep: Class 18 contains 1030 members Mstep: Class 19 contains 319 members Mstep: Class 20 contains 8035 members Mstep: Class 21 contains 103108 members Mstep: Class 22 contains 3132 members Mstep: Class 23 contains 2114 members Mstep: Class 24 contains 2578 members Mstep: Class 25 contains 1771 members Mstep: Class 26 contains 6971 members Mstep: Class 27 contains 57900 members Mstep: Class 28 contains 5206 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2601 members Mstep: Class 31 contains 3787 members Mstep: Class 32 contains 508 members Mstep: Class 33 contains 473 members Mstep: Class 34 contains 11685 members Entering Unmasked Estep ConsiderDeletion Score: -17801034.000000 Penalty: 19569.839844 Iteration 283Q: 35 clusters Score -1.780103e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27320 members Mstep: Class 2 contains 18517 members Mstep: Class 3 contains 4549 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4288 members Mstep: Class 6 contains 1600 members Mstep: Class 7 contains 4392 members Mstep: Class 8 contains 1201 members Mstep: Class 9 contains 385 members Mstep: Class 10 contains 5785 members Mstep: Class 11 contains 15775 members Mstep: Class 12 contains 4636 members Mstep: Class 13 contains 925 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5644 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1625 members Mstep: Class 18 contains 1030 members Mstep: Class 19 contains 319 members Mstep: Class 20 contains 8035 members Mstep: Class 21 contains 103108 members Mstep: Class 22 contains 3131 members Mstep: Class 23 contains 2114 members Mstep: Class 24 contains 2578 members Mstep: Class 25 contains 1771 members Mstep: Class 26 contains 6971 members Mstep: Class 27 contains 57901 members Mstep: Class 28 contains 5206 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2601 members Mstep: Class 31 contains 3787 members Mstep: Class 32 contains 508 members Mstep: Class 33 contains 473 members Mstep: Class 34 contains 11685 members Entering Unmasked Estep ConsiderDeletion Score: -17801044.000000 Penalty: 19569.839844 Iteration 284Q: 35 clusters Score -1.780104e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27318 members Mstep: Class 2 contains 18517 members Mstep: Class 3 contains 4549 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4288 members Mstep: Class 6 contains 1600 members Mstep: Class 7 contains 4393 members Mstep: Class 8 contains 1201 members Mstep: Class 9 contains 385 members Mstep: Class 10 contains 5783 members Mstep: Class 11 contains 15776 members Mstep: Class 12 contains 4637 members Mstep: Class 13 contains 925 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5644 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1625 members Mstep: Class 18 contains 1030 members Mstep: Class 19 contains 319 members Mstep: Class 20 contains 8035 members Mstep: Class 21 contains 103109 members Mstep: Class 22 contains 3131 members Mstep: Class 23 contains 2114 members Mstep: Class 24 contains 2578 members Mstep: Class 25 contains 1771 members Mstep: Class 26 contains 6971 members Mstep: Class 27 contains 57902 members Mstep: Class 28 contains 5206 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2601 members Mstep: Class 31 contains 3787 members Mstep: Class 32 contains 508 members Mstep: Class 33 contains 473 members Mstep: Class 34 contains 11684 members Entering Unmasked Estep ConsiderDeletion Score: -17801044.000000 Penalty: 19569.839844 Iteration 285Q: 35 clusters Score -1.780104e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27316 members Mstep: Class 2 contains 18517 members Mstep: Class 3 contains 4548 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4288 members Mstep: Class 6 contains 1600 members Mstep: Class 7 contains 4393 members Mstep: Class 8 contains 1201 members Mstep: Class 9 contains 385 members Mstep: Class 10 contains 5782 members Mstep: Class 11 contains 15777 members Mstep: Class 12 contains 4637 members Mstep: Class 13 contains 925 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5644 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1625 members Mstep: Class 18 contains 1030 members Mstep: Class 19 contains 319 members Mstep: Class 20 contains 8035 members Mstep: Class 21 contains 103111 members Mstep: Class 22 contains 3131 members Mstep: Class 23 contains 2114 members Mstep: Class 24 contains 2578 members Mstep: Class 25 contains 1770 members Mstep: Class 26 contains 6971 members Mstep: Class 27 contains 57904 members Mstep: Class 28 contains 5206 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2601 members Mstep: Class 31 contains 3787 members Mstep: Class 32 contains 508 members Mstep: Class 33 contains 473 members Mstep: Class 34 contains 11684 members Entering Unmasked Estep ConsiderDeletion Score: -17801042.000000 Penalty: 19569.839844 Iteration 286Q: 35 clusters Score -1.780104e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27316 members Mstep: Class 2 contains 18517 members Mstep: Class 3 contains 4548 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4288 members Mstep: Class 6 contains 1600 members Mstep: Class 7 contains 4393 members Mstep: Class 8 contains 1201 members Mstep: Class 9 contains 385 members Mstep: Class 10 contains 5782 members Mstep: Class 11 contains 15777 members Mstep: Class 12 contains 4637 members Mstep: Class 13 contains 925 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5644 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1625 members Mstep: Class 18 contains 1030 members Mstep: Class 19 contains 319 members Mstep: Class 20 contains 8035 members Mstep: Class 21 contains 103112 members Mstep: Class 22 contains 3133 members Mstep: Class 23 contains 2114 members Mstep: Class 24 contains 2578 members Mstep: Class 25 contains 1767 members Mstep: Class 26 contains 6971 members Mstep: Class 27 contains 57905 members Mstep: Class 28 contains 5205 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2601 members Mstep: Class 31 contains 3787 members Mstep: Class 32 contains 508 members Mstep: Class 33 contains 473 members Mstep: Class 34 contains 11684 members Entering Unmasked Estep ConsiderDeletion Score: -17801046.000000 Penalty: 19569.839844 Iteration 287Q: 35 clusters Score -1.780105e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27316 members Mstep: Class 2 contains 18517 members Mstep: Class 3 contains 4548 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4288 members Mstep: Class 6 contains 1600 members Mstep: Class 7 contains 4395 members Mstep: Class 8 contains 1201 members Mstep: Class 9 contains 385 members Mstep: Class 10 contains 5783 members Mstep: Class 11 contains 15777 members Mstep: Class 12 contains 4636 members Mstep: Class 13 contains 925 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5644 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1625 members Mstep: Class 18 contains 1030 members Mstep: Class 19 contains 319 members Mstep: Class 20 contains 8035 members Mstep: Class 21 contains 103112 members Mstep: Class 22 contains 3133 members Mstep: Class 23 contains 2114 members Mstep: Class 24 contains 2578 members Mstep: Class 25 contains 1765 members Mstep: Class 26 contains 6971 members Mstep: Class 27 contains 57905 members Mstep: Class 28 contains 5205 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2601 members Mstep: Class 31 contains 3787 members Mstep: Class 32 contains 508 members Mstep: Class 33 contains 473 members Mstep: Class 34 contains 11684 members Entering Unmasked Estep ConsiderDeletion Score: -17801046.000000 Penalty: 19569.839844 Iteration 288Q: 35 clusters Score -1.780105e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27316 members Mstep: Class 2 contains 18517 members Mstep: Class 3 contains 4547 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4288 members Mstep: Class 6 contains 1600 members Mstep: Class 7 contains 4397 members Mstep: Class 8 contains 1201 members Mstep: Class 9 contains 385 members Mstep: Class 10 contains 5783 members Mstep: Class 11 contains 15777 members Mstep: Class 12 contains 4634 members Mstep: Class 13 contains 925 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5644 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1625 members Mstep: Class 18 contains 1030 members Mstep: Class 19 contains 319 members Mstep: Class 20 contains 8035 members Mstep: Class 21 contains 103112 members Mstep: Class 22 contains 3136 members Mstep: Class 23 contains 2114 members Mstep: Class 24 contains 2578 members Mstep: Class 25 contains 1766 members Mstep: Class 26 contains 6971 members Mstep: Class 27 contains 57903 members Mstep: Class 28 contains 5205 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2601 members Mstep: Class 31 contains 3787 members Mstep: Class 32 contains 508 members Mstep: Class 33 contains 473 members Mstep: Class 34 contains 11683 members Entering Unmasked Estep ConsiderDeletion Score: -17801058.000000 Penalty: 19569.839844 Iteration 289Q: 35 clusters Score -1.780106e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27316 members Mstep: Class 2 contains 18517 members Mstep: Class 3 contains 4546 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4288 members Mstep: Class 6 contains 1600 members Mstep: Class 7 contains 4398 members Mstep: Class 8 contains 1201 members Mstep: Class 9 contains 385 members Mstep: Class 10 contains 5783 members Mstep: Class 11 contains 15777 members Mstep: Class 12 contains 4630 members Mstep: Class 13 contains 925 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5644 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1625 members Mstep: Class 18 contains 1030 members Mstep: Class 19 contains 319 members Mstep: Class 20 contains 8035 members Mstep: Class 21 contains 103112 members Mstep: Class 22 contains 3138 members Mstep: Class 23 contains 2114 members Mstep: Class 24 contains 2578 members Mstep: Class 25 contains 1766 members Mstep: Class 26 contains 6972 members Mstep: Class 27 contains 57904 members Mstep: Class 28 contains 5205 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2601 members Mstep: Class 31 contains 3787 members Mstep: Class 32 contains 508 members Mstep: Class 33 contains 473 members Mstep: Class 34 contains 11683 members Entering Unmasked Estep ConsiderDeletion Score: -17801056.000000 Penalty: 19569.839844 Iteration 290Q: 35 clusters Score -1.780106e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27316 members Mstep: Class 2 contains 18517 members Mstep: Class 3 contains 4546 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4288 members Mstep: Class 6 contains 1600 members Mstep: Class 7 contains 4398 members Mstep: Class 8 contains 1201 members Mstep: Class 9 contains 385 members Mstep: Class 10 contains 5783 members Mstep: Class 11 contains 15777 members Mstep: Class 12 contains 4627 members Mstep: Class 13 contains 925 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5644 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1625 members Mstep: Class 18 contains 1030 members Mstep: Class 19 contains 319 members Mstep: Class 20 contains 8035 members Mstep: Class 21 contains 103112 members Mstep: Class 22 contains 3140 members Mstep: Class 23 contains 2114 members Mstep: Class 24 contains 2578 members Mstep: Class 25 contains 1765 members Mstep: Class 26 contains 6972 members Mstep: Class 27 contains 57906 members Mstep: Class 28 contains 5205 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2601 members Mstep: Class 31 contains 3787 members Mstep: Class 32 contains 508 members Mstep: Class 33 contains 473 members Mstep: Class 34 contains 11683 members Entering Unmasked Estep ConsiderDeletion Score: -17801056.000000 Penalty: 19569.839844 Iteration 291Q: 35 clusters Score -1.780106e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27316 members Mstep: Class 2 contains 18517 members Mstep: Class 3 contains 4546 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4288 members Mstep: Class 6 contains 1600 members Mstep: Class 7 contains 4398 members Mstep: Class 8 contains 1202 members Mstep: Class 9 contains 385 members Mstep: Class 10 contains 5780 members Mstep: Class 11 contains 15777 members Mstep: Class 12 contains 4624 members Mstep: Class 13 contains 925 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5644 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1625 members Mstep: Class 18 contains 1030 members Mstep: Class 19 contains 319 members Mstep: Class 20 contains 8035 members Mstep: Class 21 contains 103112 members Mstep: Class 22 contains 3142 members Mstep: Class 23 contains 2114 members Mstep: Class 24 contains 2578 members Mstep: Class 25 contains 1764 members Mstep: Class 26 contains 6972 members Mstep: Class 27 contains 57909 members Mstep: Class 28 contains 5205 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2601 members Mstep: Class 31 contains 3787 members Mstep: Class 32 contains 508 members Mstep: Class 33 contains 473 members Mstep: Class 34 contains 11684 members Entering Unmasked Estep ConsiderDeletion Score: -17801052.000000 Penalty: 19569.839844 Iteration 292Q: 35 clusters Score -1.780105e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27316 members Mstep: Class 2 contains 18517 members Mstep: Class 3 contains 4546 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4288 members Mstep: Class 6 contains 1600 members Mstep: Class 7 contains 4399 members Mstep: Class 8 contains 1202 members Mstep: Class 9 contains 385 members Mstep: Class 10 contains 5779 members Mstep: Class 11 contains 15777 members Mstep: Class 12 contains 4622 members Mstep: Class 13 contains 925 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5644 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1625 members Mstep: Class 18 contains 1030 members Mstep: Class 19 contains 319 members Mstep: Class 20 contains 8035 members Mstep: Class 21 contains 103112 members Mstep: Class 22 contains 3143 members Mstep: Class 23 contains 2114 members Mstep: Class 24 contains 2578 members Mstep: Class 25 contains 1764 members Mstep: Class 26 contains 6972 members Mstep: Class 27 contains 57910 members Mstep: Class 28 contains 5205 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2601 members Mstep: Class 31 contains 3787 members Mstep: Class 32 contains 508 members Mstep: Class 33 contains 473 members Mstep: Class 34 contains 11684 members Entering Unmasked Estep ConsiderDeletion Score: -17801058.000000 Penalty: 19569.839844 Iteration 293Q: 35 clusters Score -1.780106e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27316 members Mstep: Class 2 contains 18517 members Mstep: Class 3 contains 4545 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4288 members Mstep: Class 6 contains 1600 members Mstep: Class 7 contains 4401 members Mstep: Class 8 contains 1202 members Mstep: Class 9 contains 385 members Mstep: Class 10 contains 5779 members Mstep: Class 11 contains 15777 members Mstep: Class 12 contains 4618 members Mstep: Class 13 contains 925 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5644 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1625 members Mstep: Class 18 contains 1030 members Mstep: Class 19 contains 319 members Mstep: Class 20 contains 8035 members Mstep: Class 21 contains 103112 members Mstep: Class 22 contains 3146 members Mstep: Class 23 contains 2114 members Mstep: Class 24 contains 2578 members Mstep: Class 25 contains 1764 members Mstep: Class 26 contains 6972 members Mstep: Class 27 contains 57910 members Mstep: Class 28 contains 5205 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2601 members Mstep: Class 31 contains 3787 members Mstep: Class 32 contains 508 members Mstep: Class 33 contains 473 members Mstep: Class 34 contains 11684 members Entering Unmasked Estep ConsiderDeletion Score: -17801070.000000 Penalty: 19569.839844 Iteration 294Q: 35 clusters Score -1.780107e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27316 members Mstep: Class 2 contains 18517 members Mstep: Class 3 contains 4545 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4288 members Mstep: Class 6 contains 1600 members Mstep: Class 7 contains 4401 members Mstep: Class 8 contains 1201 members Mstep: Class 9 contains 385 members Mstep: Class 10 contains 5778 members Mstep: Class 11 contains 15777 members Mstep: Class 12 contains 4618 members Mstep: Class 13 contains 925 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5644 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1625 members Mstep: Class 18 contains 1030 members Mstep: Class 19 contains 319 members Mstep: Class 20 contains 8035 members Mstep: Class 21 contains 103112 members Mstep: Class 22 contains 3148 members Mstep: Class 23 contains 2114 members Mstep: Class 24 contains 2578 members Mstep: Class 25 contains 1764 members Mstep: Class 26 contains 6972 members Mstep: Class 27 contains 57910 members Mstep: Class 28 contains 5205 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2601 members Mstep: Class 31 contains 3787 members Mstep: Class 32 contains 508 members Mstep: Class 33 contains 473 members Mstep: Class 34 contains 11684 members Entering Unmasked Estep ConsiderDeletion Score: -17801070.000000 Penalty: 19569.839844 Iteration 295Q: 35 clusters Score -1.780107e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27316 members Mstep: Class 2 contains 18517 members Mstep: Class 3 contains 4545 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4288 members Mstep: Class 6 contains 1600 members Mstep: Class 7 contains 4401 members Mstep: Class 8 contains 1201 members Mstep: Class 9 contains 385 members Mstep: Class 10 contains 5777 members Mstep: Class 11 contains 15777 members Mstep: Class 12 contains 4614 members Mstep: Class 13 contains 925 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5644 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1625 members Mstep: Class 18 contains 1030 members Mstep: Class 19 contains 319 members Mstep: Class 20 contains 8035 members Mstep: Class 21 contains 103112 members Mstep: Class 22 contains 3153 members Mstep: Class 23 contains 2114 members Mstep: Class 24 contains 2578 members Mstep: Class 25 contains 1762 members Mstep: Class 26 contains 6972 members Mstep: Class 27 contains 57913 members Mstep: Class 28 contains 5205 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2601 members Mstep: Class 31 contains 3787 members Mstep: Class 32 contains 507 members Mstep: Class 33 contains 473 members Mstep: Class 34 contains 11684 members Entering Unmasked Estep ConsiderDeletion Score: -17801082.000000 Penalty: 19569.839844 Iteration 296Q: 35 clusters Score -1.780108e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27316 members Mstep: Class 2 contains 18517 members Mstep: Class 3 contains 4545 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4288 members Mstep: Class 6 contains 1600 members Mstep: Class 7 contains 4400 members Mstep: Class 8 contains 1201 members Mstep: Class 9 contains 385 members Mstep: Class 10 contains 5777 members Mstep: Class 11 contains 15777 members Mstep: Class 12 contains 4613 members Mstep: Class 13 contains 925 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5644 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1625 members Mstep: Class 18 contains 1030 members Mstep: Class 19 contains 319 members Mstep: Class 20 contains 8035 members Mstep: Class 21 contains 103112 members Mstep: Class 22 contains 3155 members Mstep: Class 23 contains 2114 members Mstep: Class 24 contains 2578 members Mstep: Class 25 contains 1762 members Mstep: Class 26 contains 6972 members Mstep: Class 27 contains 57913 members Mstep: Class 28 contains 5205 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2601 members Mstep: Class 31 contains 3787 members Mstep: Class 32 contains 507 members Mstep: Class 33 contains 473 members Mstep: Class 34 contains 11684 members Entering Unmasked Estep ConsiderDeletion Score: -17801082.000000 Penalty: 19569.839844 Iteration 297Q: 35 clusters Score -1.780108e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27316 members Mstep: Class 2 contains 18517 members Mstep: Class 3 contains 4545 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4288 members Mstep: Class 6 contains 1600 members Mstep: Class 7 contains 4400 members Mstep: Class 8 contains 1201 members Mstep: Class 9 contains 385 members Mstep: Class 10 contains 5777 members Mstep: Class 11 contains 15777 members Mstep: Class 12 contains 4613 members Mstep: Class 13 contains 925 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5644 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1625 members Mstep: Class 18 contains 1030 members Mstep: Class 19 contains 319 members Mstep: Class 20 contains 8035 members Mstep: Class 21 contains 103112 members Mstep: Class 22 contains 3156 members Mstep: Class 23 contains 2114 members Mstep: Class 24 contains 2578 members Mstep: Class 25 contains 1762 members Mstep: Class 26 contains 6972 members Mstep: Class 27 contains 57913 members Mstep: Class 28 contains 5205 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2601 members Mstep: Class 31 contains 3787 members Mstep: Class 32 contains 507 members Mstep: Class 33 contains 473 members Mstep: Class 34 contains 11683 members Entering Unmasked Estep ConsiderDeletion Score: -17801078.000000 Penalty: 19569.839844 Iteration 298Q: 35 clusters Score -1.780108e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27316 members Mstep: Class 2 contains 18517 members Mstep: Class 3 contains 4545 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4288 members Mstep: Class 6 contains 1600 members Mstep: Class 7 contains 4401 members Mstep: Class 8 contains 1201 members Mstep: Class 9 contains 385 members Mstep: Class 10 contains 5777 members Mstep: Class 11 contains 15777 members Mstep: Class 12 contains 4612 members Mstep: Class 13 contains 925 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5644 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1625 members Mstep: Class 18 contains 1030 members Mstep: Class 19 contains 319 members Mstep: Class 20 contains 8035 members Mstep: Class 21 contains 103112 members Mstep: Class 22 contains 3156 members Mstep: Class 23 contains 2114 members Mstep: Class 24 contains 2578 members Mstep: Class 25 contains 1762 members Mstep: Class 26 contains 6972 members Mstep: Class 27 contains 57913 members Mstep: Class 28 contains 5205 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2601 members Mstep: Class 31 contains 3787 members Mstep: Class 32 contains 507 members Mstep: Class 33 contains 473 members Mstep: Class 34 contains 11683 members Entering Unmasked Estep ConsiderDeletion Score: -17801082.000000 Penalty: 19569.839844 Iteration 299Q: 35 clusters Score -1.780108e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27316 members Mstep: Class 2 contains 18517 members Mstep: Class 3 contains 4545 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4288 members Mstep: Class 6 contains 1600 members Mstep: Class 7 contains 4401 members Mstep: Class 8 contains 1201 members Mstep: Class 9 contains 385 members Mstep: Class 10 contains 5776 members Mstep: Class 11 contains 15777 members Mstep: Class 12 contains 4610 members Mstep: Class 13 contains 925 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5644 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1625 members Mstep: Class 18 contains 1030 members Mstep: Class 19 contains 319 members Mstep: Class 20 contains 8035 members Mstep: Class 21 contains 103112 members Mstep: Class 22 contains 3159 members Mstep: Class 23 contains 2114 members Mstep: Class 24 contains 2578 members Mstep: Class 25 contains 1762 members Mstep: Class 26 contains 6972 members Mstep: Class 27 contains 57913 members Mstep: Class 28 contains 5205 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2601 members Mstep: Class 31 contains 3787 members Mstep: Class 32 contains 507 members Mstep: Class 33 contains 473 members Mstep: Class 34 contains 11683 members Entering Unmasked Estep ConsiderDeletion Score: -17801086.000000 Penalty: 19569.839844 Iteration 300F: 35 clusters Score -1.780109e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27316 members Mstep: Class 2 contains 18517 members Mstep: Class 3 contains 4545 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4288 members Mstep: Class 6 contains 1600 members Mstep: Class 7 contains 4401 members Mstep: Class 8 contains 1201 members Mstep: Class 9 contains 385 members Mstep: Class 10 contains 5776 members Mstep: Class 11 contains 15777 members Mstep: Class 12 contains 4610 members Mstep: Class 13 contains 925 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5644 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1625 members Mstep: Class 18 contains 1030 members Mstep: Class 19 contains 319 members Mstep: Class 20 contains 8035 members Mstep: Class 21 contains 103112 members Mstep: Class 22 contains 3160 members Mstep: Class 23 contains 2114 members Mstep: Class 24 contains 2578 members Mstep: Class 25 contains 1762 members Mstep: Class 26 contains 6972 members Mstep: Class 27 contains 57912 members Mstep: Class 28 contains 5205 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2601 members Mstep: Class 31 contains 3787 members Mstep: Class 32 contains 507 members Mstep: Class 33 contains 473 members Mstep: Class 34 contains 11683 members Entering Unmasked Estep ConsiderDeletion Score: -17801082.000000 Penalty: 19569.839844 Iteration 301Q: 35 clusters Score -1.780108e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27316 members Mstep: Class 2 contains 18517 members Mstep: Class 3 contains 4545 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4288 members Mstep: Class 6 contains 1600 members Mstep: Class 7 contains 4402 members Mstep: Class 8 contains 1201 members Mstep: Class 9 contains 385 members Mstep: Class 10 contains 5776 members Mstep: Class 11 contains 15777 members Mstep: Class 12 contains 4608 members Mstep: Class 13 contains 925 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5644 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1625 members Mstep: Class 18 contains 1030 members Mstep: Class 19 contains 319 members Mstep: Class 20 contains 8035 members Mstep: Class 21 contains 103112 members Mstep: Class 22 contains 3161 members Mstep: Class 23 contains 2114 members Mstep: Class 24 contains 2578 members Mstep: Class 25 contains 1762 members Mstep: Class 26 contains 6972 members Mstep: Class 27 contains 57911 members Mstep: Class 28 contains 5205 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2601 members Mstep: Class 31 contains 3787 members Mstep: Class 32 contains 507 members Mstep: Class 33 contains 473 members Mstep: Class 34 contains 11684 members Entering Unmasked Estep ConsiderDeletion Score: -17801086.000000 Penalty: 19569.839844 Iteration 302Q: 35 clusters Score -1.780109e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27316 members Mstep: Class 2 contains 18517 members Mstep: Class 3 contains 4545 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4288 members Mstep: Class 6 contains 1600 members Mstep: Class 7 contains 4402 members Mstep: Class 8 contains 1201 members Mstep: Class 9 contains 385 members Mstep: Class 10 contains 5776 members Mstep: Class 11 contains 15777 members Mstep: Class 12 contains 4604 members Mstep: Class 13 contains 925 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5644 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1625 members Mstep: Class 18 contains 1030 members Mstep: Class 19 contains 319 members Mstep: Class 20 contains 8035 members Mstep: Class 21 contains 103112 members Mstep: Class 22 contains 3164 members Mstep: Class 23 contains 2114 members Mstep: Class 24 contains 2578 members Mstep: Class 25 contains 1762 members Mstep: Class 26 contains 6972 members Mstep: Class 27 contains 57911 members Mstep: Class 28 contains 5205 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2601 members Mstep: Class 31 contains 3787 members Mstep: Class 32 contains 507 members Mstep: Class 33 contains 473 members Mstep: Class 34 contains 11685 members Entering Unmasked Estep ConsiderDeletion Score: -17801092.000000 Penalty: 19569.839844 Iteration 303Q: 35 clusters Score -1.780109e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27316 members Mstep: Class 2 contains 18517 members Mstep: Class 3 contains 4545 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4288 members Mstep: Class 6 contains 1600 members Mstep: Class 7 contains 4403 members Mstep: Class 8 contains 1201 members Mstep: Class 9 contains 385 members Mstep: Class 10 contains 5776 members Mstep: Class 11 contains 15777 members Mstep: Class 12 contains 4602 members Mstep: Class 13 contains 925 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5644 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1625 members Mstep: Class 18 contains 1030 members Mstep: Class 19 contains 319 members Mstep: Class 20 contains 8035 members Mstep: Class 21 contains 103112 members Mstep: Class 22 contains 3164 members Mstep: Class 23 contains 2114 members Mstep: Class 24 contains 2578 members Mstep: Class 25 contains 1762 members Mstep: Class 26 contains 6972 members Mstep: Class 27 contains 57911 members Mstep: Class 28 contains 5205 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2601 members Mstep: Class 31 contains 3787 members Mstep: Class 32 contains 507 members Mstep: Class 33 contains 473 members Mstep: Class 34 contains 11686 members Entering Unmasked Estep ConsiderDeletion Score: -17801088.000000 Penalty: 19569.839844 Iteration 304Q: 35 clusters Score -1.780109e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27316 members Mstep: Class 2 contains 18517 members Mstep: Class 3 contains 4545 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4288 members Mstep: Class 6 contains 1600 members Mstep: Class 7 contains 4403 members Mstep: Class 8 contains 1201 members Mstep: Class 9 contains 385 members Mstep: Class 10 contains 5776 members Mstep: Class 11 contains 15777 members Mstep: Class 12 contains 4600 members Mstep: Class 13 contains 925 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5644 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1625 members Mstep: Class 18 contains 1030 members Mstep: Class 19 contains 319 members Mstep: Class 20 contains 8035 members Mstep: Class 21 contains 103112 members Mstep: Class 22 contains 3168 members Mstep: Class 23 contains 2114 members Mstep: Class 24 contains 2578 members Mstep: Class 25 contains 1762 members Mstep: Class 26 contains 6972 members Mstep: Class 27 contains 57908 members Mstep: Class 28 contains 5205 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2601 members Mstep: Class 31 contains 3787 members Mstep: Class 32 contains 507 members Mstep: Class 33 contains 473 members Mstep: Class 34 contains 11687 members Entering Unmasked Estep ConsiderDeletion Score: -17801080.000000 Penalty: 19569.839844 Iteration 305Q: 35 clusters Score -1.780108e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27316 members Mstep: Class 2 contains 18517 members Mstep: Class 3 contains 4545 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4288 members Mstep: Class 6 contains 1600 members Mstep: Class 7 contains 4403 members Mstep: Class 8 contains 1201 members Mstep: Class 9 contains 385 members Mstep: Class 10 contains 5776 members Mstep: Class 11 contains 15777 members Mstep: Class 12 contains 4601 members Mstep: Class 13 contains 925 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5644 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1625 members Mstep: Class 18 contains 1030 members Mstep: Class 19 contains 319 members Mstep: Class 20 contains 8035 members Mstep: Class 21 contains 103112 members Mstep: Class 22 contains 3171 members Mstep: Class 23 contains 2114 members Mstep: Class 24 contains 2578 members Mstep: Class 25 contains 1762 members Mstep: Class 26 contains 6972 members Mstep: Class 27 contains 57903 members Mstep: Class 28 contains 5205 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2601 members Mstep: Class 31 contains 3787 members Mstep: Class 32 contains 507 members Mstep: Class 33 contains 473 members Mstep: Class 34 contains 11688 members Entering Unmasked Estep ConsiderDeletion Score: -17801080.000000 Penalty: 19569.839844 Iteration 306Q: 35 clusters Score -1.780108e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27316 members Mstep: Class 2 contains 18517 members Mstep: Class 3 contains 4545 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4288 members Mstep: Class 6 contains 1600 members Mstep: Class 7 contains 4400 members Mstep: Class 8 contains 1201 members Mstep: Class 9 contains 385 members Mstep: Class 10 contains 5775 members Mstep: Class 11 contains 15777 members Mstep: Class 12 contains 4600 members Mstep: Class 13 contains 925 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5644 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1626 members Mstep: Class 18 contains 1030 members Mstep: Class 19 contains 319 members Mstep: Class 20 contains 8035 members Mstep: Class 21 contains 103112 members Mstep: Class 22 contains 3177 members Mstep: Class 23 contains 2114 members Mstep: Class 24 contains 2578 members Mstep: Class 25 contains 1762 members Mstep: Class 26 contains 6972 members Mstep: Class 27 contains 57900 members Mstep: Class 28 contains 5205 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2601 members Mstep: Class 31 contains 3787 members Mstep: Class 32 contains 507 members Mstep: Class 33 contains 473 members Mstep: Class 34 contains 11689 members Entering Unmasked Estep ConsiderDeletion Score: -17801094.000000 Penalty: 19569.839844 Iteration 307Q: 35 clusters Score -1.780109e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27316 members Mstep: Class 2 contains 18517 members Mstep: Class 3 contains 4545 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4288 members Mstep: Class 6 contains 1600 members Mstep: Class 7 contains 4400 members Mstep: Class 8 contains 1201 members Mstep: Class 9 contains 385 members Mstep: Class 10 contains 5775 members Mstep: Class 11 contains 15777 members Mstep: Class 12 contains 4594 members Mstep: Class 13 contains 925 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5644 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1626 members Mstep: Class 18 contains 1030 members Mstep: Class 19 contains 319 members Mstep: Class 20 contains 8035 members Mstep: Class 21 contains 103112 members Mstep: Class 22 contains 3180 members Mstep: Class 23 contains 2114 members Mstep: Class 24 contains 2578 members Mstep: Class 25 contains 1762 members Mstep: Class 26 contains 6972 members Mstep: Class 27 contains 57902 members Mstep: Class 28 contains 5205 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2601 members Mstep: Class 31 contains 3787 members Mstep: Class 32 contains 507 members Mstep: Class 33 contains 473 members Mstep: Class 34 contains 11690 members Entering Unmasked Estep ConsiderDeletion Score: -17801098.000000 Penalty: 19569.839844 Iteration 308Q: 35 clusters Score -1.78011e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27316 members Mstep: Class 2 contains 18517 members Mstep: Class 3 contains 4545 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4288 members Mstep: Class 6 contains 1600 members Mstep: Class 7 contains 4401 members Mstep: Class 8 contains 1201 members Mstep: Class 9 contains 385 members Mstep: Class 10 contains 5775 members Mstep: Class 11 contains 15777 members Mstep: Class 12 contains 4590 members Mstep: Class 13 contains 925 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5644 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1626 members Mstep: Class 18 contains 1030 members Mstep: Class 19 contains 319 members Mstep: Class 20 contains 8035 members Mstep: Class 21 contains 103112 members Mstep: Class 22 contains 3184 members Mstep: Class 23 contains 2114 members Mstep: Class 24 contains 2578 members Mstep: Class 25 contains 1762 members Mstep: Class 26 contains 6972 members Mstep: Class 27 contains 57901 members Mstep: Class 28 contains 5205 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2601 members Mstep: Class 31 contains 3787 members Mstep: Class 32 contains 507 members Mstep: Class 33 contains 473 members Mstep: Class 34 contains 11690 members Entering Unmasked Estep ConsiderDeletion Score: -17801096.000000 Penalty: 19569.839844 Iteration 309Q: 35 clusters Score -1.78011e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27316 members Mstep: Class 2 contains 18517 members Mstep: Class 3 contains 4545 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4288 members Mstep: Class 6 contains 1600 members Mstep: Class 7 contains 4401 members Mstep: Class 8 contains 1201 members Mstep: Class 9 contains 385 members Mstep: Class 10 contains 5775 members Mstep: Class 11 contains 15777 members Mstep: Class 12 contains 4589 members Mstep: Class 13 contains 925 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5644 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1626 members Mstep: Class 18 contains 1030 members Mstep: Class 19 contains 319 members Mstep: Class 20 contains 8035 members Mstep: Class 21 contains 103112 members Mstep: Class 22 contains 3186 members Mstep: Class 23 contains 2114 members Mstep: Class 24 contains 2578 members Mstep: Class 25 contains 1762 members Mstep: Class 26 contains 6972 members Mstep: Class 27 contains 57900 members Mstep: Class 28 contains 5205 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2601 members Mstep: Class 31 contains 3787 members Mstep: Class 32 contains 507 members Mstep: Class 33 contains 473 members Mstep: Class 34 contains 11690 members Entering Unmasked Estep ConsiderDeletion Score: -17801100.000000 Penalty: 19569.839844 Iteration 310Q: 35 clusters Score -1.78011e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27316 members Mstep: Class 2 contains 18517 members Mstep: Class 3 contains 4545 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4288 members Mstep: Class 6 contains 1600 members Mstep: Class 7 contains 4401 members Mstep: Class 8 contains 1201 members Mstep: Class 9 contains 385 members Mstep: Class 10 contains 5775 members Mstep: Class 11 contains 15777 members Mstep: Class 12 contains 4588 members Mstep: Class 13 contains 925 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5644 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1626 members Mstep: Class 18 contains 1030 members Mstep: Class 19 contains 319 members Mstep: Class 20 contains 8035 members Mstep: Class 21 contains 103112 members Mstep: Class 22 contains 3187 members Mstep: Class 23 contains 2114 members Mstep: Class 24 contains 2578 members Mstep: Class 25 contains 1762 members Mstep: Class 26 contains 6972 members Mstep: Class 27 contains 57900 members Mstep: Class 28 contains 5205 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2601 members Mstep: Class 31 contains 3787 members Mstep: Class 32 contains 507 members Mstep: Class 33 contains 473 members Mstep: Class 34 contains 11690 members Entering Unmasked Estep ConsiderDeletion Score: -17801100.000000 Penalty: 19569.839844 Iteration 311Q: 35 clusters Score -1.78011e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27316 members Mstep: Class 2 contains 18517 members Mstep: Class 3 contains 4545 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4288 members Mstep: Class 6 contains 1600 members Mstep: Class 7 contains 4401 members Mstep: Class 8 contains 1201 members Mstep: Class 9 contains 385 members Mstep: Class 10 contains 5775 members Mstep: Class 11 contains 15777 members Mstep: Class 12 contains 4588 members Mstep: Class 13 contains 925 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5644 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1626 members Mstep: Class 18 contains 1030 members Mstep: Class 19 contains 319 members Mstep: Class 20 contains 8035 members Mstep: Class 21 contains 103112 members Mstep: Class 22 contains 3188 members Mstep: Class 23 contains 2114 members Mstep: Class 24 contains 2578 members Mstep: Class 25 contains 1761 members Mstep: Class 26 contains 6972 members Mstep: Class 27 contains 57900 members Mstep: Class 28 contains 5205 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2601 members Mstep: Class 31 contains 3787 members Mstep: Class 32 contains 507 members Mstep: Class 33 contains 473 members Mstep: Class 34 contains 11690 members Entering Unmasked Estep ConsiderDeletion Score: -17801098.000000 Penalty: 19569.839844 Iteration 312Q: 35 clusters Score -1.78011e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27316 members Mstep: Class 2 contains 18517 members Mstep: Class 3 contains 4545 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4288 members Mstep: Class 6 contains 1600 members Mstep: Class 7 contains 4401 members Mstep: Class 8 contains 1201 members Mstep: Class 9 contains 385 members Mstep: Class 10 contains 5775 members Mstep: Class 11 contains 15777 members Mstep: Class 12 contains 4588 members Mstep: Class 13 contains 925 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5644 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1626 members Mstep: Class 18 contains 1030 members Mstep: Class 19 contains 319 members Mstep: Class 20 contains 8035 members Mstep: Class 21 contains 103112 members Mstep: Class 22 contains 3189 members Mstep: Class 23 contains 2114 members Mstep: Class 24 contains 2578 members Mstep: Class 25 contains 1761 members Mstep: Class 26 contains 6972 members Mstep: Class 27 contains 57899 members Mstep: Class 28 contains 5205 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2601 members Mstep: Class 31 contains 3787 members Mstep: Class 32 contains 507 members Mstep: Class 33 contains 473 members Mstep: Class 34 contains 11690 members Entering Unmasked Estep ConsiderDeletion Score: -17801098.000000 Penalty: 19569.839844 Iteration 313Q: 35 clusters Score -1.78011e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27316 members Mstep: Class 2 contains 18517 members Mstep: Class 3 contains 4545 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4288 members Mstep: Class 6 contains 1600 members Mstep: Class 7 contains 4401 members Mstep: Class 8 contains 1201 members Mstep: Class 9 contains 385 members Mstep: Class 10 contains 5775 members Mstep: Class 11 contains 15777 members Mstep: Class 12 contains 4588 members Mstep: Class 13 contains 925 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5644 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1626 members Mstep: Class 18 contains 1030 members Mstep: Class 19 contains 319 members Mstep: Class 20 contains 8035 members Mstep: Class 21 contains 103112 members Mstep: Class 22 contains 3190 members Mstep: Class 23 contains 2114 members Mstep: Class 24 contains 2578 members Mstep: Class 25 contains 1761 members Mstep: Class 26 contains 6972 members Mstep: Class 27 contains 57899 members Mstep: Class 28 contains 5205 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2601 members Mstep: Class 31 contains 3787 members Mstep: Class 32 contains 507 members Mstep: Class 33 contains 473 members Mstep: Class 34 contains 11689 members Entering Unmasked Estep ConsiderDeletion Score: -17801094.000000 Penalty: 19569.839844 Iteration 314Q: 35 clusters Score -1.780109e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27316 members Mstep: Class 2 contains 18517 members Mstep: Class 3 contains 4545 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4288 members Mstep: Class 6 contains 1600 members Mstep: Class 7 contains 4402 members Mstep: Class 8 contains 1201 members Mstep: Class 9 contains 385 members Mstep: Class 10 contains 5775 members Mstep: Class 11 contains 15777 members Mstep: Class 12 contains 4588 members Mstep: Class 13 contains 925 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5644 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1626 members Mstep: Class 18 contains 1030 members Mstep: Class 19 contains 319 members Mstep: Class 20 contains 8035 members Mstep: Class 21 contains 103112 members Mstep: Class 22 contains 3190 members Mstep: Class 23 contains 2114 members Mstep: Class 24 contains 2578 members Mstep: Class 25 contains 1761 members Mstep: Class 26 contains 6972 members Mstep: Class 27 contains 57899 members Mstep: Class 28 contains 5205 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2601 members Mstep: Class 31 contains 3787 members Mstep: Class 32 contains 507 members Mstep: Class 33 contains 473 members Mstep: Class 34 contains 11688 members Entering Unmasked Estep ConsiderDeletion Score: -17801094.000000 Penalty: 19569.839844 Iteration 315Q: 35 clusters Score -1.780109e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27316 members Mstep: Class 2 contains 18517 members Mstep: Class 3 contains 4545 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4288 members Mstep: Class 6 contains 1600 members Mstep: Class 7 contains 4402 members Mstep: Class 8 contains 1201 members Mstep: Class 9 contains 385 members Mstep: Class 10 contains 5775 members Mstep: Class 11 contains 15777 members Mstep: Class 12 contains 4588 members Mstep: Class 13 contains 925 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5644 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1626 members Mstep: Class 18 contains 1030 members Mstep: Class 19 contains 319 members Mstep: Class 20 contains 8035 members Mstep: Class 21 contains 103112 members Mstep: Class 22 contains 3190 members Mstep: Class 23 contains 2114 members Mstep: Class 24 contains 2578 members Mstep: Class 25 contains 1761 members Mstep: Class 26 contains 6972 members Mstep: Class 27 contains 57899 members Mstep: Class 28 contains 5205 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2601 members Mstep: Class 31 contains 3787 members Mstep: Class 32 contains 507 members Mstep: Class 33 contains 473 members Mstep: Class 34 contains 11688 members Entering Unmasked Estep ConsiderDeletion Score: -17801094.000000 Penalty: 19569.839844 Iteration 316F: 35 clusters Score -1.780109e+07 nChanged 0 Entering ConstructFrom: Score: -17801094.000000 Penalty: 19569.839844 Entering ConstructFrom: Trying to split cluster 1 (27316 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27316 members Entering Unmasked Estep Score: -1622115.500000 Penalty: 464.792877 Iteration 0F: 2 clusters Score -1622116 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13584 members Mstep: Class 2 contains 13732 members Entering Unmasked Estep Score: -1603850.375000 Penalty: 929.585754 Iteration 0F: 3 clusters Score -1603850 nChanged 13101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12053 members Mstep: Class 2 contains 15263 members Entering Unmasked Estep Score: -1611559.250000 Penalty: 929.585754 Iteration 1F: 3 clusters Score -1611559 nChanged 1391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11038 members Mstep: Class 2 contains 16278 members Entering Unmasked Estep Score: -1612181.875000 Penalty: 929.585754 Iteration 2F: 3 clusters Score -1612182 nChanged 1780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9584 members Mstep: Class 2 contains 17732 members Entering Unmasked Estep Score: -1613242.500000 Penalty: 929.585754 Iteration 3F: 3 clusters Score -1613242 nChanged 2087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7849 members Mstep: Class 2 contains 19467 members Entering Unmasked Estep Score: -1614773.375000 Penalty: 929.585754 Iteration 4F: 3 clusters Score -1614773 nChanged 2135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5992 members Mstep: Class 2 contains 21324 members Entering Unmasked Estep Score: -1616604.625000 Penalty: 929.585754 Iteration 5F: 3 clusters Score -1616605 nChanged 1842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4382 members Mstep: Class 2 contains 22934 members Entering Unmasked Estep Score: -1618260.750000 Penalty: 929.585754 Iteration 6F: 3 clusters Score -1618261 nChanged 1373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3189 members Mstep: Class 2 contains 24127 members Entering Unmasked Estep Score: -1619486.125000 Penalty: 929.585754 Iteration 7F: 3 clusters Score -1619486 nChanged 858 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2443 members Mstep: Class 2 contains 24873 members Entering Unmasked Estep Score: -1620406.500000 Penalty: 929.585754 Iteration 8Q: 3 clusters Score -1620406 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2029 members Mstep: Class 2 contains 25287 members Entering Unmasked Estep Score: -1621127.125000 Penalty: 929.585754 Iteration 9Q: 3 clusters Score -1621127 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 25461 members Entering Unmasked Estep Score: -1621478.625000 Penalty: 929.585754 Iteration 10Q: 3 clusters Score -1621479 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 25569 members Entering Unmasked Estep Score: -1621622.000000 Penalty: 929.585754 Iteration 11Q: 3 clusters Score -1621622 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 25654 members Entering Unmasked Estep Score: -1621699.500000 Penalty: 929.585754 Iteration 12Q: 3 clusters Score -1621700 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 25729 members Entering Unmasked Estep Score: -1621762.500000 Penalty: 929.585754 Iteration 13Q: 3 clusters Score -1621762 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 25791 members Entering Unmasked Estep Score: -1621812.375000 Penalty: 929.585754 Iteration 14Q: 3 clusters Score -1621812 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 25849 members Entering Unmasked Estep Score: -1621853.875000 Penalty: 929.585754 Iteration 15Q: 3 clusters Score -1621854 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 25895 members Entering Unmasked Estep Score: -1621873.750000 Penalty: 929.585754 Iteration 16Q: 3 clusters Score -1621874 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 25923 members Entering Unmasked Estep Score: -1621891.000000 Penalty: 929.585754 Iteration 17Q: 3 clusters Score -1621891 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 25950 members Entering Unmasked Estep Score: -1621897.750000 Penalty: 929.585754 Iteration 18Q: 3 clusters Score -1621898 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 25972 members Entering Unmasked Estep Score: -1621906.500000 Penalty: 929.585754 Iteration 19Q: 3 clusters Score -1621906 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 25996 members Entering Unmasked Estep Score: -1621907.500000 Penalty: 929.585754 Iteration 20F: 3 clusters Score -1621908 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 26013 members Entering Unmasked Estep Score: -1621911.750000 Penalty: 929.585754 Iteration 21Q: 3 clusters Score -1621912 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 26028 members Entering Unmasked Estep Score: -1621912.375000 Penalty: 929.585754 Iteration 22Q: 3 clusters Score -1621912 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 26042 members Entering Unmasked Estep Score: -1621917.500000 Penalty: 929.585754 Iteration 23Q: 3 clusters Score -1621918 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 26061 members Entering Unmasked Estep Score: -1621926.000000 Penalty: 929.585754 Iteration 24Q: 3 clusters Score -1621926 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 26071 members Entering Unmasked Estep Score: -1621928.750000 Penalty: 929.585754 Iteration 25Q: 3 clusters Score -1621929 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 26077 members Entering Unmasked Estep Score: -1621929.500000 Penalty: 929.585754 Iteration 26Q: 3 clusters Score -1621930 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 26081 members Entering Unmasked Estep Score: -1621926.000000 Penalty: 929.585754 Iteration 27Q: 3 clusters Score -1621926 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 26088 members Entering Unmasked Estep Score: -1621927.750000 Penalty: 929.585754 Iteration 28Q: 3 clusters Score -1621928 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 26095 members Entering Unmasked Estep Score: -1621929.125000 Penalty: 929.585754 Iteration 29Q: 3 clusters Score -1621929 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 26106 members Entering Unmasked Estep Score: -1621929.375000 Penalty: 929.585754 Iteration 30Q: 3 clusters Score -1621929 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 26115 members Entering Unmasked Estep Score: -1621926.750000 Penalty: 929.585754 Iteration 31Q: 3 clusters Score -1621927 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 26122 members Entering Unmasked Estep Score: -1621931.125000 Penalty: 929.585754 Iteration 32Q: 3 clusters Score -1621931 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 26129 members Entering Unmasked Estep Score: -1621933.375000 Penalty: 929.585754 Iteration 33Q: 3 clusters Score -1621933 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 26134 members Entering Unmasked Estep Score: -1621935.375000 Penalty: 929.585754 Iteration 34Q: 3 clusters Score -1621935 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 26135 members Entering Unmasked Estep Score: -1621935.500000 Penalty: 929.585754 Iteration 35Q: 3 clusters Score -1621936 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 26135 members Entering Unmasked Estep Score: -1621935.500000 Penalty: 929.585754 Iteration 36F: 3 clusters Score -1621936 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (18517 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18517 members Entering Unmasked Estep Score: -1119350.875000 Penalty: 447.103241 Iteration 0F: 2 clusters Score -1119351 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9273 members Mstep: Class 2 contains 9244 members Entering Unmasked Estep Score: -1107016.500000 Penalty: 894.206482 Iteration 0F: 3 clusters Score -1107016 nChanged 8843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9306 members Mstep: Class 2 contains 9211 members Entering Unmasked Estep Score: -1112185.500000 Penalty: 894.206482 Iteration 1F: 3 clusters Score -1112186 nChanged 775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9297 members Mstep: Class 2 contains 9220 members Entering Unmasked Estep Score: -1112425.250000 Penalty: 894.206482 Iteration 2Q: 3 clusters Score -1112425 nChanged 745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9316 members Mstep: Class 2 contains 9201 members Entering Unmasked Estep Score: -1112623.750000 Penalty: 894.206482 Iteration 3Q: 3 clusters Score -1112624 nChanged 668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9362 members Mstep: Class 2 contains 9155 members Entering Unmasked Estep Score: -1112794.500000 Penalty: 894.206482 Iteration 4Q: 3 clusters Score -1112794 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9451 members Mstep: Class 2 contains 9066 members Entering Unmasked Estep Score: -1112991.500000 Penalty: 894.206482 Iteration 5Q: 3 clusters Score -1112992 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9598 members Mstep: Class 2 contains 8919 members Entering Unmasked Estep Score: -1113243.375000 Penalty: 894.206482 Iteration 6Q: 3 clusters Score -1113243 nChanged 746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9802 members Mstep: Class 2 contains 8715 members Entering Unmasked Estep Score: -1113559.375000 Penalty: 894.206482 Iteration 7Q: 3 clusters Score -1113559 nChanged 857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10075 members Mstep: Class 2 contains 8442 members Entering Unmasked Estep Score: -1114015.750000 Penalty: 894.206482 Iteration 8Q: 3 clusters Score -1114016 nChanged 947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10378 members Mstep: Class 2 contains 8139 members Entering Unmasked Estep Score: -1114620.000000 Penalty: 894.206482 Iteration 9F: 3 clusters Score -1114620 nChanged 957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10673 members Mstep: Class 2 contains 7844 members Entering Unmasked Estep Score: -1115211.375000 Penalty: 894.206482 Iteration 10F: 3 clusters Score -1115211 nChanged 835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10956 members Mstep: Class 2 contains 7561 members Entering Unmasked Estep Score: -1115696.875000 Penalty: 894.206482 Iteration 11Q: 3 clusters Score -1115697 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11238 members Mstep: Class 2 contains 7279 members Entering Unmasked Estep Score: -1115971.625000 Penalty: 894.206482 Iteration 12Q: 3 clusters Score -1115972 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11504 members Mstep: Class 2 contains 7013 members Entering Unmasked Estep Score: -1116099.250000 Penalty: 894.206482 Iteration 13Q: 3 clusters Score -1116099 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11771 members Mstep: Class 2 contains 6746 members Entering Unmasked Estep Score: -1116202.750000 Penalty: 894.206482 Iteration 14Q: 3 clusters Score -1116203 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12081 members Mstep: Class 2 contains 6436 members Entering Unmasked Estep Score: -1116306.250000 Penalty: 894.206482 Iteration 15Q: 3 clusters Score -1116306 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12357 members Mstep: Class 2 contains 6160 members Entering Unmasked Estep Score: -1116415.875000 Penalty: 894.206482 Iteration 16Q: 3 clusters Score -1116416 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12633 members Mstep: Class 2 contains 5884 members Entering Unmasked Estep Score: -1116517.500000 Penalty: 894.206482 Iteration 17Q: 3 clusters Score -1116518 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12916 members Mstep: Class 2 contains 5601 members Entering Unmasked Estep Score: -1116641.750000 Penalty: 894.206482 Iteration 18Q: 3 clusters Score -1116642 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13201 members Mstep: Class 2 contains 5316 members Entering Unmasked Estep Score: -1116766.375000 Penalty: 894.206482 Iteration 19Q: 3 clusters Score -1116766 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13487 members Mstep: Class 2 contains 5030 members Entering Unmasked Estep Score: -1116897.000000 Penalty: 894.206482 Iteration 20F: 3 clusters Score -1116897 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13761 members Mstep: Class 2 contains 4756 members Entering Unmasked Estep Score: -1117032.000000 Penalty: 894.206482 Iteration 21Q: 3 clusters Score -1117032 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14016 members Mstep: Class 2 contains 4501 members Entering Unmasked Estep Score: -1117152.625000 Penalty: 894.206482 Iteration 22Q: 3 clusters Score -1117153 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14254 members Mstep: Class 2 contains 4263 members Entering Unmasked Estep Score: -1117269.875000 Penalty: 894.206482 Iteration 23Q: 3 clusters Score -1117270 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14496 members Mstep: Class 2 contains 4021 members Entering Unmasked Estep Score: -1117397.875000 Penalty: 894.206482 Iteration 24Q: 3 clusters Score -1117398 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14728 members Mstep: Class 2 contains 3789 members Entering Unmasked Estep Score: -1117535.625000 Penalty: 894.206482 Iteration 25Q: 3 clusters Score -1117536 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14939 members Mstep: Class 2 contains 3578 members Entering Unmasked Estep Score: -1117668.125000 Penalty: 894.206482 Iteration 26Q: 3 clusters Score -1117668 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15131 members Mstep: Class 2 contains 3386 members Entering Unmasked Estep Score: -1117788.875000 Penalty: 894.206482 Iteration 27Q: 3 clusters Score -1117789 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15313 members Mstep: Class 2 contains 3204 members Entering Unmasked Estep Score: -1117895.250000 Penalty: 894.206482 Iteration 28Q: 3 clusters Score -1117895 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15493 members Mstep: Class 2 contains 3024 members Entering Unmasked Estep Score: -1118017.250000 Penalty: 894.206482 Iteration 29Q: 3 clusters Score -1118017 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15637 members Mstep: Class 2 contains 2880 members Entering Unmasked Estep Score: -1118113.625000 Penalty: 894.206482 Iteration 30Q: 3 clusters Score -1118114 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15774 members Mstep: Class 2 contains 2743 members Entering Unmasked Estep Score: -1118193.125000 Penalty: 894.206482 Iteration 31Q: 3 clusters Score -1118193 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15899 members Mstep: Class 2 contains 2618 members Entering Unmasked Estep Score: -1118261.250000 Penalty: 894.206482 Iteration 32Q: 3 clusters Score -1118261 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16028 members Mstep: Class 2 contains 2489 members Entering Unmasked Estep Score: -1118339.375000 Penalty: 894.206482 Iteration 33Q: 3 clusters Score -1118339 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16136 members Mstep: Class 2 contains 2381 members Entering Unmasked Estep Score: -1118402.500000 Penalty: 894.206482 Iteration 34Q: 3 clusters Score -1118402 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16239 members Mstep: Class 2 contains 2278 members Entering Unmasked Estep Score: -1118456.750000 Penalty: 894.206482 Iteration 35Q: 3 clusters Score -1118457 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16334 members Mstep: Class 2 contains 2183 members Entering Unmasked Estep Score: -1118493.625000 Penalty: 894.206482 Iteration 36Q: 3 clusters Score -1118494 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16421 members Mstep: Class 2 contains 2096 members Entering Unmasked Estep Score: -1118536.250000 Penalty: 894.206482 Iteration 37Q: 3 clusters Score -1118536 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16510 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -1118585.750000 Penalty: 894.206482 Iteration 38Q: 3 clusters Score -1118586 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16589 members Mstep: Class 2 contains 1928 members Entering Unmasked Estep Score: -1118626.125000 Penalty: 894.206482 Iteration 39Q: 3 clusters Score -1118626 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16662 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -1118656.000000 Penalty: 894.206482 Iteration 40F: 3 clusters Score -1118656 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16730 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -1118678.875000 Penalty: 894.206482 Iteration 41Q: 3 clusters Score -1118679 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16788 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -1118696.750000 Penalty: 894.206482 Iteration 42Q: 3 clusters Score -1118697 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16849 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -1118718.250000 Penalty: 894.206482 Iteration 43Q: 3 clusters Score -1118718 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16908 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -1118735.000000 Penalty: 894.206482 Iteration 44Q: 3 clusters Score -1118735 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16956 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -1118748.750000 Penalty: 894.206482 Iteration 45Q: 3 clusters Score -1118749 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16998 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -1118762.000000 Penalty: 894.206482 Iteration 46Q: 3 clusters Score -1118762 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17043 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -1118778.500000 Penalty: 894.206482 Iteration 47Q: 3 clusters Score -1118778 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17080 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -1118786.000000 Penalty: 894.206482 Iteration 48Q: 3 clusters Score -1118786 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17113 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -1118797.625000 Penalty: 894.206482 Iteration 49Q: 3 clusters Score -1118798 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17149 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -1118806.750000 Penalty: 894.206482 Iteration 50Q: 3 clusters Score -1118807 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17184 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -1118814.000000 Penalty: 894.206482 Iteration 51Q: 3 clusters Score -1118814 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17221 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -1118824.625000 Penalty: 894.206482 Iteration 52Q: 3 clusters Score -1118825 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17254 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -1118832.875000 Penalty: 894.206482 Iteration 53Q: 3 clusters Score -1118833 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17281 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -1118836.500000 Penalty: 894.206482 Iteration 54Q: 3 clusters Score -1118836 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17303 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -1118842.500000 Penalty: 894.206482 Iteration 55Q: 3 clusters Score -1118842 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17326 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -1118848.000000 Penalty: 894.206482 Iteration 56Q: 3 clusters Score -1118848 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17348 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -1118850.500000 Penalty: 894.206482 Iteration 57Q: 3 clusters Score -1118850 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17371 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -1118859.500000 Penalty: 894.206482 Iteration 58Q: 3 clusters Score -1118860 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17401 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -1118872.625000 Penalty: 894.206482 Iteration 59Q: 3 clusters Score -1118873 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17427 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -1118883.250000 Penalty: 894.206482 Iteration 60F: 3 clusters Score -1118883 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17449 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -1118887.125000 Penalty: 894.206482 Iteration 61Q: 3 clusters Score -1118887 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17473 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -1118891.875000 Penalty: 894.206482 Iteration 62Q: 3 clusters Score -1118892 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17497 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -1118900.750000 Penalty: 894.206482 Iteration 63Q: 3 clusters Score -1118901 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17518 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -1118905.875000 Penalty: 894.206482 Iteration 64Q: 3 clusters Score -1118906 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17540 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -1118911.125000 Penalty: 894.206482 Iteration 65Q: 3 clusters Score -1118911 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17557 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -1118912.375000 Penalty: 894.206482 Iteration 66Q: 3 clusters Score -1118912 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17575 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -1118918.000000 Penalty: 894.206482 Iteration 67Q: 3 clusters Score -1118918 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17591 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -1118924.250000 Penalty: 894.206482 Iteration 68Q: 3 clusters Score -1118924 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17618 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -1118927.875000 Penalty: 894.206482 Iteration 69Q: 3 clusters Score -1118928 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17639 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -1118931.625000 Penalty: 894.206482 Iteration 70Q: 3 clusters Score -1118932 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17654 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -1118935.000000 Penalty: 894.206482 Iteration 71Q: 3 clusters Score -1118935 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17668 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -1118938.875000 Penalty: 894.206482 Iteration 72Q: 3 clusters Score -1118939 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17684 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -1118944.125000 Penalty: 894.206482 Iteration 73Q: 3 clusters Score -1118944 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17695 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -1118948.750000 Penalty: 894.206482 Iteration 74Q: 3 clusters Score -1118949 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17715 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -1118951.625000 Penalty: 894.206482 Iteration 75Q: 3 clusters Score -1118952 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17732 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -1118957.125000 Penalty: 894.206482 Iteration 76Q: 3 clusters Score -1118957 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17744 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -1118958.750000 Penalty: 894.206482 Iteration 77Q: 3 clusters Score -1118959 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17753 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -1118959.250000 Penalty: 894.206482 Iteration 78Q: 3 clusters Score -1118959 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17760 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -1118960.875000 Penalty: 894.206482 Iteration 79Q: 3 clusters Score -1118961 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17766 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -1118960.625000 Penalty: 894.206482 Iteration 80F: 3 clusters Score -1118961 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17775 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -1118961.000000 Penalty: 894.206482 Iteration 81Q: 3 clusters Score -1118961 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17785 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -1118961.625000 Penalty: 894.206482 Iteration 82Q: 3 clusters Score -1118962 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17789 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -1118963.500000 Penalty: 894.206482 Iteration 83Q: 3 clusters Score -1118964 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17793 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -1118965.500000 Penalty: 894.206482 Iteration 84Q: 3 clusters Score -1118966 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17798 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -1118967.000000 Penalty: 894.206482 Iteration 85Q: 3 clusters Score -1118967 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17799 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -1118966.250000 Penalty: 894.206482 Iteration 86Q: 3 clusters Score -1118966 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17800 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -1118967.000000 Penalty: 894.206482 Iteration 87Q: 3 clusters Score -1118967 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17804 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -1118969.625000 Penalty: 894.206482 Iteration 88Q: 3 clusters Score -1118970 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17810 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -1118968.000000 Penalty: 894.206482 Iteration 89Q: 3 clusters Score -1118968 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17816 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -1118968.250000 Penalty: 894.206482 Iteration 90Q: 3 clusters Score -1118968 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17822 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -1118970.375000 Penalty: 894.206482 Iteration 91Q: 3 clusters Score -1118970 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17827 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -1118971.375000 Penalty: 894.206482 Iteration 92Q: 3 clusters Score -1118971 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17832 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -1118971.750000 Penalty: 894.206482 Iteration 93Q: 3 clusters Score -1118972 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17838 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -1118973.625000 Penalty: 894.206482 Iteration 94Q: 3 clusters Score -1118974 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17843 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -1118975.125000 Penalty: 894.206482 Iteration 95Q: 3 clusters Score -1118975 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17848 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -1118976.250000 Penalty: 894.206482 Iteration 96Q: 3 clusters Score -1118976 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17854 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -1118977.875000 Penalty: 894.206482 Iteration 97Q: 3 clusters Score -1118978 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17859 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -1118977.375000 Penalty: 894.206482 Iteration 98Q: 3 clusters Score -1118977 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17864 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -1118980.375000 Penalty: 894.206482 Iteration 99Q: 3 clusters Score -1118980 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17872 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -1118980.125000 Penalty: 894.206482 Iteration 100F: 3 clusters Score -1118980 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17881 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -1118982.125000 Penalty: 894.206482 Iteration 101Q: 3 clusters Score -1118982 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17886 members Mstep: Class 2 contains 631 members Entering Unmasked 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Unmasked Estep Score: -1118987.375000 Penalty: 894.206482 Iteration 106Q: 3 clusters Score -1118987 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17902 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -1118987.625000 Penalty: 894.206482 Iteration 107Q: 3 clusters Score -1118988 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17904 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -1118987.000000 Penalty: 894.206482 Iteration 108Q: 3 clusters Score -1118987 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17908 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -1118987.750000 Penalty: 894.206482 Iteration 109Q: 3 clusters Score -1118988 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17911 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -1118989.000000 Penalty: 894.206482 Iteration 110Q: 3 clusters Score -1118989 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17911 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -1118989.000000 Penalty: 894.206482 Iteration 111F: 3 clusters Score -1118989 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (4545 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4545 members Entering Unmasked Estep Score: -213213.359375 Penalty: 383.191162 Iteration 0F: 2 clusters Score -213213.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2253 members Mstep: Class 2 contains 2292 members Entering Unmasked Estep Score: -210207.656250 Penalty: 766.382324 Iteration 0F: 3 clusters Score -210207.7 nChanged 2014 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2377 members Mstep: Class 2 contains 2168 members Entering Unmasked Estep Score: -211639.531250 Penalty: 766.382324 Iteration 1F: 3 clusters Score -211639.5 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2546 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -211952.812500 Penalty: 766.382324 Iteration 2F: 3 clusters Score -211952.8 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2734 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -212175.734375 Penalty: 766.382324 Iteration 3F: 3 clusters Score -212175.7 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2885 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -212325.953125 Penalty: 766.382324 Iteration 4F: 3 clusters Score -212326 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3031 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -212433.953125 Penalty: 766.382324 Iteration 5Q: 3 clusters Score -212434 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3166 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -212515.031250 Penalty: 766.382324 Iteration 6Q: 3 clusters Score -212515 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3289 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -212582.046875 Penalty: 766.382324 Iteration 7Q: 3 clusters Score -212582 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3392 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -212638.890625 Penalty: 766.382324 Iteration 8Q: 3 clusters Score -212638.9 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3491 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -212688.140625 Penalty: 766.382324 Iteration 9Q: 3 clusters Score -212688.1 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3584 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -212726.390625 Penalty: 766.382324 Iteration 10Q: 3 clusters Score -212726.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3654 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -212753.421875 Penalty: 766.382324 Iteration 11Q: 3 clusters Score -212753.4 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3722 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -212782.437500 Penalty: 766.382324 Iteration 12Q: 3 clusters Score -212782.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3784 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -212806.640625 Penalty: 766.382324 Iteration 13Q: 3 clusters Score -212806.6 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3843 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -212828.062500 Penalty: 766.382324 Iteration 14Q: 3 clusters Score -212828.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3888 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -212844.515625 Penalty: 766.382324 Iteration 15Q: 3 clusters Score -212844.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3924 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -212854.281250 Penalty: 766.382324 Iteration 16Q: 3 clusters Score -212854.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3951 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -212864.078125 Penalty: 766.382324 Iteration 17Q: 3 clusters Score -212864.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3987 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -212884.109375 Penalty: 766.382324 Iteration 18Q: 3 clusters Score -212884.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4040 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -212920.968750 Penalty: 766.382324 Iteration 19Q: 3 clusters Score -212921 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4112 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -212975.296875 Penalty: 766.382324 Iteration 20F: 3 clusters Score -212975.3 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4181 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -213030.359375 Penalty: 766.382324 Iteration 21Q: 3 clusters Score -213030.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4239 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -213071.968750 Penalty: 766.382324 Iteration 22Q: 3 clusters Score -213072 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4294 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -213111.843750 Penalty: 766.382324 Iteration 23Q: 3 clusters Score -213111.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4338 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -213146.375000 Penalty: 766.382324 Iteration 24Q: 3 clusters Score -213146.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4362 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -213158.625000 Penalty: 766.382324 Iteration 25Q: 3 clusters Score -213158.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4370 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -213163.109375 Penalty: 766.382324 Iteration 26Q: 3 clusters Score -213163.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4374 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -213163.593750 Penalty: 766.382324 Iteration 27Q: 3 clusters Score -213163.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4374 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -213163.593750 Penalty: 766.382324 Iteration 28F: 3 clusters Score -213163.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2462 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2462 members Entering Unmasked Estep Score: -141411.437500 Penalty: 355.297180 Iteration 0F: 2 clusters Score -141411.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -139693.328125 Penalty: 710.594360 Iteration 0F: 3 clusters Score -139693.3 nChanged 1048 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -140266.531250 Penalty: 710.594360 Iteration 1F: 3 clusters Score -140266.5 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -140352.296875 Penalty: 710.594360 Iteration 2F: 3 clusters Score -140352.3 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -140438.015625 Penalty: 710.594360 Iteration 3F: 3 clusters Score -140438 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -140518.203125 Penalty: 710.594360 Iteration 4F: 3 clusters Score -140518.2 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -140601.937500 Penalty: 710.594360 Iteration 5Q: 3 clusters Score -140601.9 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -140692.265625 Penalty: 710.594360 Iteration 6Q: 3 clusters Score -140692.3 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1984 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -140783.140625 Penalty: 710.594360 Iteration 7Q: 3 clusters Score -140783.1 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2063 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -140850.500000 Penalty: 710.594360 Iteration 8Q: 3 clusters Score -140850.5 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2132 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -140923.328125 Penalty: 710.594360 Iteration 9Q: 3 clusters Score -140923.3 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -140982.484375 Penalty: 710.594360 Iteration 10Q: 3 clusters Score -140982.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -141014.968750 Penalty: 710.594360 Iteration 11Q: 3 clusters Score -141015 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2248 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -141039.593750 Penalty: 710.594360 Iteration 12Q: 3 clusters Score -141039.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -141047.390625 Penalty: 710.594360 Iteration 13Q: 3 clusters Score -141047.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -141054.875000 Penalty: 710.594360 Iteration 14Q: 3 clusters Score -141054.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2281 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -141067.187500 Penalty: 710.594360 Iteration 15Q: 3 clusters Score -141067.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2294 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -141085.000000 Penalty: 710.594360 Iteration 16Q: 3 clusters Score -141085 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2300 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -141091.765625 Penalty: 710.594360 Iteration 17Q: 3 clusters Score -141091.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2310 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -141098.328125 Penalty: 710.594360 Iteration 18Q: 3 clusters Score -141098.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2321 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -141104.828125 Penalty: 710.594360 Iteration 19Q: 3 clusters Score -141104.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2326 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -141107.343750 Penalty: 710.594360 Iteration 20F: 3 clusters Score -141107.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2330 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -141109.343750 Penalty: 710.594360 Iteration 21Q: 3 clusters Score -141109.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2332 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -141109.968750 Penalty: 710.594360 Iteration 22Q: 3 clusters Score -141110 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -141110.187500 Penalty: 710.594360 Iteration 23Q: 3 clusters Score -141110.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -141110.187500 Penalty: 710.594360 Iteration 24F: 3 clusters Score -141110.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (4288 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4288 members Entering Unmasked Estep Score: -237768.140625 Penalty: 380.542694 Iteration 0F: 2 clusters Score -237768.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 2150 members Entering Unmasked Estep Score: -234920.843750 Penalty: 761.085388 Iteration 0F: 3 clusters Score -234920.8 nChanged 1856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2204 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -236007.109375 Penalty: 761.085388 Iteration 1F: 3 clusters Score -236007.1 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -236249.109375 Penalty: 761.085388 Iteration 2F: 3 clusters Score -236249.1 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2290 members Mstep: Class 2 contains 1998 members Entering Unmasked Estep Score: -236509.437500 Penalty: 761.085388 Iteration 3F: 3 clusters Score -236509.4 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2350 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -236707.109375 Penalty: 761.085388 Iteration 4F: 3 clusters Score -236707.1 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2419 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -236841.875000 Penalty: 761.085388 Iteration 5F: 3 clusters Score -236841.9 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2475 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -236925.171875 Penalty: 761.085388 Iteration 6Q: 3 clusters Score -236925.2 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2523 members Mstep: Class 2 contains 1765 members Entering Unmasked Estep Score: -236986.203125 Penalty: 761.085388 Iteration 7Q: 3 clusters Score -236986.2 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2575 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -237030.906250 Penalty: 761.085388 Iteration 8Q: 3 clusters Score -237030.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2627 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -237064.140625 Penalty: 761.085388 Iteration 9Q: 3 clusters Score -237064.1 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2684 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -237091.937500 Penalty: 761.085388 Iteration 10Q: 3 clusters Score -237091.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2739 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -237112.484375 Penalty: 761.085388 Iteration 11Q: 3 clusters Score -237112.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2786 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -237127.125000 Penalty: 761.085388 Iteration 12Q: 3 clusters Score -237127.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2836 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -237142.390625 Penalty: 761.085388 Iteration 13Q: 3 clusters Score -237142.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2889 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -237160.031250 Penalty: 761.085388 Iteration 14Q: 3 clusters Score -237160 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2940 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -237179.359375 Penalty: 761.085388 Iteration 15Q: 3 clusters Score -237179.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2991 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -237197.625000 Penalty: 761.085388 Iteration 16Q: 3 clusters Score -237197.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3045 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -237218.015625 Penalty: 761.085388 Iteration 17Q: 3 clusters Score -237218 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3107 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -237238.046875 Penalty: 761.085388 Iteration 18Q: 3 clusters Score -237238 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3141 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -237246.859375 Penalty: 761.085388 Iteration 19Q: 3 clusters Score -237246.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3177 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -237257.468750 Penalty: 761.085388 Iteration 20F: 3 clusters Score -237257.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3219 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -237272.187500 Penalty: 761.085388 Iteration 21Q: 3 clusters Score -237272.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3264 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -237292.046875 Penalty: 761.085388 Iteration 22Q: 3 clusters Score -237292 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3312 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -237316.609375 Penalty: 761.085388 Iteration 23Q: 3 clusters Score -237316.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3360 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -237340.234375 Penalty: 761.085388 Iteration 24Q: 3 clusters Score -237340.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3413 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -237368.703125 Penalty: 761.085388 Iteration 25Q: 3 clusters Score -237368.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3451 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -237386.906250 Penalty: 761.085388 Iteration 26Q: 3 clusters Score -237386.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3489 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -237408.703125 Penalty: 761.085388 Iteration 27Q: 3 clusters Score -237408.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3527 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -237429.609375 Penalty: 761.085388 Iteration 28Q: 3 clusters Score -237429.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3554 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -237443.312500 Penalty: 761.085388 Iteration 29Q: 3 clusters Score -237443.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3578 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -237449.828125 Penalty: 761.085388 Iteration 30Q: 3 clusters Score -237449.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3590 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -237452.515625 Penalty: 761.085388 Iteration 31Q: 3 clusters Score -237452.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3608 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -237458.546875 Penalty: 761.085388 Iteration 32Q: 3 clusters Score -237458.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3631 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -237467.140625 Penalty: 761.085388 Iteration 33Q: 3 clusters Score -237467.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3652 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -237474.046875 Penalty: 761.085388 Iteration 34Q: 3 clusters Score -237474 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3670 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -237479.640625 Penalty: 761.085388 Iteration 35Q: 3 clusters Score -237479.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3684 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -237483.046875 Penalty: 761.085388 Iteration 36Q: 3 clusters Score -237483 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3695 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -237485.250000 Penalty: 761.085388 Iteration 37Q: 3 clusters Score -237485.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3704 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -237488.015625 Penalty: 761.085388 Iteration 38Q: 3 clusters Score -237488 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3714 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -237490.640625 Penalty: 761.085388 Iteration 39Q: 3 clusters Score -237490.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3724 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -237493.812500 Penalty: 761.085388 Iteration 40F: 3 clusters Score -237493.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3730 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -237494.625000 Penalty: 761.085388 Iteration 41Q: 3 clusters Score -237494.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3737 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -237496.718750 Penalty: 761.085388 Iteration 42Q: 3 clusters Score -237496.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3743 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -237497.703125 Penalty: 761.085388 Iteration 43Q: 3 clusters Score -237497.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3748 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -237498.984375 Penalty: 761.085388 Iteration 44Q: 3 clusters Score -237499 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3753 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -237500.187500 Penalty: 761.085388 Iteration 45Q: 3 clusters Score -237500.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3753 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -237500.500000 Penalty: 761.085388 Iteration 46Q: 3 clusters Score -237500.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3753 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -237500.500000 Penalty: 761.085388 Iteration 47F: 3 clusters Score -237500.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1600 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Entering Unmasked Estep Score: -88127.296875 Penalty: 335.688019 Iteration 0F: 2 clusters Score -88127.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -86920.632812 Penalty: 671.376038 Iteration 0F: 3 clusters Score -86920.63 nChanged 645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -87325.210938 Penalty: 671.376038 Iteration 1F: 3 clusters Score -87325.21 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -87412.734375 Penalty: 671.376038 Iteration 2F: 3 clusters Score -87412.73 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -87461.429688 Penalty: 671.376038 Iteration 3F: 3 clusters Score -87461.43 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -87498.468750 Penalty: 671.376038 Iteration 4Q: 3 clusters Score -87498.47 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -87540.085938 Penalty: 671.376038 Iteration 5Q: 3 clusters Score -87540.09 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -87579.273438 Penalty: 671.376038 Iteration 6Q: 3 clusters Score -87579.27 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -87625.531250 Penalty: 671.376038 Iteration 7Q: 3 clusters Score -87625.53 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -87658.906250 Penalty: 671.376038 Iteration 8Q: 3 clusters Score -87658.91 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -87674.726562 Penalty: 671.376038 Iteration 9Q: 3 clusters Score -87674.73 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -87703.171875 Penalty: 671.376038 Iteration 10Q: 3 clusters Score -87703.17 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -87732.742188 Penalty: 671.376038 Iteration 11Q: 3 clusters Score -87732.74 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -87755.296875 Penalty: 671.376038 Iteration 12Q: 3 clusters Score -87755.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -87767.328125 Penalty: 671.376038 Iteration 13Q: 3 clusters Score -87767.33 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -87776.437500 Penalty: 671.376038 Iteration 14Q: 3 clusters Score -87776.44 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -87780.000000 Penalty: 671.376038 Iteration 15Q: 3 clusters Score -87780 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -87782.554688 Penalty: 671.376038 Iteration 16Q: 3 clusters Score -87782.55 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -87783.593750 Penalty: 671.376038 Iteration 17Q: 3 clusters Score -87783.59 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -87784.039062 Penalty: 671.376038 Iteration 18Q: 3 clusters Score -87784.04 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -87784.328125 Penalty: 671.376038 Iteration 19Q: 3 clusters Score -87784.33 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -87784.945312 Penalty: 671.376038 Iteration 20F: 3 clusters Score -87784.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -87786.593750 Penalty: 671.376038 Iteration 21Q: 3 clusters Score -87786.59 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -87789.054688 Penalty: 671.376038 Iteration 22Q: 3 clusters Score -87789.05 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -87790.953125 Penalty: 671.376038 Iteration 23Q: 3 clusters Score -87790.95 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -87794.273438 Penalty: 671.376038 Iteration 24Q: 3 clusters Score -87794.27 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -87797.148438 Penalty: 671.376038 Iteration 25Q: 3 clusters Score -87797.15 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -87797.875000 Penalty: 671.376038 Iteration 26Q: 3 clusters Score -87797.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -87798.273438 Penalty: 671.376038 Iteration 27Q: 3 clusters Score -87798.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -87798.429688 Penalty: 671.376038 Iteration 28Q: 3 clusters Score -87798.43 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -87798.859375 Penalty: 671.376038 Iteration 29Q: 3 clusters Score -87798.86 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -87798.976562 Penalty: 671.376038 Iteration 30Q: 3 clusters Score -87798.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -87799.203125 Penalty: 671.376038 Iteration 31Q: 3 clusters Score -87799.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -87799.539062 Penalty: 671.376038 Iteration 32Q: 3 clusters Score -87799.54 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -87799.531250 Penalty: 671.376038 Iteration 33Q: 3 clusters Score -87799.53 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -87799.812500 Penalty: 671.376038 Iteration 34Q: 3 clusters Score -87799.81 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -87799.812500 Penalty: 671.376038 Iteration 35F: 3 clusters Score -87799.81 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (4402 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4402 members Entering Unmasked Estep Score: -240558.218750 Penalty: 381.736542 Iteration 0F: 2 clusters Score -240558.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Mstep: Class 2 contains 2181 members Entering Unmasked Estep Score: -237560.062500 Penalty: 763.473083 Iteration 0F: 3 clusters Score -237560.1 nChanged 1995 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2282 members Mstep: Class 2 contains 2120 members Entering Unmasked Estep Score: -238761.734375 Penalty: 763.473083 Iteration 1F: 3 clusters Score -238761.7 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2272 members Mstep: Class 2 contains 2130 members Entering Unmasked Estep Score: -238922.640625 Penalty: 763.473083 Iteration 2F: 3 clusters Score -238922.6 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2263 members Mstep: Class 2 contains 2139 members Entering Unmasked Estep Score: -239044.000000 Penalty: 763.473083 Iteration 3F: 3 clusters Score -239044 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 2142 members Entering Unmasked Estep Score: -239150.515625 Penalty: 763.473083 Iteration 4Q: 3 clusters Score -239150.5 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2272 members Mstep: Class 2 contains 2130 members Entering Unmasked Estep Score: -239248.812500 Penalty: 763.473083 Iteration 5Q: 3 clusters Score -239248.8 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2321 members Mstep: Class 2 contains 2081 members Entering Unmasked Estep Score: -239356.953125 Penalty: 763.473083 Iteration 6Q: 3 clusters Score -239357 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2394 members Mstep: Class 2 contains 2008 members Entering Unmasked Estep Score: -239483.328125 Penalty: 763.473083 Iteration 7Q: 3 clusters Score -239483.3 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2490 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -239666.937500 Penalty: 763.473083 Iteration 8Q: 3 clusters Score -239666.9 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2595 members Mstep: Class 2 contains 1807 members Entering Unmasked Estep Score: -239888.718750 Penalty: 763.473083 Iteration 9F: 3 clusters Score -239888.7 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2673 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -240031.359375 Penalty: 763.473083 Iteration 10Q: 3 clusters Score -240031.4 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2715 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -240096.062500 Penalty: 763.473083 Iteration 11Q: 3 clusters Score -240096.1 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2725 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -240127.796875 Penalty: 763.473083 Iteration 12Q: 3 clusters Score -240127.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2708 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -240153.421875 Penalty: 763.473083 Iteration 13Q: 3 clusters Score -240153.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2687 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -240176.671875 Penalty: 763.473083 Iteration 14Q: 3 clusters Score -240176.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2665 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -240195.421875 Penalty: 763.473083 Iteration 15Q: 3 clusters Score -240195.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2637 members Mstep: Class 2 contains 1765 members Entering Unmasked Estep Score: -240220.609375 Penalty: 763.473083 Iteration 16Q: 3 clusters Score -240220.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2599 members Mstep: Class 2 contains 1803 members Entering Unmasked Estep Score: -240251.515625 Penalty: 763.473083 Iteration 17Q: 3 clusters Score -240251.5 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2545 members Mstep: Class 2 contains 1857 members Entering Unmasked Estep Score: -240288.296875 Penalty: 763.473083 Iteration 18Q: 3 clusters Score -240288.3 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2492 members Mstep: Class 2 contains 1910 members Entering Unmasked Estep Score: -240335.906250 Penalty: 763.473083 Iteration 19Q: 3 clusters Score -240335.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2435 members Mstep: Class 2 contains 1967 members Entering Unmasked Estep Score: -240372.171875 Penalty: 763.473083 Iteration 20F: 3 clusters Score -240372.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2397 members Mstep: Class 2 contains 2005 members Entering Unmasked Estep Score: -240391.687500 Penalty: 763.473083 Iteration 21Q: 3 clusters Score -240391.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2359 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -240408.734375 Penalty: 763.473083 Iteration 22Q: 3 clusters Score -240408.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2321 members Mstep: Class 2 contains 2081 members Entering Unmasked Estep Score: -240424.828125 Penalty: 763.473083 Iteration 23Q: 3 clusters Score -240424.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2278 members Mstep: Class 2 contains 2124 members Entering Unmasked Estep Score: -240443.734375 Penalty: 763.473083 Iteration 24Q: 3 clusters Score -240443.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2241 members Mstep: Class 2 contains 2161 members Entering Unmasked Estep Score: -240458.531250 Penalty: 763.473083 Iteration 25Q: 3 clusters Score -240458.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2209 members Mstep: Class 2 contains 2193 members Entering Unmasked Estep Score: -240467.906250 Penalty: 763.473083 Iteration 26Q: 3 clusters Score -240467.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2179 members Mstep: Class 2 contains 2223 members Entering Unmasked Estep Score: -240474.546875 Penalty: 763.473083 Iteration 27Q: 3 clusters Score -240474.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2159 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -240478.875000 Penalty: 763.473083 Iteration 28Q: 3 clusters Score -240478.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2144 members Mstep: Class 2 contains 2258 members Entering Unmasked Estep Score: -240484.562500 Penalty: 763.473083 Iteration 29Q: 3 clusters Score -240484.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2114 members Mstep: Class 2 contains 2288 members Entering Unmasked Estep Score: -240496.703125 Penalty: 763.473083 Iteration 30Q: 3 clusters Score -240496.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2074 members Mstep: Class 2 contains 2328 members Entering Unmasked Estep Score: -240514.093750 Penalty: 763.473083 Iteration 31Q: 3 clusters Score -240514.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2039 members Mstep: Class 2 contains 2363 members Entering Unmasked Estep Score: -240529.546875 Penalty: 763.473083 Iteration 32Q: 3 clusters Score -240529.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1995 members Mstep: Class 2 contains 2407 members Entering Unmasked Estep Score: -240551.515625 Penalty: 763.473083 Iteration 33Q: 3 clusters Score -240551.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 2445 members Entering Unmasked Estep Score: -240568.843750 Penalty: 763.473083 Iteration 34Q: 3 clusters Score -240568.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 2476 members Entering Unmasked Estep Score: -240576.890625 Penalty: 763.473083 Iteration 35Q: 3 clusters Score -240576.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1903 members Mstep: Class 2 contains 2499 members Entering Unmasked Estep Score: -240582.250000 Penalty: 763.473083 Iteration 36Q: 3 clusters Score -240582.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 2522 members Entering Unmasked Estep Score: -240588.953125 Penalty: 763.473083 Iteration 37Q: 3 clusters Score -240589 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 2542 members Entering Unmasked Estep Score: -240594.062500 Penalty: 763.473083 Iteration 38Q: 3 clusters Score -240594.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 2563 members Entering Unmasked Estep Score: -240599.375000 Penalty: 763.473083 Iteration 39Q: 3 clusters Score -240599.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 2584 members Entering Unmasked Estep Score: -240603.265625 Penalty: 763.473083 Iteration 40F: 3 clusters Score -240603.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 2601 members Entering Unmasked Estep Score: -240605.859375 Penalty: 763.473083 Iteration 41Q: 3 clusters Score -240605.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 2613 members Entering Unmasked Estep Score: -240608.390625 Penalty: 763.473083 Iteration 42Q: 3 clusters Score -240608.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 2624 members Entering Unmasked Estep Score: -240610.953125 Penalty: 763.473083 Iteration 43Q: 3 clusters Score -240611 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 2633 members Entering Unmasked Estep Score: -240612.812500 Penalty: 763.473083 Iteration 44Q: 3 clusters Score -240612.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 2639 members Entering Unmasked Estep Score: -240614.250000 Penalty: 763.473083 Iteration 45Q: 3 clusters Score -240614.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 2648 members Entering Unmasked Estep Score: -240615.250000 Penalty: 763.473083 Iteration 46Q: 3 clusters Score -240615.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 2654 members Entering Unmasked Estep Score: -240616.109375 Penalty: 763.473083 Iteration 47Q: 3 clusters Score -240616.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 2656 members Entering Unmasked Estep Score: -240616.453125 Penalty: 763.473083 Iteration 48Q: 3 clusters Score -240616.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 2656 members Entering Unmasked Estep Score: -240616.453125 Penalty: 763.473083 Iteration 49F: 3 clusters Score -240616.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27316 members Mstep: Class 2 contains 18517 members Mstep: Class 3 contains 4545 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4288 members Mstep: Class 6 contains 1600 members Mstep: Class 7 contains 1746 members Mstep: Class 8 contains 1201 members Mstep: Class 9 contains 385 members Mstep: Class 10 contains 5775 members Mstep: Class 11 contains 15777 members Mstep: Class 12 contains 4588 members Mstep: Class 13 contains 925 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5644 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1626 members Mstep: Class 18 contains 1030 members Mstep: Class 19 contains 319 members Mstep: Class 20 contains 8035 members Mstep: Class 21 contains 103112 members Mstep: Class 22 contains 3190 members Mstep: Class 23 contains 2114 members Mstep: Class 24 contains 2578 members Mstep: Class 25 contains 1761 members Mstep: Class 26 contains 6972 members Mstep: Class 27 contains 57899 members Mstep: Class 28 contains 5205 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2601 members Mstep: Class 31 contains 3787 members Mstep: Class 32 contains 507 members Mstep: Class 33 contains 473 members Mstep: Class 34 contains 11688 members Mstep: Class 35 contains 2656 members Entering Unmasked Estep Score: -17800930.000000 Penalty: 20145.423828 Splitting cluster 7 changes total score from -17801094.000000 to -17800930.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (1201 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Entering Unmasked Estep Score: -58974.820312 Penalty: 322.636414 Iteration 0F: 2 clusters Score -58974.82 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -58053.691406 Penalty: 645.272827 Iteration 0F: 3 clusters Score -58053.69 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -58418.445312 Penalty: 645.272827 Iteration 1F: 3 clusters Score -58418.45 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -58493.417969 Penalty: 645.272827 Iteration 2F: 3 clusters Score -58493.42 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -58556.500000 Penalty: 645.272827 Iteration 3F: 3 clusters Score -58556.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -58590.507812 Penalty: 645.272827 Iteration 4Q: 3 clusters Score -58590.51 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -58612.617188 Penalty: 645.272827 Iteration 5Q: 3 clusters Score -58612.62 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -58623.484375 Penalty: 645.272827 Iteration 6Q: 3 clusters Score -58623.48 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -58629.531250 Penalty: 645.272827 Iteration 7Q: 3 clusters Score -58629.53 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -58640.796875 Penalty: 645.272827 Iteration 8Q: 3 clusters Score -58640.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -58653.406250 Penalty: 645.272827 Iteration 9Q: 3 clusters Score -58653.41 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -58661.769531 Penalty: 645.272827 Iteration 10Q: 3 clusters Score -58661.77 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -58667.421875 Penalty: 645.272827 Iteration 11Q: 3 clusters Score -58667.42 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -58673.800781 Penalty: 645.272827 Iteration 12Q: 3 clusters Score -58673.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -58682.289062 Penalty: 645.272827 Iteration 13Q: 3 clusters Score -58682.29 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -58689.835938 Penalty: 645.272827 Iteration 14Q: 3 clusters Score -58689.84 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -58697.582031 Penalty: 645.272827 Iteration 15Q: 3 clusters Score -58697.58 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -58707.066406 Penalty: 645.272827 Iteration 16Q: 3 clusters Score -58707.07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -58715.937500 Penalty: 645.272827 Iteration 17Q: 3 clusters Score -58715.94 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -58732.851562 Penalty: 645.272827 Iteration 18Q: 3 clusters Score -58732.85 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -58743.281250 Penalty: 645.272827 Iteration 19Q: 3 clusters Score -58743.28 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -58755.429688 Penalty: 645.272827 Iteration 20F: 3 clusters Score -58755.43 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -58765.171875 Penalty: 645.272827 Iteration 21Q: 3 clusters Score -58765.17 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -58773.703125 Penalty: 645.272827 Iteration 22Q: 3 clusters Score -58773.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -58781.871094 Penalty: 645.272827 Iteration 23Q: 3 clusters Score -58781.87 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -58793.472656 Penalty: 645.272827 Iteration 24Q: 3 clusters Score -58793.47 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -58806.960938 Penalty: 645.272827 Iteration 25Q: 3 clusters Score -58806.96 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -58817.074219 Penalty: 645.272827 Iteration 26Q: 3 clusters Score -58817.07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -58828.992188 Penalty: 645.272827 Iteration 27Q: 3 clusters Score -58828.99 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -58835.148438 Penalty: 645.272827 Iteration 28Q: 3 clusters Score -58835.15 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -58838.753906 Penalty: 645.272827 Iteration 29Q: 3 clusters Score -58838.75 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -58841.238281 Penalty: 645.272827 Iteration 30Q: 3 clusters Score -58841.24 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -58845.046875 Penalty: 645.272827 Iteration 31Q: 3 clusters Score -58845.05 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -58848.554688 Penalty: 645.272827 Iteration 32Q: 3 clusters Score -58848.55 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -58851.343750 Penalty: 645.272827 Iteration 33Q: 3 clusters Score -58851.34 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -58852.519531 Penalty: 645.272827 Iteration 34Q: 3 clusters Score -58852.52 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -58853.601562 Penalty: 645.272827 Iteration 35Q: 3 clusters Score -58853.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -58854.027344 Penalty: 645.272827 Iteration 36Q: 3 clusters Score -58854.03 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -58854.695312 Penalty: 645.272827 Iteration 37Q: 3 clusters Score -58854.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -58854.695312 Penalty: 645.272827 Iteration 38F: 3 clusters Score -58854.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (385 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Entering Unmasked Estep Score: -16475.552734 Penalty: 270.872559 Iteration 0F: 2 clusters Score -16475.55 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 196 members Entering Unmasked Estep Score: -16046.853516 Penalty: 541.745117 Iteration 0F: 3 clusters Score -16046.85 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -16123.737305 Penalty: 541.745117 Iteration 1F: 3 clusters Score -16123.74 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -16156.916016 Penalty: 541.745117 Iteration 2F: 3 clusters Score -16156.92 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -16191.708008 Penalty: 541.745117 Iteration 3F: 3 clusters Score -16191.71 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -16234.231445 Penalty: 541.745117 Iteration 4F: 3 clusters Score -16234.23 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -16274.752930 Penalty: 541.745117 Iteration 5F: 3 clusters Score -16274.75 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -16346.693359 Penalty: 541.745117 Iteration 6F: 3 clusters Score -16346.69 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -16431.041016 Penalty: 541.745117 Iteration 7F: 3 clusters Score -16431.04 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -16514.667969 Penalty: 541.745117 Iteration 8F: 3 clusters Score -16514.67 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -16553.462891 Penalty: 541.745117 Iteration 9Q: 3 clusters Score -16553.46 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -16594.380859 Penalty: 541.745117 Iteration 10Q: 3 clusters Score -16594.38 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -16632.755859 Penalty: 541.745117 Iteration 11Q: 3 clusters Score -16632.76 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -16657.171875 Penalty: 541.745117 Iteration 12Q: 3 clusters Score -16657.17 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -16664.816406 Penalty: 541.745117 Iteration 13Q: 3 clusters Score -16664.82 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -16666.287109 Penalty: 541.745117 Iteration 14Q: 3 clusters Score -16666.29 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -16666.287109 Penalty: 541.745117 Iteration 15F: 3 clusters Score -16666.29 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27316 members Mstep: Class 2 contains 18517 members Mstep: Class 3 contains 4545 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4288 members Mstep: Class 6 contains 1600 members Mstep: Class 7 contains 4402 members Mstep: Class 8 contains 1201 members Mstep: Class 9 contains 110 members Mstep: Class 10 contains 5775 members Mstep: Class 11 contains 15777 members Mstep: Class 12 contains 4588 members Mstep: Class 13 contains 925 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5644 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1626 members Mstep: Class 18 contains 1030 members Mstep: Class 19 contains 319 members Mstep: Class 20 contains 8035 members Mstep: Class 21 contains 103112 members Mstep: Class 22 contains 3190 members Mstep: Class 23 contains 2114 members Mstep: Class 24 contains 2578 members Mstep: Class 25 contains 1761 members Mstep: Class 26 contains 6972 members Mstep: Class 27 contains 57899 members Mstep: Class 28 contains 5205 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2601 members Mstep: Class 31 contains 3787 members Mstep: Class 32 contains 507 members Mstep: Class 33 contains 473 members Mstep: Class 34 contains 11688 members Mstep: Class 35 contains 275 members Entering Unmasked Estep Score: -17800982.000000 Penalty: 20145.423828 Splitting cluster 9 changes total score from -17801094.000000 to -17800982.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 10 (5775 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5775 members Entering Unmasked Estep Score: -348693.125000 Penalty: 394.088867 Iteration 0F: 2 clusters Score -348693.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2859 members Mstep: Class 2 contains 2916 members Entering Unmasked Estep Score: -344810.718750 Penalty: 788.177734 Iteration 0F: 3 clusters Score -344810.7 nChanged 2604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2491 members Mstep: Class 2 contains 3284 members Entering Unmasked Estep Score: -346247.031250 Penalty: 788.177734 Iteration 1F: 3 clusters Score -346247 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2300 members Mstep: Class 2 contains 3475 members Entering Unmasked Estep Score: -346436.812500 Penalty: 788.177734 Iteration 2F: 3 clusters Score -346436.8 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 3717 members Entering Unmasked Estep Score: -346677.750000 Penalty: 788.177734 Iteration 3F: 3 clusters Score -346677.8 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 4007 members Entering Unmasked Estep Score: -346947.343750 Penalty: 788.177734 Iteration 4F: 3 clusters Score -346947.3 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 4282 members Entering Unmasked Estep Score: -347193.562500 Penalty: 788.177734 Iteration 5F: 3 clusters Score -347193.6 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 4555 members Entering Unmasked Estep Score: -347465.843750 Penalty: 788.177734 Iteration 6F: 3 clusters Score -347465.8 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 4766 members Entering Unmasked Estep Score: -347690.843750 Penalty: 788.177734 Iteration 7Q: 3 clusters Score -347690.8 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 4932 members Entering Unmasked Estep Score: -347921.250000 Penalty: 788.177734 Iteration 8Q: 3 clusters Score -347921.2 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 5044 members Entering Unmasked Estep Score: -348184.093750 Penalty: 788.177734 Iteration 9Q: 3 clusters Score -348184.1 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 5079 members Entering Unmasked Estep Score: -348317.437500 Penalty: 788.177734 Iteration 10Q: 3 clusters Score -348317.4 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 5087 members Entering Unmasked Estep Score: -348364.656250 Penalty: 788.177734 Iteration 11Q: 3 clusters Score -348364.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 5095 members Entering Unmasked Estep Score: -348393.593750 Penalty: 788.177734 Iteration 12Q: 3 clusters Score -348393.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 5101 members Entering Unmasked Estep Score: -348402.937500 Penalty: 788.177734 Iteration 13Q: 3 clusters Score -348402.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 5104 members Entering Unmasked Estep Score: -348409.000000 Penalty: 788.177734 Iteration 14Q: 3 clusters Score -348409 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 5111 members Entering Unmasked Estep Score: -348414.906250 Penalty: 788.177734 Iteration 15Q: 3 clusters Score -348414.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 5118 members Entering Unmasked Estep Score: -348420.593750 Penalty: 788.177734 Iteration 16Q: 3 clusters Score -348420.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 5129 members Entering Unmasked Estep Score: -348425.187500 Penalty: 788.177734 Iteration 17Q: 3 clusters Score -348425.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 5131 members Entering Unmasked Estep Score: -348427.093750 Penalty: 788.177734 Iteration 18Q: 3 clusters Score -348427.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 5133 members Entering Unmasked Estep Score: -348429.343750 Penalty: 788.177734 Iteration 19Q: 3 clusters Score -348429.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 5139 members Entering Unmasked Estep Score: -348431.093750 Penalty: 788.177734 Iteration 20F: 3 clusters Score -348431.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 5142 members Entering Unmasked Estep Score: -348431.000000 Penalty: 788.177734 Iteration 21Q: 3 clusters Score -348431 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 5145 members Entering Unmasked Estep Score: -348431.875000 Penalty: 788.177734 Iteration 22Q: 3 clusters Score -348431.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 5147 members Entering Unmasked Estep Score: -348431.812500 Penalty: 788.177734 Iteration 23Q: 3 clusters Score -348431.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 5149 members Entering Unmasked Estep Score: -348432.281250 Penalty: 788.177734 Iteration 24Q: 3 clusters Score -348432.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 5152 members Entering Unmasked Estep Score: -348432.062500 Penalty: 788.177734 Iteration 25Q: 3 clusters Score -348432.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 5153 members Entering Unmasked Estep Score: -348431.718750 Penalty: 788.177734 Iteration 26Q: 3 clusters Score -348431.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 5152 members Entering Unmasked Estep Score: -348432.312500 Penalty: 788.177734 Iteration 27Q: 3 clusters Score -348432.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 5153 members Entering Unmasked Estep Score: -348432.218750 Penalty: 788.177734 Iteration 28Q: 3 clusters Score -348432.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 5154 members Entering Unmasked Estep Score: -348432.875000 Penalty: 788.177734 Iteration 29Q: 3 clusters Score -348432.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 5157 members Entering Unmasked Estep Score: -348433.406250 Penalty: 788.177734 Iteration 30Q: 3 clusters Score -348433.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 5158 members Entering Unmasked Estep Score: -348433.656250 Penalty: 788.177734 Iteration 31Q: 3 clusters Score -348433.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 5158 members Entering Unmasked Estep Score: -348433.656250 Penalty: 788.177734 Iteration 32F: 3 clusters Score -348433.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (15777 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15777 members Entering Unmasked Estep Score: -869112.187500 Penalty: 439.817047 Iteration 0F: 2 clusters Score -869112.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7848 members Mstep: Class 2 contains 7929 members Entering Unmasked Estep Score: -858581.625000 Penalty: 879.634094 Iteration 0F: 3 clusters Score -858581.6 nChanged 7431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7337 members Mstep: Class 2 contains 8440 members Entering Unmasked Estep Score: -863580.562500 Penalty: 879.634094 Iteration 1F: 3 clusters Score -863580.6 nChanged 989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7154 members Mstep: Class 2 contains 8623 members Entering Unmasked Estep Score: -864083.000000 Penalty: 879.634094 Iteration 2F: 3 clusters Score -864083 nChanged 897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6965 members Mstep: Class 2 contains 8812 members Entering Unmasked Estep Score: -864599.187500 Penalty: 879.634094 Iteration 3F: 3 clusters Score -864599.2 nChanged 842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6777 members Mstep: Class 2 contains 9000 members Entering Unmasked Estep Score: -865117.875000 Penalty: 879.634094 Iteration 4F: 3 clusters Score -865117.9 nChanged 792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6635 members Mstep: Class 2 contains 9142 members Entering Unmasked Estep Score: -865581.500000 Penalty: 879.634094 Iteration 5F: 3 clusters Score -865581.5 nChanged 678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6553 members Mstep: Class 2 contains 9224 members Entering Unmasked Estep Score: -865897.812500 Penalty: 879.634094 Iteration 6Q: 3 clusters Score -865897.8 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6480 members Mstep: Class 2 contains 9297 members Entering Unmasked Estep Score: -866044.062500 Penalty: 879.634094 Iteration 7Q: 3 clusters Score -866044.1 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6418 members Mstep: Class 2 contains 9359 members Entering Unmasked Estep Score: -866127.375000 Penalty: 879.634094 Iteration 8Q: 3 clusters Score -866127.4 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6354 members Mstep: Class 2 contains 9423 members Entering Unmasked Estep Score: -866167.250000 Penalty: 879.634094 Iteration 9Q: 3 clusters Score -866167.2 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6283 members Mstep: Class 2 contains 9494 members Entering Unmasked Estep Score: -866195.437500 Penalty: 879.634094 Iteration 10Q: 3 clusters Score -866195.4 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6214 members Mstep: Class 2 contains 9563 members Entering Unmasked Estep Score: -866218.812500 Penalty: 879.634094 Iteration 11Q: 3 clusters Score -866218.8 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6114 members Mstep: Class 2 contains 9663 members Entering Unmasked Estep Score: -866245.250000 Penalty: 879.634094 Iteration 12Q: 3 clusters Score -866245.2 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5990 members Mstep: Class 2 contains 9787 members Entering Unmasked Estep Score: -866281.125000 Penalty: 879.634094 Iteration 13Q: 3 clusters Score -866281.1 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5848 members Mstep: Class 2 contains 9929 members Entering Unmasked Estep Score: -866324.250000 Penalty: 879.634094 Iteration 14Q: 3 clusters Score -866324.2 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5667 members Mstep: Class 2 contains 10110 members Entering Unmasked Estep Score: -866377.062500 Penalty: 879.634094 Iteration 15Q: 3 clusters Score -866377.1 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5497 members Mstep: Class 2 contains 10280 members Entering Unmasked Estep Score: -866421.875000 Penalty: 879.634094 Iteration 16Q: 3 clusters Score -866421.9 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5323 members Mstep: Class 2 contains 10454 members Entering Unmasked Estep Score: -866468.875000 Penalty: 879.634094 Iteration 17Q: 3 clusters Score -866468.9 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5153 members Mstep: Class 2 contains 10624 members Entering Unmasked Estep Score: -866512.062500 Penalty: 879.634094 Iteration 18Q: 3 clusters Score -866512.1 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4977 members Mstep: Class 2 contains 10800 members Entering Unmasked Estep Score: -866560.437500 Penalty: 879.634094 Iteration 19Q: 3 clusters Score -866560.4 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4788 members Mstep: Class 2 contains 10989 members Entering Unmasked Estep Score: -866609.687500 Penalty: 879.634094 Iteration 20F: 3 clusters Score -866609.7 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4585 members Mstep: Class 2 contains 11192 members Entering Unmasked Estep Score: -866676.812500 Penalty: 879.634094 Iteration 21Q: 3 clusters Score -866676.8 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4359 members Mstep: Class 2 contains 11418 members Entering Unmasked Estep Score: -866749.750000 Penalty: 879.634094 Iteration 22Q: 3 clusters Score -866749.8 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4127 members Mstep: Class 2 contains 11650 members Entering Unmasked Estep Score: -866823.500000 Penalty: 879.634094 Iteration 23Q: 3 clusters Score -866823.5 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3890 members Mstep: Class 2 contains 11887 members Entering Unmasked Estep Score: -866894.125000 Penalty: 879.634094 Iteration 24Q: 3 clusters Score -866894.1 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3657 members Mstep: Class 2 contains 12120 members Entering Unmasked Estep Score: -866971.312500 Penalty: 879.634094 Iteration 25Q: 3 clusters Score -866971.3 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3408 members Mstep: Class 2 contains 12369 members Entering Unmasked Estep Score: -867055.937500 Penalty: 879.634094 Iteration 26Q: 3 clusters Score -867055.9 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3159 members Mstep: Class 2 contains 12618 members Entering Unmasked Estep Score: -867150.312500 Penalty: 879.634094 Iteration 27Q: 3 clusters Score -867150.3 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2891 members Mstep: Class 2 contains 12886 members Entering Unmasked Estep Score: -867255.250000 Penalty: 879.634094 Iteration 28Q: 3 clusters Score -867255.2 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2622 members Mstep: Class 2 contains 13155 members Entering Unmasked Estep Score: -867371.062500 Penalty: 879.634094 Iteration 29Q: 3 clusters Score -867371.1 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2323 members Mstep: Class 2 contains 13454 members Entering Unmasked Estep Score: -867521.375000 Penalty: 879.634094 Iteration 30Q: 3 clusters Score -867521.4 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2035 members Mstep: Class 2 contains 13742 members Entering Unmasked Estep Score: -867669.312500 Penalty: 879.634094 Iteration 31Q: 3 clusters Score -867669.3 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 14000 members Entering Unmasked Estep Score: -867804.187500 Penalty: 879.634094 Iteration 32Q: 3 clusters Score -867804.2 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 14227 members Entering Unmasked Estep Score: -867917.250000 Penalty: 879.634094 Iteration 33Q: 3 clusters Score -867917.2 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 14453 members Entering Unmasked Estep Score: -868041.937500 Penalty: 879.634094 Iteration 34Q: 3 clusters Score -868041.9 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 14664 members Entering Unmasked Estep Score: -868168.687500 Penalty: 879.634094 Iteration 35Q: 3 clusters Score -868168.7 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 14853 members Entering Unmasked Estep Score: -868281.875000 Penalty: 879.634094 Iteration 36Q: 3 clusters Score -868281.9 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 15018 members Entering Unmasked Estep Score: -868373.812500 Penalty: 879.634094 Iteration 37Q: 3 clusters Score -868373.8 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 15153 members Entering Unmasked Estep Score: -868452.187500 Penalty: 879.634094 Iteration 38Q: 3 clusters Score -868452.2 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 15262 members Entering Unmasked Estep Score: -868522.125000 Penalty: 879.634094 Iteration 39Q: 3 clusters Score -868522.1 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 15350 members Entering Unmasked Estep Score: -868568.312500 Penalty: 879.634094 Iteration 40F: 3 clusters Score -868568.3 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 15411 members Entering Unmasked Estep Score: -868599.750000 Penalty: 879.634094 Iteration 41Q: 3 clusters Score -868599.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 15452 members Entering Unmasked Estep Score: -868627.125000 Penalty: 879.634094 Iteration 42Q: 3 clusters Score -868627.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 15480 members Entering Unmasked Estep Score: -868643.750000 Penalty: 879.634094 Iteration 43Q: 3 clusters Score -868643.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 15501 members Entering Unmasked Estep Score: -868653.750000 Penalty: 879.634094 Iteration 44Q: 3 clusters Score -868653.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 15521 members Entering Unmasked Estep Score: -868665.312500 Penalty: 879.634094 Iteration 45Q: 3 clusters Score -868665.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 15536 members Entering Unmasked Estep Score: -868676.875000 Penalty: 879.634094 Iteration 46Q: 3 clusters Score -868676.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 15548 members Entering Unmasked Estep Score: -868688.312500 Penalty: 879.634094 Iteration 47Q: 3 clusters Score -868688.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 15559 members Entering Unmasked Estep Score: -868698.625000 Penalty: 879.634094 Iteration 48Q: 3 clusters Score -868698.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 15567 members Entering Unmasked Estep Score: -868704.875000 Penalty: 879.634094 Iteration 49Q: 3 clusters Score -868704.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 15574 members Entering Unmasked Estep Score: -868712.312500 Penalty: 879.634094 Iteration 50Q: 3 clusters Score -868712.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 15579 members Entering Unmasked Estep Score: -868721.375000 Penalty: 879.634094 Iteration 51Q: 3 clusters Score -868721.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 15582 members Entering Unmasked Estep Score: -868728.687500 Penalty: 879.634094 Iteration 52Q: 3 clusters Score -868728.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 15587 members Entering Unmasked Estep Score: -868731.062500 Penalty: 879.634094 Iteration 53Q: 3 clusters Score -868731.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 15592 members Entering Unmasked Estep Score: -868737.125000 Penalty: 879.634094 Iteration 54Q: 3 clusters Score -868737.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 15595 members Entering Unmasked Estep Score: -868740.062500 Penalty: 879.634094 Iteration 55Q: 3 clusters Score -868740.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 15596 members Entering Unmasked Estep Score: -868742.187500 Penalty: 879.634094 Iteration 56Q: 3 clusters Score -868742.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 15599 members Entering Unmasked Estep Score: -868745.187500 Penalty: 879.634094 Iteration 57Q: 3 clusters Score -868745.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 15599 members Entering Unmasked Estep Score: -868746.312500 Penalty: 879.634094 Iteration 58Q: 3 clusters Score -868746.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 15601 members Entering Unmasked Estep Score: -868746.875000 Penalty: 879.634094 Iteration 59Q: 3 clusters Score -868746.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 15601 members Entering Unmasked Estep Score: -868746.875000 Penalty: 879.634094 Iteration 60F: 3 clusters Score -868746.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (4588 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4588 members Entering Unmasked Estep Score: -269830.875000 Penalty: 383.619568 Iteration 0F: 2 clusters Score -269830.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2267 members Mstep: Class 2 contains 2321 members Entering Unmasked Estep Score: -266752.468750 Penalty: 767.239136 Iteration 0F: 3 clusters Score -266752.5 nChanged 2041 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 2414 members Entering Unmasked Estep Score: -267904.906250 Penalty: 767.239136 Iteration 1F: 3 clusters Score -267904.9 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2114 members Mstep: Class 2 contains 2474 members Entering Unmasked Estep Score: -268045.468750 Penalty: 767.239136 Iteration 2F: 3 clusters Score -268045.5 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2025 members Mstep: Class 2 contains 2563 members Entering Unmasked Estep Score: -268217.375000 Penalty: 767.239136 Iteration 3F: 3 clusters Score -268217.4 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 2650 members Entering Unmasked Estep Score: -268379.343750 Penalty: 767.239136 Iteration 4F: 3 clusters Score -268379.3 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 2732 members Entering Unmasked Estep Score: -268540.687500 Penalty: 767.239136 Iteration 5F: 3 clusters Score -268540.7 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 2804 members Entering Unmasked Estep Score: -268669.593750 Penalty: 767.239136 Iteration 6Q: 3 clusters Score -268669.6 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 2870 members Entering Unmasked Estep Score: -268781.437500 Penalty: 767.239136 Iteration 7Q: 3 clusters Score -268781.4 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 2908 members Entering Unmasked Estep Score: -268842.468750 Penalty: 767.239136 Iteration 8Q: 3 clusters Score -268842.5 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 2947 members Entering Unmasked Estep Score: -268883.531250 Penalty: 767.239136 Iteration 9Q: 3 clusters Score -268883.5 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 2991 members Entering Unmasked Estep Score: -268922.062500 Penalty: 767.239136 Iteration 10Q: 3 clusters Score -268922.1 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 3032 members Entering Unmasked Estep Score: -268947.437500 Penalty: 767.239136 Iteration 11Q: 3 clusters Score -268947.4 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 3080 members Entering Unmasked Estep Score: -268970.062500 Penalty: 767.239136 Iteration 12Q: 3 clusters Score -268970.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 3128 members Entering Unmasked Estep Score: -268988.968750 Penalty: 767.239136 Iteration 13Q: 3 clusters Score -268989 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 3180 members Entering Unmasked Estep Score: -269007.343750 Penalty: 767.239136 Iteration 14Q: 3 clusters Score -269007.3 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 3238 members Entering Unmasked Estep Score: -269031.250000 Penalty: 767.239136 Iteration 15Q: 3 clusters Score -269031.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 3300 members Entering Unmasked Estep Score: -269059.906250 Penalty: 767.239136 Iteration 16Q: 3 clusters Score -269059.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 3372 members Entering Unmasked Estep Score: -269100.718750 Penalty: 767.239136 Iteration 17Q: 3 clusters Score -269100.7 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 3447 members Entering Unmasked Estep Score: -269148.375000 Penalty: 767.239136 Iteration 18Q: 3 clusters Score -269148.4 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 3526 members Entering Unmasked Estep Score: -269190.093750 Penalty: 767.239136 Iteration 19Q: 3 clusters Score -269190.1 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 3601 members Entering Unmasked Estep Score: -269227.062500 Penalty: 767.239136 Iteration 20F: 3 clusters Score -269227.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 3672 members Entering Unmasked Estep Score: -269255.843750 Penalty: 767.239136 Iteration 21Q: 3 clusters Score -269255.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 3735 members Entering Unmasked Estep Score: -269281.156250 Penalty: 767.239136 Iteration 22Q: 3 clusters Score -269281.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 3793 members Entering Unmasked Estep Score: -269308.750000 Penalty: 767.239136 Iteration 23Q: 3 clusters Score -269308.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 3850 members Entering Unmasked Estep Score: -269344.656250 Penalty: 767.239136 Iteration 24Q: 3 clusters Score -269344.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 3896 members Entering Unmasked Estep Score: -269368.312500 Penalty: 767.239136 Iteration 25Q: 3 clusters Score -269368.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 3941 members Entering Unmasked Estep Score: -269391.843750 Penalty: 767.239136 Iteration 26Q: 3 clusters Score -269391.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 3979 members Entering Unmasked Estep Score: -269408.843750 Penalty: 767.239136 Iteration 27Q: 3 clusters Score -269408.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 4015 members Entering Unmasked Estep Score: -269426.187500 Penalty: 767.239136 Iteration 28Q: 3 clusters Score -269426.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 4046 members Entering Unmasked Estep Score: -269440.281250 Penalty: 767.239136 Iteration 29Q: 3 clusters Score -269440.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 4076 members Entering Unmasked Estep Score: -269451.937500 Penalty: 767.239136 Iteration 30Q: 3 clusters Score -269451.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 4104 members Entering Unmasked Estep Score: -269464.812500 Penalty: 767.239136 Iteration 31Q: 3 clusters Score -269464.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 4126 members Entering Unmasked Estep Score: -269475.375000 Penalty: 767.239136 Iteration 32Q: 3 clusters Score -269475.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 4149 members Entering Unmasked Estep Score: -269487.843750 Penalty: 767.239136 Iteration 33Q: 3 clusters Score -269487.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 4164 members Entering Unmasked Estep Score: -269493.656250 Penalty: 767.239136 Iteration 34Q: 3 clusters Score -269493.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 4172 members Entering Unmasked Estep Score: -269494.500000 Penalty: 767.239136 Iteration 35Q: 3 clusters Score -269494.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 4184 members Entering Unmasked Estep Score: -269498.562500 Penalty: 767.239136 Iteration 36Q: 3 clusters Score -269498.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 4189 members Entering Unmasked Estep Score: -269500.625000 Penalty: 767.239136 Iteration 37Q: 3 clusters Score -269500.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 4194 members Entering Unmasked Estep Score: -269501.531250 Penalty: 767.239136 Iteration 38Q: 3 clusters Score -269501.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 4198 members Entering Unmasked Estep Score: -269502.156250 Penalty: 767.239136 Iteration 39Q: 3 clusters Score -269502.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 4202 members Entering Unmasked Estep Score: -269502.656250 Penalty: 767.239136 Iteration 40F: 3 clusters Score -269502.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 4208 members Entering Unmasked Estep Score: -269504.500000 Penalty: 767.239136 Iteration 41Q: 3 clusters Score -269504.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 4213 members Entering Unmasked Estep Score: -269509.281250 Penalty: 767.239136 Iteration 42Q: 3 clusters Score -269509.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 4220 members Entering Unmasked Estep Score: -269511.750000 Penalty: 767.239136 Iteration 43Q: 3 clusters Score -269511.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 4231 members Entering Unmasked Estep Score: -269516.125000 Penalty: 767.239136 Iteration 44Q: 3 clusters Score -269516.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 4243 members Entering Unmasked Estep Score: -269522.593750 Penalty: 767.239136 Iteration 45Q: 3 clusters Score -269522.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 4250 members Entering Unmasked Estep Score: -269526.937500 Penalty: 767.239136 Iteration 46Q: 3 clusters Score -269526.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 4260 members Entering Unmasked Estep Score: -269534.656250 Penalty: 767.239136 Iteration 47Q: 3 clusters Score -269534.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 4271 members Entering Unmasked Estep Score: -269545.062500 Penalty: 767.239136 Iteration 48Q: 3 clusters Score -269545.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 4279 members Entering Unmasked Estep Score: -269552.093750 Penalty: 767.239136 Iteration 49Q: 3 clusters Score -269552.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 4287 members Entering Unmasked Estep Score: -269558.875000 Penalty: 767.239136 Iteration 50Q: 3 clusters Score -269558.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 4293 members Entering Unmasked Estep Score: -269564.125000 Penalty: 767.239136 Iteration 51Q: 3 clusters Score -269564.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 4298 members Entering Unmasked Estep Score: -269570.687500 Penalty: 767.239136 Iteration 52Q: 3 clusters Score -269570.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 4300 members Entering Unmasked Estep Score: -269573.093750 Penalty: 767.239136 Iteration 53Q: 3 clusters Score -269573.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 4303 members Entering Unmasked Estep Score: -269577.156250 Penalty: 767.239136 Iteration 54Q: 3 clusters Score -269577.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 4310 members Entering Unmasked Estep Score: -269581.000000 Penalty: 767.239136 Iteration 55Q: 3 clusters Score -269581 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 4315 members Entering Unmasked Estep Score: -269583.437500 Penalty: 767.239136 Iteration 56Q: 3 clusters Score -269583.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 4318 members Entering Unmasked Estep Score: -269586.250000 Penalty: 767.239136 Iteration 57Q: 3 clusters Score -269586.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 4325 members Entering Unmasked Estep Score: -269597.593750 Penalty: 767.239136 Iteration 58Q: 3 clusters Score -269597.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 4333 members Entering Unmasked Estep Score: -269611.437500 Penalty: 767.239136 Iteration 59Q: 3 clusters Score -269611.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 4340 members Entering Unmasked Estep Score: -269618.656250 Penalty: 767.239136 Iteration 60F: 3 clusters Score -269618.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 4343 members Entering Unmasked Estep Score: -269624.218750 Penalty: 767.239136 Iteration 61Q: 3 clusters Score -269624.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 4341 members Entering Unmasked Estep Score: -269628.500000 Penalty: 767.239136 Iteration 62Q: 3 clusters Score -269628.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 4339 members Entering Unmasked Estep Score: -269631.406250 Penalty: 767.239136 Iteration 63Q: 3 clusters Score -269631.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 4340 members Entering Unmasked Estep Score: -269636.187500 Penalty: 767.239136 Iteration 64Q: 3 clusters Score -269636.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 4339 members Entering Unmasked Estep Score: -269638.750000 Penalty: 767.239136 Iteration 65Q: 3 clusters Score -269638.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 4337 members Entering Unmasked Estep Score: -269642.062500 Penalty: 767.239136 Iteration 66Q: 3 clusters Score -269642.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 4336 members Entering Unmasked Estep Score: -269643.562500 Penalty: 767.239136 Iteration 67Q: 3 clusters Score -269643.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 4336 members Entering Unmasked Estep Score: -269646.218750 Penalty: 767.239136 Iteration 68Q: 3 clusters Score -269646.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 4337 members Entering Unmasked Estep Score: -269648.062500 Penalty: 767.239136 Iteration 69Q: 3 clusters Score -269648.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 4336 members Entering Unmasked Estep Score: -269648.625000 Penalty: 767.239136 Iteration 70Q: 3 clusters Score -269648.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 4338 members Entering Unmasked Estep Score: -269649.468750 Penalty: 767.239136 Iteration 71Q: 3 clusters Score -269649.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 4339 members Entering Unmasked Estep Score: -269650.500000 Penalty: 767.239136 Iteration 72Q: 3 clusters Score -269650.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 4340 members Entering Unmasked Estep Score: -269650.781250 Penalty: 767.239136 Iteration 73Q: 3 clusters Score -269650.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 4340 members Entering Unmasked Estep Score: -269651.843750 Penalty: 767.239136 Iteration 74Q: 3 clusters Score -269651.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 4341 members Entering Unmasked Estep Score: -269651.968750 Penalty: 767.239136 Iteration 75Q: 3 clusters Score -269652 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 4341 members Entering Unmasked Estep Score: -269651.968750 Penalty: 767.239136 Iteration 76F: 3 clusters Score -269652 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (925 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Entering Unmasked Estep Score: -34514.523438 Penalty: 310.755615 Iteration 0F: 2 clusters Score -34514.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -33802.414062 Penalty: 621.511230 Iteration 0F: 3 clusters Score -33802.41 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -34196.609375 Penalty: 621.511230 Iteration 1F: 3 clusters Score -34196.61 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -34319.593750 Penalty: 621.511230 Iteration 2F: 3 clusters Score -34319.59 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -34378.023438 Penalty: 621.511230 Iteration 3F: 3 clusters Score -34378.02 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -34428.472656 Penalty: 621.511230 Iteration 4F: 3 clusters Score -34428.47 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -34447.226562 Penalty: 621.511230 Iteration 5Q: 3 clusters Score -34447.23 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -34469.570312 Penalty: 621.511230 Iteration 6Q: 3 clusters Score -34469.57 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -34486.613281 Penalty: 621.511230 Iteration 7Q: 3 clusters Score -34486.61 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -34495.308594 Penalty: 621.511230 Iteration 8Q: 3 clusters Score -34495.31 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -34501.402344 Penalty: 621.511230 Iteration 9Q: 3 clusters Score -34501.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -34502.066406 Penalty: 621.511230 Iteration 10Q: 3 clusters Score -34502.07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -34502.550781 Penalty: 621.511230 Iteration 11Q: 3 clusters Score -34502.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -34502.679688 Penalty: 621.511230 Iteration 12Q: 3 clusters Score -34502.68 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -34502.679688 Penalty: 621.511230 Iteration 13F: 3 clusters Score -34502.68 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (142 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Entering Unmasked Estep Score: -3451.789795 Penalty: 225.490143 Iteration 0F: 2 clusters Score -3451.79 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -3251.311523 Penalty: 450.980286 Iteration 0F: 3 clusters Score -3251.312 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -3324.120361 Penalty: 450.980286 Iteration 1F: 3 clusters Score -3324.12 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -3335.611816 Penalty: 450.980286 Iteration 2F: 3 clusters Score -3335.612 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -3343.401123 Penalty: 450.980286 Iteration 3Q: 3 clusters Score -3343.401 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 47 members Entering Unmasked Estep Score: -3351.277100 Penalty: 450.980286 Iteration 4Q: 3 clusters Score -3351.277 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 47 members Entering Unmasked Estep Score: -3351.277100 Penalty: 450.980286 Iteration 5F: 3 clusters Score -3351.277 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (5644 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5644 members Entering Unmasked Estep Score: -318030.718750 Penalty: 393.044861 Iteration 0F: 2 clusters Score -318030.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2915 members Mstep: Class 2 contains 2729 members Entering Unmasked Estep Score: -314220.218750 Penalty: 786.089722 Iteration 0F: 3 clusters Score -314220.2 nChanged 2566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3663 members Mstep: Class 2 contains 1981 members Entering Unmasked Estep Score: -315882.625000 Penalty: 786.089722 Iteration 1F: 3 clusters Score -315882.6 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4074 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -316269.906250 Penalty: 786.089722 Iteration 2F: 3 clusters Score -316269.9 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4494 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -316655.281250 Penalty: 786.089722 Iteration 3F: 3 clusters Score -316655.3 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4848 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -316975.218750 Penalty: 786.089722 Iteration 4F: 3 clusters Score -316975.2 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5129 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -317240.656250 Penalty: 786.089722 Iteration 5F: 3 clusters Score -317240.7 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5325 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -317415.593750 Penalty: 786.089722 Iteration 6Q: 3 clusters Score -317415.6 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5436 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -317516.375000 Penalty: 786.089722 Iteration 7Q: 3 clusters Score -317516.4 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5505 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -317572.781250 Penalty: 786.089722 Iteration 8Q: 3 clusters Score -317572.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5541 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -317613.843750 Penalty: 786.089722 Iteration 9Q: 3 clusters Score -317613.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5561 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -317638.281250 Penalty: 786.089722 Iteration 10Q: 3 clusters Score -317638.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5572 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -317651.906250 Penalty: 786.089722 Iteration 11Q: 3 clusters Score -317651.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5576 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -317658.656250 Penalty: 786.089722 Iteration 12Q: 3 clusters Score -317658.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5579 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -317667.343750 Penalty: 786.089722 Iteration 13Q: 3 clusters Score -317667.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5584 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -317676.187500 Penalty: 786.089722 Iteration 14Q: 3 clusters Score -317676.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5586 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -317679.406250 Penalty: 786.089722 Iteration 15Q: 3 clusters Score -317679.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5587 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -317680.718750 Penalty: 786.089722 Iteration 16Q: 3 clusters Score -317680.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5588 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -317689.468750 Penalty: 786.089722 Iteration 17Q: 3 clusters Score -317689.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5589 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -317689.593750 Penalty: 786.089722 Iteration 18Q: 3 clusters Score -317689.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5589 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -317689.593750 Penalty: 786.089722 Iteration 19F: 3 clusters Score -317689.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (1112 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Entering Unmasked Estep Score: -59499.347656 Penalty: 319.133148 Iteration 0F: 2 clusters Score -59499.35 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -58598.714844 Penalty: 638.266296 Iteration 0F: 3 clusters Score -58598.71 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -58926.640625 Penalty: 638.266296 Iteration 1F: 3 clusters Score -58926.64 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -59025.664062 Penalty: 638.266296 Iteration 2F: 3 clusters Score -59025.66 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -59107.085938 Penalty: 638.266296 Iteration 3F: 3 clusters Score -59107.09 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -59159.339844 Penalty: 638.266296 Iteration 4F: 3 clusters Score -59159.34 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -59190.132812 Penalty: 638.266296 Iteration 5Q: 3 clusters Score -59190.13 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -59210.765625 Penalty: 638.266296 Iteration 6Q: 3 clusters Score -59210.77 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -59220.203125 Penalty: 638.266296 Iteration 7Q: 3 clusters Score -59220.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -59231.214844 Penalty: 638.266296 Iteration 8Q: 3 clusters Score -59231.21 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -59242.609375 Penalty: 638.266296 Iteration 9Q: 3 clusters Score -59242.61 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -59249.890625 Penalty: 638.266296 Iteration 10Q: 3 clusters Score -59249.89 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -59253.597656 Penalty: 638.266296 Iteration 11Q: 3 clusters Score -59253.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -59258.777344 Penalty: 638.266296 Iteration 12Q: 3 clusters Score -59258.78 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -59264.898438 Penalty: 638.266296 Iteration 13Q: 3 clusters Score -59264.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -59270.582031 Penalty: 638.266296 Iteration 14Q: 3 clusters Score -59270.58 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -59274.695312 Penalty: 638.266296 Iteration 15Q: 3 clusters Score -59274.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -59280.765625 Penalty: 638.266296 Iteration 16Q: 3 clusters Score -59280.77 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -59287.019531 Penalty: 638.266296 Iteration 17Q: 3 clusters Score -59287.02 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -59291.222656 Penalty: 638.266296 Iteration 18Q: 3 clusters Score -59291.22 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -59293.210938 Penalty: 638.266296 Iteration 19Q: 3 clusters Score -59293.21 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -59295.332031 Penalty: 638.266296 Iteration 20F: 3 clusters Score -59295.33 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -59296.105469 Penalty: 638.266296 Iteration 21Q: 3 clusters Score -59296.11 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -59298.750000 Penalty: 638.266296 Iteration 22Q: 3 clusters Score -59298.75 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -59301.339844 Penalty: 638.266296 Iteration 23Q: 3 clusters Score -59301.34 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -59303.183594 Penalty: 638.266296 Iteration 24Q: 3 clusters Score -59303.18 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -59304.218750 Penalty: 638.266296 Iteration 25Q: 3 clusters Score -59304.22 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -59304.644531 Penalty: 638.266296 Iteration 26Q: 3 clusters Score -59304.64 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -59304.644531 Penalty: 638.266296 Iteration 27F: 3 clusters Score -59304.64 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (1626 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Entering Unmasked Estep Score: -75019.789062 Penalty: 336.421478 Iteration 0F: 2 clusters Score -75019.79 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -73845.695312 Penalty: 672.842957 Iteration 0F: 3 clusters Score -73845.7 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -74320.835938 Penalty: 672.842957 Iteration 1F: 3 clusters Score -74320.84 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -74439.351562 Penalty: 672.842957 Iteration 2F: 3 clusters Score -74439.35 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -74523.539062 Penalty: 672.842957 Iteration 3F: 3 clusters Score -74523.54 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -74570.015625 Penalty: 672.842957 Iteration 4Q: 3 clusters Score -74570.02 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -74617.695312 Penalty: 672.842957 Iteration 5Q: 3 clusters Score -74617.7 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -74650.984375 Penalty: 672.842957 Iteration 6Q: 3 clusters Score -74650.98 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -74667.210938 Penalty: 672.842957 Iteration 7Q: 3 clusters Score -74667.21 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -74681.632812 Penalty: 672.842957 Iteration 8Q: 3 clusters Score -74681.63 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -74690.460938 Penalty: 672.842957 Iteration 9Q: 3 clusters Score -74690.46 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -74700.359375 Penalty: 672.842957 Iteration 10Q: 3 clusters Score -74700.36 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -74715.375000 Penalty: 672.842957 Iteration 11Q: 3 clusters Score -74715.38 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -74731.203125 Penalty: 672.842957 Iteration 12Q: 3 clusters Score -74731.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -74742.617188 Penalty: 672.842957 Iteration 13Q: 3 clusters Score -74742.62 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -74747.500000 Penalty: 672.842957 Iteration 14Q: 3 clusters Score -74747.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -74752.828125 Penalty: 672.842957 Iteration 15Q: 3 clusters Score -74752.83 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -74757.523438 Penalty: 672.842957 Iteration 16Q: 3 clusters Score -74757.52 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -74760.187500 Penalty: 672.842957 Iteration 17Q: 3 clusters Score -74760.19 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -74761.101562 Penalty: 672.842957 Iteration 18Q: 3 clusters Score -74761.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -74761.734375 Penalty: 672.842957 Iteration 19Q: 3 clusters Score -74761.73 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -74762.476562 Penalty: 672.842957 Iteration 20F: 3 clusters Score -74762.48 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -74762.960938 Penalty: 672.842957 Iteration 21Q: 3 clusters Score -74762.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -74763.101562 Penalty: 672.842957 Iteration 22Q: 3 clusters Score -74763.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -74763.484375 Penalty: 672.842957 Iteration 23Q: 3 clusters Score -74763.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -74763.937500 Penalty: 672.842957 Iteration 24Q: 3 clusters Score -74763.94 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -74764.148438 Penalty: 672.842957 Iteration 25Q: 3 clusters Score -74764.15 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -74764.625000 Penalty: 672.842957 Iteration 26Q: 3 clusters Score -74764.62 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -74765.984375 Penalty: 672.842957 Iteration 27Q: 3 clusters Score -74765.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -74766.398438 Penalty: 672.842957 Iteration 28Q: 3 clusters Score -74766.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -74766.515625 Penalty: 672.842957 Iteration 29Q: 3 clusters Score -74766.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -74766.578125 Penalty: 672.842957 Iteration 30Q: 3 clusters Score -74766.58 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -74766.578125 Penalty: 672.842957 Iteration 31F: 3 clusters Score -74766.58 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1030 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Entering Unmasked Estep Score: -59943.191406 Penalty: 315.647797 Iteration 0F: 2 clusters Score -59943.19 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -59128.363281 Penalty: 631.295593 Iteration 0F: 3 clusters Score -59128.36 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -59371.089844 Penalty: 631.295593 Iteration 1F: 3 clusters Score -59371.09 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -59413.640625 Penalty: 631.295593 Iteration 2F: 3 clusters Score -59413.64 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -59437.226562 Penalty: 631.295593 Iteration 3Q: 3 clusters Score -59437.23 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -59458.906250 Penalty: 631.295593 Iteration 4Q: 3 clusters Score -59458.91 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -59472.828125 Penalty: 631.295593 Iteration 5Q: 3 clusters Score -59472.83 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -59478.894531 Penalty: 631.295593 Iteration 6Q: 3 clusters Score -59478.89 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -59483.410156 Penalty: 631.295593 Iteration 7Q: 3 clusters Score -59483.41 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -59489.414062 Penalty: 631.295593 Iteration 8Q: 3 clusters Score -59489.41 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -59495.312500 Penalty: 631.295593 Iteration 9Q: 3 clusters Score -59495.31 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -59500.339844 Penalty: 631.295593 Iteration 10Q: 3 clusters Score -59500.34 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -59509.214844 Penalty: 631.295593 Iteration 11Q: 3 clusters Score -59509.21 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -59515.531250 Penalty: 631.295593 Iteration 12Q: 3 clusters Score -59515.53 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -59519.683594 Penalty: 631.295593 Iteration 13Q: 3 clusters Score -59519.68 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -59523.242188 Penalty: 631.295593 Iteration 14Q: 3 clusters Score -59523.24 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -59527.406250 Penalty: 631.295593 Iteration 15Q: 3 clusters Score -59527.41 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -59530.796875 Penalty: 631.295593 Iteration 16Q: 3 clusters Score -59530.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -59535.281250 Penalty: 631.295593 Iteration 17Q: 3 clusters Score -59535.28 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -59542.050781 Penalty: 631.295593 Iteration 18Q: 3 clusters Score -59542.05 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -59545.644531 Penalty: 631.295593 Iteration 19Q: 3 clusters Score -59545.64 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -59548.968750 Penalty: 631.295593 Iteration 20F: 3 clusters Score -59548.97 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -59550.136719 Penalty: 631.295593 Iteration 21Q: 3 clusters Score -59550.14 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -59551.882812 Penalty: 631.295593 Iteration 22Q: 3 clusters Score -59551.88 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -59554.906250 Penalty: 631.295593 Iteration 23Q: 3 clusters Score -59554.91 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -59558.308594 Penalty: 631.295593 Iteration 24Q: 3 clusters Score -59558.31 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -59561.128906 Penalty: 631.295593 Iteration 25Q: 3 clusters Score -59561.13 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -59564.121094 Penalty: 631.295593 Iteration 26Q: 3 clusters Score -59564.12 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -59567.378906 Penalty: 631.295593 Iteration 27Q: 3 clusters Score -59567.38 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -59569.339844 Penalty: 631.295593 Iteration 28Q: 3 clusters Score -59569.34 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -59571.742188 Penalty: 631.295593 Iteration 29Q: 3 clusters Score -59571.74 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -59575.296875 Penalty: 631.295593 Iteration 30Q: 3 clusters Score -59575.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -59579.492188 Penalty: 631.295593 Iteration 31Q: 3 clusters Score -59579.49 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -59584.621094 Penalty: 631.295593 Iteration 32Q: 3 clusters Score -59584.62 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -59592.105469 Penalty: 631.295593 Iteration 33Q: 3 clusters Score -59592.11 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -59600.671875 Penalty: 631.295593 Iteration 34Q: 3 clusters Score -59600.67 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -59607.191406 Penalty: 631.295593 Iteration 35Q: 3 clusters Score -59607.19 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -59615.917969 Penalty: 631.295593 Iteration 36Q: 3 clusters Score -59615.92 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -59622.750000 Penalty: 631.295593 Iteration 37Q: 3 clusters Score -59622.75 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -59627.367188 Penalty: 631.295593 Iteration 38Q: 3 clusters Score -59627.37 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -59629.898438 Penalty: 631.295593 Iteration 39Q: 3 clusters Score -59629.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -59633.500000 Penalty: 631.295593 Iteration 40F: 3 clusters Score -59633.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -59635.195312 Penalty: 631.295593 Iteration 41Q: 3 clusters Score -59635.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -59637.605469 Penalty: 631.295593 Iteration 42Q: 3 clusters Score -59637.61 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -59639.238281 Penalty: 631.295593 Iteration 43Q: 3 clusters Score -59639.24 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -59643.019531 Penalty: 631.295593 Iteration 44Q: 3 clusters Score -59643.02 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -59646.746094 Penalty: 631.295593 Iteration 45Q: 3 clusters Score -59646.75 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -59652.863281 Penalty: 631.295593 Iteration 46Q: 3 clusters Score -59652.86 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -59657.566406 Penalty: 631.295593 Iteration 47Q: 3 clusters Score -59657.57 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -59660.433594 Penalty: 631.295593 Iteration 48Q: 3 clusters Score -59660.43 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -59666.195312 Penalty: 631.295593 Iteration 49Q: 3 clusters Score -59666.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -59672.679688 Penalty: 631.295593 Iteration 50Q: 3 clusters Score -59672.68 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -59675.296875 Penalty: 631.295593 Iteration 51Q: 3 clusters Score -59675.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -59677.562500 Penalty: 631.295593 Iteration 52Q: 3 clusters Score -59677.56 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -59683.726562 Penalty: 631.295593 Iteration 53Q: 3 clusters Score -59683.73 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -59690.070312 Penalty: 631.295593 Iteration 54Q: 3 clusters Score -59690.07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -59694.226562 Penalty: 631.295593 Iteration 55Q: 3 clusters Score -59694.23 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -59697.312500 Penalty: 631.295593 Iteration 56Q: 3 clusters Score -59697.31 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -59697.312500 Penalty: 631.295593 Iteration 57F: 3 clusters Score -59697.31 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (319 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Entering Unmasked Estep Score: -18856.070312 Penalty: 262.316193 Iteration 0F: 2 clusters Score -18856.07 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 154 members Entering Unmasked Estep Score: -18484.115234 Penalty: 524.632385 Iteration 0F: 3 clusters Score -18484.12 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -18575.523438 Penalty: 524.632385 Iteration 1F: 3 clusters Score -18575.52 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -18595.726562 Penalty: 524.632385 Iteration 2F: 3 clusters Score -18595.73 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -18600.910156 Penalty: 524.632385 Iteration 3Q: 3 clusters Score -18600.91 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -18607.603516 Penalty: 524.632385 Iteration 4Q: 3 clusters Score -18607.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -18613.632812 Penalty: 524.632385 Iteration 5Q: 3 clusters Score -18613.63 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -18614.666016 Penalty: 524.632385 Iteration 6Q: 3 clusters Score -18614.67 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -18614.962891 Penalty: 524.632385 Iteration 7Q: 3 clusters Score -18614.96 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -18614.962891 Penalty: 524.632385 Iteration 8F: 3 clusters Score -18614.96 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (8035 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8035 members Entering Unmasked Estep Score: -438211.562500 Penalty: 409.116058 Iteration 0F: 2 clusters Score -438211.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4078 members Mstep: Class 2 contains 3957 members Entering Unmasked Estep Score: -432857.000000 Penalty: 818.232117 Iteration 0F: 3 clusters Score -432857 nChanged 3726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4088 members Mstep: Class 2 contains 3947 members Entering Unmasked Estep Score: -435070.500000 Penalty: 818.232117 Iteration 1F: 3 clusters Score -435070.5 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4051 members Mstep: Class 2 contains 3984 members Entering Unmasked Estep Score: -435356.875000 Penalty: 818.232117 Iteration 2F: 3 clusters Score -435356.9 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4086 members Mstep: Class 2 contains 3949 members Entering Unmasked Estep Score: -435620.250000 Penalty: 818.232117 Iteration 3F: 3 clusters Score -435620.2 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4184 members Mstep: Class 2 contains 3851 members Entering Unmasked Estep Score: -435871.781250 Penalty: 818.232117 Iteration 4F: 3 clusters Score -435871.8 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4323 members Mstep: Class 2 contains 3712 members Entering Unmasked Estep Score: -436124.875000 Penalty: 818.232117 Iteration 5F: 3 clusters Score -436124.9 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4534 members Mstep: Class 2 contains 3501 members Entering Unmasked Estep Score: -436421.343750 Penalty: 818.232117 Iteration 6F: 3 clusters Score -436421.3 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4768 members Mstep: Class 2 contains 3267 members Entering Unmasked Estep Score: -436759.687500 Penalty: 818.232117 Iteration 7F: 3 clusters Score -436759.7 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5000 members Mstep: Class 2 contains 3035 members Entering Unmasked Estep Score: -437049.875000 Penalty: 818.232117 Iteration 8Q: 3 clusters Score -437049.9 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5204 members Mstep: Class 2 contains 2831 members Entering Unmasked Estep Score: -437250.343750 Penalty: 818.232117 Iteration 9Q: 3 clusters Score -437250.3 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5391 members Mstep: Class 2 contains 2644 members Entering Unmasked Estep Score: -437381.937500 Penalty: 818.232117 Iteration 10Q: 3 clusters Score -437381.9 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5541 members Mstep: Class 2 contains 2494 members Entering Unmasked Estep Score: -437464.093750 Penalty: 818.232117 Iteration 11Q: 3 clusters Score -437464.1 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5674 members Mstep: Class 2 contains 2361 members Entering Unmasked Estep Score: -437529.218750 Penalty: 818.232117 Iteration 12Q: 3 clusters Score -437529.2 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5808 members Mstep: Class 2 contains 2227 members Entering Unmasked Estep Score: -437586.031250 Penalty: 818.232117 Iteration 13Q: 3 clusters Score -437586 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5937 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -437629.500000 Penalty: 818.232117 Iteration 14Q: 3 clusters Score -437629.5 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6045 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -437656.687500 Penalty: 818.232117 Iteration 15Q: 3 clusters Score -437656.7 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6147 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -437677.187500 Penalty: 818.232117 Iteration 16Q: 3 clusters Score -437677.2 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6236 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -437697.781250 Penalty: 818.232117 Iteration 17Q: 3 clusters Score -437697.8 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6317 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -437715.968750 Penalty: 818.232117 Iteration 18Q: 3 clusters Score -437716 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6394 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -437729.187500 Penalty: 818.232117 Iteration 19Q: 3 clusters Score -437729.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6446 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -437738.281250 Penalty: 818.232117 Iteration 20F: 3 clusters Score -437738.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6499 members Mstep: Class 2 contains 1536 members Entering Unmasked Estep Score: -437748.031250 Penalty: 818.232117 Iteration 21Q: 3 clusters Score -437748 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6552 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -437759.281250 Penalty: 818.232117 Iteration 22Q: 3 clusters Score -437759.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6603 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -437766.625000 Penalty: 818.232117 Iteration 23Q: 3 clusters Score -437766.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6648 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -437773.125000 Penalty: 818.232117 Iteration 24Q: 3 clusters Score -437773.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6681 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -437778.656250 Penalty: 818.232117 Iteration 25Q: 3 clusters Score -437778.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6717 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -437786.625000 Penalty: 818.232117 Iteration 26Q: 3 clusters Score -437786.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6758 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -437794.093750 Penalty: 818.232117 Iteration 27Q: 3 clusters Score -437794.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6797 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -437803.406250 Penalty: 818.232117 Iteration 28Q: 3 clusters Score -437803.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6837 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -437809.968750 Penalty: 818.232117 Iteration 29Q: 3 clusters Score -437810 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6881 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -437820.781250 Penalty: 818.232117 Iteration 30Q: 3 clusters Score -437820.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6914 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -437827.625000 Penalty: 818.232117 Iteration 31Q: 3 clusters Score -437827.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6949 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -437834.250000 Penalty: 818.232117 Iteration 32Q: 3 clusters Score -437834.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6982 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -437840.625000 Penalty: 818.232117 Iteration 33Q: 3 clusters Score -437840.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7015 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -437848.812500 Penalty: 818.232117 Iteration 34Q: 3 clusters Score -437848.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7048 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -437855.937500 Penalty: 818.232117 Iteration 35Q: 3 clusters Score -437855.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7072 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -437858.875000 Penalty: 818.232117 Iteration 36Q: 3 clusters Score -437858.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7089 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -437861.562500 Penalty: 818.232117 Iteration 37Q: 3 clusters Score -437861.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7107 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -437862.937500 Penalty: 818.232117 Iteration 38Q: 3 clusters Score -437862.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7124 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -437865.531250 Penalty: 818.232117 Iteration 39Q: 3 clusters Score -437865.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7141 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -437868.156250 Penalty: 818.232117 Iteration 40F: 3 clusters Score -437868.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7157 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -437870.250000 Penalty: 818.232117 Iteration 41Q: 3 clusters Score -437870.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7169 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -437873.187500 Penalty: 818.232117 Iteration 42Q: 3 clusters Score -437873.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7188 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -437875.312500 Penalty: 818.232117 Iteration 43Q: 3 clusters Score -437875.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7202 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -437877.593750 Penalty: 818.232117 Iteration 44Q: 3 clusters Score -437877.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7220 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -437882.250000 Penalty: 818.232117 Iteration 45Q: 3 clusters Score -437882.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7236 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -437886.187500 Penalty: 818.232117 Iteration 46Q: 3 clusters Score -437886.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7246 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -437889.125000 Penalty: 818.232117 Iteration 47Q: 3 clusters Score -437889.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7257 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -437892.187500 Penalty: 818.232117 Iteration 48Q: 3 clusters Score -437892.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7273 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -437896.750000 Penalty: 818.232117 Iteration 49Q: 3 clusters Score -437896.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7288 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -437896.937500 Penalty: 818.232117 Iteration 50Q: 3 clusters Score -437896.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7296 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -437899.625000 Penalty: 818.232117 Iteration 51Q: 3 clusters Score -437899.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7301 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -437899.750000 Penalty: 818.232117 Iteration 52Q: 3 clusters Score -437899.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7303 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -437901.250000 Penalty: 818.232117 Iteration 53Q: 3 clusters Score -437901.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7307 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -437901.156250 Penalty: 818.232117 Iteration 54Q: 3 clusters Score -437901.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7313 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -437901.937500 Penalty: 818.232117 Iteration 55Q: 3 clusters Score -437901.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7320 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -437903.375000 Penalty: 818.232117 Iteration 56Q: 3 clusters Score -437903.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7326 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -437903.593750 Penalty: 818.232117 Iteration 57Q: 3 clusters Score -437903.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7334 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -437906.000000 Penalty: 818.232117 Iteration 58Q: 3 clusters Score -437906 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -437907.156250 Penalty: 818.232117 Iteration 59Q: 3 clusters Score -437907.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7348 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -437908.312500 Penalty: 818.232117 Iteration 60F: 3 clusters Score -437908.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7352 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -437909.125000 Penalty: 818.232117 Iteration 61Q: 3 clusters Score -437909.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7353 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -437909.250000 Penalty: 818.232117 Iteration 62Q: 3 clusters Score -437909.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7353 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -437909.250000 Penalty: 818.232117 Iteration 63F: 3 clusters Score -437909.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (103112 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103112 members Entering Unmasked Estep Score: -6393689.000000 Penalty: 525.232483 Iteration 0F: 2 clusters Score -6393689 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51670 members Mstep: Class 2 contains 51442 members Entering Unmasked Estep Score: -6324494.000000 Penalty: 1050.464966 Iteration 0F: 3 clusters Score -6324494 nChanged 50378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53626 members Mstep: Class 2 contains 49486 members Entering Unmasked Estep Score: -6355573.000000 Penalty: 1050.464966 Iteration 1F: 3 clusters Score -6355573 nChanged 4900 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55390 members Mstep: Class 2 contains 47722 members Entering Unmasked Estep Score: -6357446.500000 Penalty: 1050.464966 Iteration 2Q: 3 clusters Score -6357446 nChanged 5319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57809 members Mstep: Class 2 contains 45303 members Entering Unmasked Estep Score: -6359947.000000 Penalty: 1050.464966 Iteration 3F: 3 clusters Score -6359947 nChanged 5796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60813 members Mstep: Class 2 contains 42299 members Entering Unmasked Estep Score: -6363024.500000 Penalty: 1050.464966 Iteration 4F: 3 clusters Score -6363024 nChanged 6033 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64212 members Mstep: Class 2 contains 38900 members Entering Unmasked Estep Score: -6366739.000000 Penalty: 1050.464966 Iteration 5F: 3 clusters Score -6366739 nChanged 5955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67535 members Mstep: Class 2 contains 35577 members Entering Unmasked Estep Score: -6370872.500000 Penalty: 1050.464966 Iteration 6F: 3 clusters Score -6370872 nChanged 5549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70422 members Mstep: Class 2 contains 32690 members Entering Unmasked Estep Score: -6374595.000000 Penalty: 1050.464966 Iteration 7F: 3 clusters Score -6374595 nChanged 4623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72691 members Mstep: Class 2 contains 30421 members Entering Unmasked Estep Score: -6377203.500000 Penalty: 1050.464966 Iteration 8Q: 3 clusters Score -6377204 nChanged 3498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74577 members Mstep: Class 2 contains 28535 members Entering Unmasked Estep Score: -6378772.500000 Penalty: 1050.464966 Iteration 9Q: 3 clusters Score -6378772 nChanged 2615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76374 members Mstep: Class 2 contains 26738 members Entering Unmasked Estep Score: -6379810.000000 Penalty: 1050.464966 Iteration 10Q: 3 clusters Score -6379810 nChanged 2122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78134 members Mstep: Class 2 contains 24978 members Entering Unmasked Estep Score: -6380680.000000 Penalty: 1050.464966 Iteration 11Q: 3 clusters Score -6380680 nChanged 2001 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79999 members Mstep: Class 2 contains 23113 members Entering Unmasked Estep Score: -6381561.000000 Penalty: 1050.464966 Iteration 12Q: 3 clusters Score -6381561 nChanged 1928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81871 members Mstep: Class 2 contains 21241 members Entering Unmasked Estep Score: -6382552.000000 Penalty: 1050.464966 Iteration 13Q: 3 clusters Score -6382552 nChanged 1886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83713 members Mstep: Class 2 contains 19399 members Entering Unmasked Estep Score: -6383523.500000 Penalty: 1050.464966 Iteration 14Q: 3 clusters Score -6383524 nChanged 1878 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85531 members Mstep: Class 2 contains 17581 members Entering Unmasked Estep Score: -6384587.000000 Penalty: 1050.464966 Iteration 15Q: 3 clusters Score -6384587 nChanged 1770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87259 members Mstep: Class 2 contains 15853 members Entering Unmasked Estep Score: -6385571.500000 Penalty: 1050.464966 Iteration 16Q: 3 clusters Score -6385572 nChanged 1628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88841 members Mstep: Class 2 contains 14271 members Entering Unmasked Estep Score: -6386458.000000 Penalty: 1050.464966 Iteration 17Q: 3 clusters Score -6386458 nChanged 1502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90309 members Mstep: Class 2 contains 12803 members Entering Unmasked Estep Score: -6387239.000000 Penalty: 1050.464966 Iteration 18Q: 3 clusters Score -6387239 nChanged 1399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91682 members Mstep: Class 2 contains 11430 members Entering Unmasked Estep Score: -6387970.500000 Penalty: 1050.464966 Iteration 19Q: 3 clusters Score -6387970 nChanged 1280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92944 members Mstep: Class 2 contains 10168 members Entering Unmasked Estep Score: -6388659.000000 Penalty: 1050.464966 Iteration 20F: 3 clusters Score -6388659 nChanged 1188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94126 members Mstep: Class 2 contains 8986 members Entering Unmasked Estep Score: -6389285.000000 Penalty: 1050.464966 Iteration 21Q: 3 clusters Score -6389285 nChanged 1087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95211 members Mstep: Class 2 contains 7901 members Entering Unmasked Estep Score: -6389862.000000 Penalty: 1050.464966 Iteration 22Q: 3 clusters Score -6389862 nChanged 957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96162 members Mstep: Class 2 contains 6950 members Entering Unmasked Estep Score: -6390342.000000 Penalty: 1050.464966 Iteration 23Q: 3 clusters Score -6390342 nChanged 851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97011 members Mstep: Class 2 contains 6101 members Entering Unmasked Estep Score: -6390764.500000 Penalty: 1050.464966 Iteration 24Q: 3 clusters Score -6390764 nChanged 778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97789 members Mstep: Class 2 contains 5323 members Entering Unmasked Estep Score: -6391122.000000 Penalty: 1050.464966 Iteration 25Q: 3 clusters Score -6391122 nChanged 721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98508 members Mstep: Class 2 contains 4604 members Entering Unmasked Estep Score: -6391468.500000 Penalty: 1050.464966 Iteration 26Q: 3 clusters Score -6391468 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99177 members Mstep: Class 2 contains 3935 members Entering Unmasked Estep Score: -6391821.500000 Penalty: 1050.464966 Iteration 27Q: 3 clusters Score -6391822 nChanged 572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99749 members Mstep: Class 2 contains 3363 members Entering Unmasked Estep Score: -6392089.500000 Penalty: 1050.464966 Iteration 28Q: 3 clusters Score -6392090 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100262 members Mstep: Class 2 contains 2850 members Entering Unmasked Estep Score: -6392325.000000 Penalty: 1050.464966 Iteration 29Q: 3 clusters Score -6392325 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100722 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -6392547.500000 Penalty: 1050.464966 Iteration 30Q: 3 clusters Score -6392548 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101106 members Mstep: Class 2 contains 2006 members Entering Unmasked Estep Score: -6392736.500000 Penalty: 1050.464966 Iteration 31Q: 3 clusters Score -6392736 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101425 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -6392898.500000 Penalty: 1050.464966 Iteration 32Q: 3 clusters Score -6392898 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101654 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -6392998.000000 Penalty: 1050.464966 Iteration 33Q: 3 clusters Score -6392998 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101852 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -6393077.000000 Penalty: 1050.464966 Iteration 34Q: 3 clusters Score -6393077 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102002 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -6393128.500000 Penalty: 1050.464966 Iteration 35Q: 3 clusters Score -6393128 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102114 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -6393159.500000 Penalty: 1050.464966 Iteration 36Q: 3 clusters Score -6393160 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102204 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -6393180.000000 Penalty: 1050.464966 Iteration 37Q: 3 clusters Score -6393180 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102279 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -6393211.000000 Penalty: 1050.464966 Iteration 38Q: 3 clusters Score -6393211 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102338 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -6393229.000000 Penalty: 1050.464966 Iteration 39Q: 3 clusters Score -6393229 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102384 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -6393261.000000 Penalty: 1050.464966 Iteration 40F: 3 clusters Score -6393261 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102420 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -6393267.500000 Penalty: 1050.464966 Iteration 41Q: 3 clusters Score -6393268 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102448 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -6393278.500000 Penalty: 1050.464966 Iteration 42Q: 3 clusters Score -6393278 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102471 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -6393283.000000 Penalty: 1050.464966 Iteration 43Q: 3 clusters Score -6393283 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102485 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -6393283.500000 Penalty: 1050.464966 Iteration 44Q: 3 clusters Score -6393284 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102506 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -6393301.500000 Penalty: 1050.464966 Iteration 45Q: 3 clusters Score -6393302 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102521 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -6393301.000000 Penalty: 1050.464966 Iteration 46Q: 3 clusters Score -6393301 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102524 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -6393303.500000 Penalty: 1050.464966 Iteration 47Q: 3 clusters Score -6393304 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102530 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -6393301.000000 Penalty: 1050.464966 Iteration 48Q: 3 clusters Score -6393301 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102535 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -6393303.500000 Penalty: 1050.464966 Iteration 49Q: 3 clusters Score -6393304 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102534 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -6393303.000000 Penalty: 1050.464966 Iteration 50Q: 3 clusters Score -6393303 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102534 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -6393303.500000 Penalty: 1050.464966 Iteration 51Q: 3 clusters Score -6393304 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102534 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -6393300.500000 Penalty: 1050.464966 Iteration 52Q: 3 clusters Score -6393300 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102533 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -6393299.000000 Penalty: 1050.464966 Iteration 53Q: 3 clusters Score -6393299 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102533 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -6393299.000000 Penalty: 1050.464966 Iteration 54F: 3 clusters Score -6393299 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (3190 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3190 members Entering Unmasked Estep Score: -180025.093750 Penalty: 367.083801 Iteration 0F: 2 clusters Score -180025.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -177808.765625 Penalty: 734.167603 Iteration 0F: 3 clusters Score -177808.8 nChanged 1382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -178581.390625 Penalty: 734.167603 Iteration 1F: 3 clusters Score -178581.4 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -178697.078125 Penalty: 734.167603 Iteration 2F: 3 clusters Score -178697.1 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -178787.937500 Penalty: 734.167603 Iteration 3F: 3 clusters Score -178787.9 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 1932 members Entering Unmasked Estep Score: -178871.390625 Penalty: 734.167603 Iteration 4Q: 3 clusters Score -178871.4 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 2002 members Entering Unmasked Estep Score: -178961.484375 Penalty: 734.167603 Iteration 5Q: 3 clusters Score -178961.5 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 2069 members Entering Unmasked Estep Score: -179069.890625 Penalty: 734.167603 Iteration 6Q: 3 clusters Score -179069.9 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 2141 members Entering Unmasked Estep Score: -179157.234375 Penalty: 734.167603 Iteration 7Q: 3 clusters Score -179157.2 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -179228.625000 Penalty: 734.167603 Iteration 8Q: 3 clusters Score -179228.6 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 2251 members Entering Unmasked Estep Score: -179300.296875 Penalty: 734.167603 Iteration 9Q: 3 clusters Score -179300.3 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 2321 members Entering Unmasked Estep Score: -179376.750000 Penalty: 734.167603 Iteration 10Q: 3 clusters Score -179376.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 2378 members Entering Unmasked Estep Score: -179419.375000 Penalty: 734.167603 Iteration 11Q: 3 clusters Score -179419.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 2430 members Entering Unmasked Estep Score: -179451.953125 Penalty: 734.167603 Iteration 12Q: 3 clusters Score -179452 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 2486 members Entering Unmasked Estep Score: -179483.593750 Penalty: 734.167603 Iteration 13Q: 3 clusters Score -179483.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 2527 members Entering Unmasked Estep Score: -179500.843750 Penalty: 734.167603 Iteration 14Q: 3 clusters Score -179500.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 2566 members Entering Unmasked Estep Score: -179514.953125 Penalty: 734.167603 Iteration 15Q: 3 clusters Score -179515 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 2603 members Entering Unmasked Estep Score: -179529.765625 Penalty: 734.167603 Iteration 16Q: 3 clusters Score -179529.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 2637 members Entering Unmasked Estep Score: -179540.859375 Penalty: 734.167603 Iteration 17Q: 3 clusters Score -179540.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 2658 members Entering Unmasked Estep Score: -179548.015625 Penalty: 734.167603 Iteration 18Q: 3 clusters Score -179548 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 2675 members Entering Unmasked Estep Score: -179556.562500 Penalty: 734.167603 Iteration 19Q: 3 clusters Score -179556.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 2691 members Entering Unmasked Estep Score: -179562.171875 Penalty: 734.167603 Iteration 20F: 3 clusters Score -179562.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 2711 members Entering Unmasked Estep Score: -179571.359375 Penalty: 734.167603 Iteration 21Q: 3 clusters Score -179571.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 2737 members Entering Unmasked Estep Score: -179583.484375 Penalty: 734.167603 Iteration 22Q: 3 clusters Score -179583.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 2755 members Entering Unmasked Estep Score: -179589.390625 Penalty: 734.167603 Iteration 23Q: 3 clusters Score -179589.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 2777 members Entering Unmasked Estep Score: -179598.406250 Penalty: 734.167603 Iteration 24Q: 3 clusters Score -179598.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 2798 members Entering Unmasked Estep Score: -179605.031250 Penalty: 734.167603 Iteration 25Q: 3 clusters Score -179605 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 2816 members Entering Unmasked Estep Score: -179610.625000 Penalty: 734.167603 Iteration 26Q: 3 clusters Score -179610.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 2830 members Entering Unmasked Estep Score: -179615.656250 Penalty: 734.167603 Iteration 27Q: 3 clusters Score -179615.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 2851 members Entering Unmasked Estep Score: -179626.312500 Penalty: 734.167603 Iteration 28Q: 3 clusters Score -179626.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 2865 members Entering Unmasked Estep Score: -179633.625000 Penalty: 734.167603 Iteration 29Q: 3 clusters Score -179633.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 2873 members Entering Unmasked Estep Score: -179639.421875 Penalty: 734.167603 Iteration 30Q: 3 clusters Score -179639.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 2885 members Entering Unmasked Estep Score: -179646.890625 Penalty: 734.167603 Iteration 31Q: 3 clusters Score -179646.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 2898 members Entering Unmasked Estep Score: -179653.406250 Penalty: 734.167603 Iteration 32Q: 3 clusters Score -179653.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 2910 members Entering Unmasked Estep Score: -179658.093750 Penalty: 734.167603 Iteration 33Q: 3 clusters Score -179658.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 2917 members Entering Unmasked Estep Score: -179660.640625 Penalty: 734.167603 Iteration 34Q: 3 clusters Score -179660.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 2921 members Entering Unmasked Estep Score: -179661.906250 Penalty: 734.167603 Iteration 35Q: 3 clusters Score -179661.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 2924 members Entering Unmasked Estep Score: -179664.796875 Penalty: 734.167603 Iteration 36Q: 3 clusters Score -179664.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 2929 members Entering Unmasked Estep Score: -179666.906250 Penalty: 734.167603 Iteration 37Q: 3 clusters Score -179666.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 2934 members Entering Unmasked Estep Score: -179669.812500 Penalty: 734.167603 Iteration 38Q: 3 clusters Score -179669.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 2940 members Entering Unmasked Estep Score: -179672.546875 Penalty: 734.167603 Iteration 39Q: 3 clusters Score -179672.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 2946 members Entering Unmasked Estep Score: -179677.062500 Penalty: 734.167603 Iteration 40F: 3 clusters Score -179677.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 2954 members Entering Unmasked Estep Score: -179683.187500 Penalty: 734.167603 Iteration 41Q: 3 clusters Score -179683.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 2961 members Entering Unmasked Estep Score: -179688.171875 Penalty: 734.167603 Iteration 42Q: 3 clusters Score -179688.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 2966 members Entering Unmasked Estep Score: -179692.062500 Penalty: 734.167603 Iteration 43Q: 3 clusters Score -179692.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 2968 members Entering Unmasked Estep Score: -179694.078125 Penalty: 734.167603 Iteration 44Q: 3 clusters Score -179694.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 2969 members Entering Unmasked Estep Score: -179695.687500 Penalty: 734.167603 Iteration 45Q: 3 clusters Score -179695.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 2969 members Entering Unmasked Estep Score: -179695.687500 Penalty: 734.167603 Iteration 46F: 3 clusters Score -179695.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (2114 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2114 members Entering Unmasked Estep Score: -103142.929688 Penalty: 348.363342 Iteration 0F: 2 clusters Score -103142.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -101635.570312 Penalty: 696.726685 Iteration 0F: 3 clusters Score -101635.6 nChanged 939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -102456.054688 Penalty: 696.726685 Iteration 1F: 3 clusters Score -102456.1 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -102738.320312 Penalty: 696.726685 Iteration 2F: 3 clusters Score -102738.3 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -102881.679688 Penalty: 696.726685 Iteration 3F: 3 clusters Score -102881.7 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -102969.898438 Penalty: 696.726685 Iteration 4F: 3 clusters Score -102969.9 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -103013.859375 Penalty: 696.726685 Iteration 5Q: 3 clusters Score -103013.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -103045.281250 Penalty: 696.726685 Iteration 6Q: 3 clusters Score -103045.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -103066.648438 Penalty: 696.726685 Iteration 7Q: 3 clusters Score -103066.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -103081.851562 Penalty: 696.726685 Iteration 8Q: 3 clusters Score -103081.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -103091.054688 Penalty: 696.726685 Iteration 9Q: 3 clusters Score -103091.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -103098.070312 Penalty: 696.726685 Iteration 10Q: 3 clusters Score -103098.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -103101.992188 Penalty: 696.726685 Iteration 11Q: 3 clusters Score -103102 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -103105.671875 Penalty: 696.726685 Iteration 12Q: 3 clusters Score -103105.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -103108.984375 Penalty: 696.726685 Iteration 13Q: 3 clusters Score -103109 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -103113.054688 Penalty: 696.726685 Iteration 14Q: 3 clusters Score -103113.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -103116.140625 Penalty: 696.726685 Iteration 15Q: 3 clusters Score -103116.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -103117.226562 Penalty: 696.726685 Iteration 16Q: 3 clusters Score -103117.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -103117.882812 Penalty: 696.726685 Iteration 17Q: 3 clusters Score -103117.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -103118.898438 Penalty: 696.726685 Iteration 18Q: 3 clusters Score -103118.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -103119.734375 Penalty: 696.726685 Iteration 19Q: 3 clusters Score -103119.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -103120.648438 Penalty: 696.726685 Iteration 20F: 3 clusters Score -103120.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -103121.054688 Penalty: 696.726685 Iteration 21Q: 3 clusters Score -103121.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -103121.054688 Penalty: 696.726685 Iteration 22F: 3 clusters Score -103121.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (2578 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2578 members Entering Unmasked Estep Score: -149681.109375 Penalty: 357.391998 Iteration 0F: 2 clusters Score -149681.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -147890.000000 Penalty: 714.783997 Iteration 0F: 3 clusters Score -147890 nChanged 1096 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -148548.328125 Penalty: 714.783997 Iteration 1F: 3 clusters Score -148548.3 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -148729.656250 Penalty: 714.783997 Iteration 2F: 3 clusters Score -148729.7 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -148869.609375 Penalty: 714.783997 Iteration 3F: 3 clusters Score -148869.6 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -148958.734375 Penalty: 714.783997 Iteration 4F: 3 clusters Score -148958.7 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -149016.734375 Penalty: 714.783997 Iteration 5Q: 3 clusters Score -149016.7 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -149057.468750 Penalty: 714.783997 Iteration 6Q: 3 clusters Score -149057.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -149083.500000 Penalty: 714.783997 Iteration 7Q: 3 clusters Score -149083.5 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -149108.453125 Penalty: 714.783997 Iteration 8Q: 3 clusters Score -149108.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -149126.546875 Penalty: 714.783997 Iteration 9Q: 3 clusters Score -149126.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -149137.750000 Penalty: 714.783997 Iteration 10Q: 3 clusters Score -149137.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -149146.828125 Penalty: 714.783997 Iteration 11Q: 3 clusters Score -149146.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -149157.890625 Penalty: 714.783997 Iteration 12Q: 3 clusters Score -149157.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -149166.843750 Penalty: 714.783997 Iteration 13Q: 3 clusters Score -149166.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -149175.484375 Penalty: 714.783997 Iteration 14Q: 3 clusters Score -149175.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -149180.578125 Penalty: 714.783997 Iteration 15Q: 3 clusters Score -149180.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -149182.765625 Penalty: 714.783997 Iteration 16Q: 3 clusters Score -149182.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -149185.437500 Penalty: 714.783997 Iteration 17Q: 3 clusters Score -149185.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -149188.140625 Penalty: 714.783997 Iteration 18Q: 3 clusters Score -149188.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -149188.531250 Penalty: 714.783997 Iteration 19Q: 3 clusters Score -149188.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -149188.953125 Penalty: 714.783997 Iteration 20F: 3 clusters Score -149189 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -149190.062500 Penalty: 714.783997 Iteration 21Q: 3 clusters Score -149190.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -149193.078125 Penalty: 714.783997 Iteration 22Q: 3 clusters Score -149193.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -149198.156250 Penalty: 714.783997 Iteration 23Q: 3 clusters Score -149198.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -149202.578125 Penalty: 714.783997 Iteration 24Q: 3 clusters Score -149202.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -149205.125000 Penalty: 714.783997 Iteration 25Q: 3 clusters Score -149205.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -149207.140625 Penalty: 714.783997 Iteration 26Q: 3 clusters Score -149207.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -149209.265625 Penalty: 714.783997 Iteration 27Q: 3 clusters Score -149209.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -149212.109375 Penalty: 714.783997 Iteration 28Q: 3 clusters Score -149212.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -149214.171875 Penalty: 714.783997 Iteration 29Q: 3 clusters Score -149214.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -149215.234375 Penalty: 714.783997 Iteration 30Q: 3 clusters Score -149215.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -149215.843750 Penalty: 714.783997 Iteration 31Q: 3 clusters Score -149215.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -149216.906250 Penalty: 714.783997 Iteration 32Q: 3 clusters Score -149216.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -149217.421875 Penalty: 714.783997 Iteration 33Q: 3 clusters Score -149217.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -149217.796875 Penalty: 714.783997 Iteration 34Q: 3 clusters Score -149217.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -149217.796875 Penalty: 714.783997 Iteration 35F: 3 clusters Score -149217.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (1761 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Entering Unmasked Estep Score: -97295.078125 Penalty: 340.050476 Iteration 0F: 2 clusters Score -97295.08 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -96010.007812 Penalty: 680.100952 Iteration 0F: 3 clusters Score -96010.01 nChanged 718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -96461.406250 Penalty: 680.100952 Iteration 1F: 3 clusters Score -96461.41 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -96556.132812 Penalty: 680.100952 Iteration 2F: 3 clusters Score -96556.13 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -96647.632812 Penalty: 680.100952 Iteration 3F: 3 clusters Score -96647.63 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -96728.476562 Penalty: 680.100952 Iteration 4F: 3 clusters Score -96728.48 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -96792.015625 Penalty: 680.100952 Iteration 5Q: 3 clusters Score -96792.02 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -96831.414062 Penalty: 680.100952 Iteration 6Q: 3 clusters Score -96831.41 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -96849.367188 Penalty: 680.100952 Iteration 7Q: 3 clusters Score -96849.37 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -96859.265625 Penalty: 680.100952 Iteration 8Q: 3 clusters Score -96859.27 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -96869.500000 Penalty: 680.100952 Iteration 9Q: 3 clusters Score -96869.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -96875.539062 Penalty: 680.100952 Iteration 10Q: 3 clusters Score -96875.54 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -96879.187500 Penalty: 680.100952 Iteration 11Q: 3 clusters Score -96879.19 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -96880.890625 Penalty: 680.100952 Iteration 12Q: 3 clusters Score -96880.89 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -96882.429688 Penalty: 680.100952 Iteration 13Q: 3 clusters Score -96882.43 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -96883.929688 Penalty: 680.100952 Iteration 14Q: 3 clusters Score -96883.93 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -96884.937500 Penalty: 680.100952 Iteration 15Q: 3 clusters Score -96884.94 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -96887.164062 Penalty: 680.100952 Iteration 16Q: 3 clusters Score -96887.16 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -96889.992188 Penalty: 680.100952 Iteration 17Q: 3 clusters Score -96889.99 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -96892.734375 Penalty: 680.100952 Iteration 18Q: 3 clusters Score -96892.73 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -96896.703125 Penalty: 680.100952 Iteration 19Q: 3 clusters Score -96896.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -96901.304688 Penalty: 680.100952 Iteration 20F: 3 clusters Score -96901.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -96906.742188 Penalty: 680.100952 Iteration 21Q: 3 clusters Score -96906.74 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -96911.203125 Penalty: 680.100952 Iteration 22Q: 3 clusters Score -96911.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -96916.164062 Penalty: 680.100952 Iteration 23Q: 3 clusters Score -96916.16 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -96919.765625 Penalty: 680.100952 Iteration 24Q: 3 clusters Score -96919.77 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -96923.000000 Penalty: 680.100952 Iteration 25Q: 3 clusters Score -96923 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -96924.632812 Penalty: 680.100952 Iteration 26Q: 3 clusters Score -96924.63 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -96926.539062 Penalty: 680.100952 Iteration 27Q: 3 clusters Score -96926.54 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -96929.351562 Penalty: 680.100952 Iteration 28Q: 3 clusters Score -96929.35 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -96933.875000 Penalty: 680.100952 Iteration 29Q: 3 clusters Score -96933.88 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -96941.578125 Penalty: 680.100952 Iteration 30Q: 3 clusters Score -96941.58 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -96951.632812 Penalty: 680.100952 Iteration 31Q: 3 clusters Score -96951.63 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -96967.390625 Penalty: 680.100952 Iteration 32Q: 3 clusters Score -96967.39 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -96989.609375 Penalty: 680.100952 Iteration 33Q: 3 clusters Score -96989.61 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -97012.671875 Penalty: 680.100952 Iteration 34Q: 3 clusters Score -97012.67 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -97030.625000 Penalty: 680.100952 Iteration 35Q: 3 clusters Score -97030.62 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -97040.460938 Penalty: 680.100952 Iteration 36Q: 3 clusters Score -97040.46 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -97051.929688 Penalty: 680.100952 Iteration 37Q: 3 clusters Score -97051.93 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -97055.507812 Penalty: 680.100952 Iteration 38Q: 3 clusters Score -97055.51 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -97059.898438 Penalty: 680.100952 Iteration 39Q: 3 clusters Score -97059.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -97066.953125 Penalty: 680.100952 Iteration 40F: 3 clusters Score -97066.95 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -97071.843750 Penalty: 680.100952 Iteration 41Q: 3 clusters Score -97071.84 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -97073.703125 Penalty: 680.100952 Iteration 42Q: 3 clusters Score -97073.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -97074.585938 Penalty: 680.100952 Iteration 43Q: 3 clusters Score -97074.59 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -97076.812500 Penalty: 680.100952 Iteration 44Q: 3 clusters Score -97076.81 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -97077.492188 Penalty: 680.100952 Iteration 45Q: 3 clusters Score -97077.49 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -97077.546875 Penalty: 680.100952 Iteration 46Q: 3 clusters Score -97077.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -97078.101562 Penalty: 680.100952 Iteration 47Q: 3 clusters Score -97078.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -97078.695312 Penalty: 680.100952 Iteration 48Q: 3 clusters Score -97078.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -97081.156250 Penalty: 680.100952 Iteration 49Q: 3 clusters Score -97081.16 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -97082.343750 Penalty: 680.100952 Iteration 50Q: 3 clusters Score -97082.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -97082.343750 Penalty: 680.100952 Iteration 51F: 3 clusters Score -97082.34 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (6972 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6972 members Entering Unmasked Estep Score: -374884.656250 Penalty: 402.659393 Iteration 0F: 2 clusters Score -374884.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3515 members Mstep: Class 2 contains 3457 members Entering Unmasked Estep Score: -370262.750000 Penalty: 805.318787 Iteration 0F: 3 clusters Score -370262.8 nChanged 3210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3975 members Mstep: Class 2 contains 2997 members Entering Unmasked Estep Score: -372327.062500 Penalty: 805.318787 Iteration 1F: 3 clusters Score -372327.1 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4206 members Mstep: Class 2 contains 2766 members Entering Unmasked Estep Score: -372689.031250 Penalty: 805.318787 Iteration 2F: 3 clusters Score -372689 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4434 members Mstep: Class 2 contains 2538 members Entering Unmasked Estep Score: -373019.000000 Penalty: 805.318787 Iteration 3F: 3 clusters Score -373019 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4632 members Mstep: Class 2 contains 2340 members Entering Unmasked Estep Score: -373292.281250 Penalty: 805.318787 Iteration 4F: 3 clusters Score -373292.3 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4792 members Mstep: Class 2 contains 2180 members Entering Unmasked Estep Score: -373502.031250 Penalty: 805.318787 Iteration 5Q: 3 clusters Score -373502 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4925 members Mstep: Class 2 contains 2047 members Entering Unmasked Estep Score: -373621.031250 Penalty: 805.318787 Iteration 6Q: 3 clusters Score -373621 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5032 members Mstep: Class 2 contains 1940 members Entering Unmasked Estep Score: -373692.843750 Penalty: 805.318787 Iteration 7Q: 3 clusters Score -373692.8 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5143 members Mstep: Class 2 contains 1829 members Entering Unmasked Estep Score: -373742.562500 Penalty: 805.318787 Iteration 8Q: 3 clusters Score -373742.6 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5260 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -373800.000000 Penalty: 805.318787 Iteration 9Q: 3 clusters Score -373800 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5387 members Mstep: Class 2 contains 1585 members Entering Unmasked Estep Score: -373863.156250 Penalty: 805.318787 Iteration 10Q: 3 clusters Score -373863.2 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5523 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -373940.281250 Penalty: 805.318787 Iteration 11Q: 3 clusters Score -373940.3 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5649 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -374012.656250 Penalty: 805.318787 Iteration 12Q: 3 clusters Score -374012.7 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5775 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -374083.375000 Penalty: 805.318787 Iteration 13Q: 3 clusters Score -374083.4 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5890 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -374144.906250 Penalty: 805.318787 Iteration 14Q: 3 clusters Score -374144.9 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5999 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -374205.875000 Penalty: 805.318787 Iteration 15Q: 3 clusters Score -374205.9 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6094 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -374252.437500 Penalty: 805.318787 Iteration 16Q: 3 clusters Score -374252.4 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6174 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -374292.531250 Penalty: 805.318787 Iteration 17Q: 3 clusters Score -374292.5 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6243 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -374329.593750 Penalty: 805.318787 Iteration 18Q: 3 clusters Score -374329.6 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6302 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -374364.187500 Penalty: 805.318787 Iteration 19Q: 3 clusters Score -374364.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6374 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -374403.343750 Penalty: 805.318787 Iteration 20F: 3 clusters Score -374403.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6427 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -374435.156250 Penalty: 805.318787 Iteration 21Q: 3 clusters Score -374435.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6468 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -374460.718750 Penalty: 805.318787 Iteration 22Q: 3 clusters Score -374460.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6508 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -374482.281250 Penalty: 805.318787 Iteration 23Q: 3 clusters Score -374482.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6537 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -374498.625000 Penalty: 805.318787 Iteration 24Q: 3 clusters Score -374498.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6559 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -374508.281250 Penalty: 805.318787 Iteration 25Q: 3 clusters Score -374508.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6579 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -374519.281250 Penalty: 805.318787 Iteration 26Q: 3 clusters Score -374519.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6601 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -374534.031250 Penalty: 805.318787 Iteration 27Q: 3 clusters Score -374534 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6625 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -374548.125000 Penalty: 805.318787 Iteration 28Q: 3 clusters Score -374548.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6644 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -374560.562500 Penalty: 805.318787 Iteration 29Q: 3 clusters Score -374560.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6649 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -374564.375000 Penalty: 805.318787 Iteration 30Q: 3 clusters Score -374564.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6658 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -374568.718750 Penalty: 805.318787 Iteration 31Q: 3 clusters Score -374568.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6665 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -374571.937500 Penalty: 805.318787 Iteration 32Q: 3 clusters Score -374571.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6675 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -374576.531250 Penalty: 805.318787 Iteration 33Q: 3 clusters Score -374576.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6684 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -374580.218750 Penalty: 805.318787 Iteration 34Q: 3 clusters Score -374580.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6690 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -374582.656250 Penalty: 805.318787 Iteration 35Q: 3 clusters Score -374582.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6693 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -374584.156250 Penalty: 805.318787 Iteration 36Q: 3 clusters Score -374584.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6698 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -374585.500000 Penalty: 805.318787 Iteration 37Q: 3 clusters Score -374585.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6704 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -374586.968750 Penalty: 805.318787 Iteration 38Q: 3 clusters Score -374587 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6707 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -374587.406250 Penalty: 805.318787 Iteration 39Q: 3 clusters Score -374587.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6708 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -374587.781250 Penalty: 805.318787 Iteration 40F: 3 clusters Score -374587.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6709 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -374588.187500 Penalty: 805.318787 Iteration 41Q: 3 clusters Score -374588.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6712 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -374588.937500 Penalty: 805.318787 Iteration 42Q: 3 clusters Score -374588.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6715 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -374591.093750 Penalty: 805.318787 Iteration 43Q: 3 clusters Score -374591.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6718 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -374591.500000 Penalty: 805.318787 Iteration 44Q: 3 clusters Score -374591.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6720 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -374593.031250 Penalty: 805.318787 Iteration 45Q: 3 clusters Score -374593 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6721 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -374594.218750 Penalty: 805.318787 Iteration 46Q: 3 clusters Score -374594.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6726 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -374596.531250 Penalty: 805.318787 Iteration 47Q: 3 clusters Score -374596.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6728 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -374597.718750 Penalty: 805.318787 Iteration 48Q: 3 clusters Score -374597.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6729 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -374597.093750 Penalty: 805.318787 Iteration 49Q: 3 clusters Score -374597.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6729 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -374597.093750 Penalty: 805.318787 Iteration 50F: 3 clusters Score -374597.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (57899 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57899 members Entering Unmasked Estep Score: -3609224.750000 Penalty: 498.973724 Iteration 0F: 2 clusters Score -3609225 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28988 members Mstep: Class 2 contains 28911 members Entering Unmasked Estep Score: -3570575.500000 Penalty: 997.947449 Iteration 0F: 3 clusters Score -3570576 nChanged 27991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29799 members Mstep: Class 2 contains 28100 members Entering Unmasked Estep Score: -3588322.750000 Penalty: 997.947449 Iteration 1F: 3 clusters Score -3588323 nChanged 3005 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29612 members Mstep: Class 2 contains 28287 members Entering Unmasked Estep Score: -3589699.000000 Penalty: 997.947449 Iteration 2F: 3 clusters Score -3589699 nChanged 3367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29107 members Mstep: Class 2 contains 28792 members Entering Unmasked Estep Score: -3591484.250000 Penalty: 997.947449 Iteration 3F: 3 clusters Score -3591484 nChanged 3559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28354 members Mstep: Class 2 contains 29545 members Entering Unmasked Estep Score: -3593561.500000 Penalty: 997.947449 Iteration 4F: 3 clusters Score -3593562 nChanged 3581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27473 members Mstep: Class 2 contains 30426 members Entering Unmasked Estep Score: -3595854.500000 Penalty: 997.947449 Iteration 5F: 3 clusters Score -3595854 nChanged 3273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26658 members Mstep: Class 2 contains 31241 members Entering Unmasked Estep Score: -3598023.250000 Penalty: 997.947449 Iteration 6F: 3 clusters Score -3598023 nChanged 2671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25871 members Mstep: Class 2 contains 32028 members Entering Unmasked Estep Score: -3599582.750000 Penalty: 997.947449 Iteration 7Q: 3 clusters Score -3599583 nChanged 2005 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25038 members Mstep: Class 2 contains 32861 members Entering Unmasked Estep Score: -3600443.250000 Penalty: 997.947449 Iteration 8Q: 3 clusters Score -3600443 nChanged 1339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24135 members Mstep: Class 2 contains 33764 members Entering Unmasked Estep Score: -3600848.000000 Penalty: 997.947449 Iteration 9Q: 3 clusters Score -3600848 nChanged 1031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23196 members Mstep: Class 2 contains 34703 members Entering Unmasked Estep Score: -3601154.250000 Penalty: 997.947449 Iteration 10Q: 3 clusters Score -3601154 nChanged 993 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22227 members Mstep: Class 2 contains 35672 members Entering Unmasked Estep Score: -3601464.500000 Penalty: 997.947449 Iteration 11Q: 3 clusters Score -3601464 nChanged 1054 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21189 members Mstep: Class 2 contains 36710 members Entering Unmasked Estep Score: -3601761.000000 Penalty: 997.947449 Iteration 12Q: 3 clusters Score -3601761 nChanged 1101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20100 members Mstep: Class 2 contains 37799 members Entering Unmasked Estep Score: -3602114.750000 Penalty: 997.947449 Iteration 13Q: 3 clusters Score -3602115 nChanged 1086 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19020 members Mstep: Class 2 contains 38879 members Entering Unmasked Estep Score: -3602449.500000 Penalty: 997.947449 Iteration 14Q: 3 clusters Score -3602450 nChanged 1092 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17930 members Mstep: Class 2 contains 39969 members Entering Unmasked Estep Score: -3602789.250000 Penalty: 997.947449 Iteration 15Q: 3 clusters Score -3602789 nChanged 1081 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16851 members Mstep: Class 2 contains 41048 members Entering Unmasked Estep Score: -3603160.000000 Penalty: 997.947449 Iteration 16Q: 3 clusters Score -3603160 nChanged 1091 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15760 members Mstep: Class 2 contains 42139 members Entering Unmasked Estep Score: -3603505.250000 Penalty: 997.947449 Iteration 17Q: 3 clusters Score -3603505 nChanged 1046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14714 members Mstep: Class 2 contains 43185 members Entering Unmasked Estep Score: -3603844.000000 Penalty: 997.947449 Iteration 18Q: 3 clusters Score -3603844 nChanged 1004 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13710 members Mstep: Class 2 contains 44189 members Entering Unmasked Estep Score: -3604191.250000 Penalty: 997.947449 Iteration 19Q: 3 clusters Score -3604191 nChanged 993 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12717 members Mstep: Class 2 contains 45182 members Entering Unmasked Estep Score: -3604572.000000 Penalty: 997.947449 Iteration 20F: 3 clusters Score -3604572 nChanged 988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11729 members Mstep: Class 2 contains 46170 members Entering Unmasked Estep Score: -3604933.500000 Penalty: 997.947449 Iteration 21Q: 3 clusters Score -3604934 nChanged 928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10801 members Mstep: Class 2 contains 47098 members Entering Unmasked Estep Score: -3605292.000000 Penalty: 997.947449 Iteration 22Q: 3 clusters Score -3605292 nChanged 884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9917 members Mstep: Class 2 contains 47982 members Entering Unmasked Estep Score: -3605664.000000 Penalty: 997.947449 Iteration 23Q: 3 clusters Score -3605664 nChanged 785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9132 members Mstep: Class 2 contains 48767 members Entering Unmasked Estep Score: -3605957.500000 Penalty: 997.947449 Iteration 24Q: 3 clusters Score -3605958 nChanged 732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8400 members Mstep: Class 2 contains 49499 members Entering Unmasked Estep Score: -3606227.750000 Penalty: 997.947449 Iteration 25Q: 3 clusters Score -3606228 nChanged 666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7734 members Mstep: Class 2 contains 50165 members Entering Unmasked Estep Score: -3606456.250000 Penalty: 997.947449 Iteration 26Q: 3 clusters Score -3606456 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7156 members Mstep: Class 2 contains 50743 members Entering Unmasked Estep Score: -3606665.500000 Penalty: 997.947449 Iteration 27Q: 3 clusters Score -3606666 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6655 members Mstep: Class 2 contains 51244 members Entering Unmasked Estep Score: -3606847.250000 Penalty: 997.947449 Iteration 28Q: 3 clusters Score -3606847 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6189 members Mstep: Class 2 contains 51710 members Entering Unmasked Estep Score: -3607006.750000 Penalty: 997.947449 Iteration 29Q: 3 clusters Score -3607007 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5780 members Mstep: Class 2 contains 52119 members Entering Unmasked Estep Score: -3607125.500000 Penalty: 997.947449 Iteration 30Q: 3 clusters Score -3607126 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5431 members Mstep: Class 2 contains 52468 members Entering Unmasked Estep Score: -3607202.500000 Penalty: 997.947449 Iteration 31Q: 3 clusters Score -3607202 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5105 members Mstep: Class 2 contains 52794 members Entering Unmasked Estep Score: -3607270.500000 Penalty: 997.947449 Iteration 32Q: 3 clusters Score -3607270 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4811 members Mstep: Class 2 contains 53088 members Entering Unmasked Estep Score: -3607356.500000 Penalty: 997.947449 Iteration 33Q: 3 clusters Score -3607356 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4507 members Mstep: Class 2 contains 53392 members Entering Unmasked Estep Score: -3607451.750000 Penalty: 997.947449 Iteration 34Q: 3 clusters Score -3607452 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4196 members Mstep: Class 2 contains 53703 members Entering Unmasked Estep Score: -3607539.500000 Penalty: 997.947449 Iteration 35Q: 3 clusters Score -3607540 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3948 members Mstep: Class 2 contains 53951 members Entering Unmasked Estep Score: -3607599.250000 Penalty: 997.947449 Iteration 36Q: 3 clusters Score -3607599 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3696 members Mstep: Class 2 contains 54203 members Entering Unmasked Estep Score: -3607672.250000 Penalty: 997.947449 Iteration 37Q: 3 clusters Score -3607672 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3451 members Mstep: Class 2 contains 54448 members Entering Unmasked Estep Score: -3607747.750000 Penalty: 997.947449 Iteration 38Q: 3 clusters Score -3607748 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3228 members Mstep: Class 2 contains 54671 members Entering Unmasked Estep Score: -3607813.000000 Penalty: 997.947449 Iteration 39Q: 3 clusters Score -3607813 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3025 members Mstep: Class 2 contains 54874 members Entering Unmasked Estep Score: -3607876.500000 Penalty: 997.947449 Iteration 40F: 3 clusters Score -3607876 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2821 members Mstep: Class 2 contains 55078 members Entering Unmasked Estep Score: -3607946.500000 Penalty: 997.947449 Iteration 41Q: 3 clusters Score -3607946 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2612 members Mstep: Class 2 contains 55287 members Entering Unmasked Estep Score: -3608021.000000 Penalty: 997.947449 Iteration 42Q: 3 clusters Score -3608021 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2404 members Mstep: Class 2 contains 55495 members Entering Unmasked Estep Score: -3608113.750000 Penalty: 997.947449 Iteration 43Q: 3 clusters Score -3608114 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2204 members Mstep: Class 2 contains 55695 members Entering Unmasked Estep Score: -3608201.000000 Penalty: 997.947449 Iteration 44Q: 3 clusters Score -3608201 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2007 members Mstep: Class 2 contains 55892 members Entering Unmasked Estep Score: -3608275.750000 Penalty: 997.947449 Iteration 45Q: 3 clusters Score -3608276 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 56068 members Entering Unmasked Estep Score: -3608352.750000 Penalty: 997.947449 Iteration 46Q: 3 clusters Score -3608353 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 56246 members Entering Unmasked Estep Score: -3608437.500000 Penalty: 997.947449 Iteration 47Q: 3 clusters Score -3608438 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 56420 members Entering Unmasked Estep Score: -3608527.500000 Penalty: 997.947449 Iteration 48Q: 3 clusters Score -3608528 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 56565 members Entering Unmasked Estep Score: -3608605.750000 Penalty: 997.947449 Iteration 49Q: 3 clusters Score -3608606 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 56705 members Entering Unmasked Estep Score: -3608675.750000 Penalty: 997.947449 Iteration 50Q: 3 clusters Score -3608676 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 56826 members Entering Unmasked Estep Score: -3608740.750000 Penalty: 997.947449 Iteration 51Q: 3 clusters Score -3608741 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 56936 members Entering Unmasked Estep Score: -3608785.750000 Penalty: 997.947449 Iteration 52Q: 3 clusters Score -3608786 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 57031 members Entering Unmasked Estep Score: -3608834.750000 Penalty: 997.947449 Iteration 53Q: 3 clusters Score -3608835 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 57104 members Entering Unmasked Estep Score: -3608881.000000 Penalty: 997.947449 Iteration 54Q: 3 clusters Score -3608881 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 57170 members Entering Unmasked Estep Score: -3608912.000000 Penalty: 997.947449 Iteration 55Q: 3 clusters Score -3608912 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 57227 members Entering Unmasked Estep Score: -3608929.250000 Penalty: 997.947449 Iteration 56Q: 3 clusters Score -3608929 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 57268 members Entering Unmasked Estep Score: -3608942.000000 Penalty: 997.947449 Iteration 57Q: 3 clusters Score -3608942 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 57306 members Entering Unmasked Estep Score: -3608951.500000 Penalty: 997.947449 Iteration 58Q: 3 clusters Score -3608952 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 57343 members Entering Unmasked Estep Score: -3608972.750000 Penalty: 997.947449 Iteration 59Q: 3 clusters Score -3608973 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 57372 members Entering Unmasked Estep Score: -3608991.500000 Penalty: 997.947449 Iteration 60F: 3 clusters Score -3608992 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 57384 members Entering Unmasked Estep Score: -3609006.250000 Penalty: 997.947449 Iteration 61Q: 3 clusters Score -3609006 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 57411 members Entering Unmasked Estep Score: -3609011.500000 Penalty: 997.947449 Iteration 62Q: 3 clusters Score -3609012 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 57422 members Entering Unmasked Estep Score: -3609015.000000 Penalty: 997.947449 Iteration 63Q: 3 clusters Score -3609015 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 57433 members Entering Unmasked Estep Score: -3609025.750000 Penalty: 997.947449 Iteration 64Q: 3 clusters Score -3609026 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 57441 members Entering Unmasked Estep Score: -3609026.750000 Penalty: 997.947449 Iteration 65Q: 3 clusters Score -3609027 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 57449 members Entering Unmasked Estep Score: -3609027.500000 Penalty: 997.947449 Iteration 66Q: 3 clusters Score -3609028 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 57459 members Entering Unmasked Estep Score: -3609027.500000 Penalty: 997.947449 Iteration 67Q: 3 clusters Score -3609028 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 57462 members Entering Unmasked Estep Score: -3609028.250000 Penalty: 997.947449 Iteration 68Q: 3 clusters Score -3609028 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 57468 members Entering Unmasked Estep Score: -3609033.500000 Penalty: 997.947449 Iteration 69Q: 3 clusters Score -3609034 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 57472 members Entering Unmasked Estep Score: -3609031.000000 Penalty: 997.947449 Iteration 70Q: 3 clusters Score -3609031 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 57473 members Entering Unmasked Estep Score: -3609033.250000 Penalty: 997.947449 Iteration 71Q: 3 clusters Score -3609033 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 57477 members Entering Unmasked Estep Score: -3609040.750000 Penalty: 997.947449 Iteration 72Q: 3 clusters Score -3609041 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 57476 members Entering Unmasked Estep Score: -3609048.000000 Penalty: 997.947449 Iteration 73Q: 3 clusters Score -3609048 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 57474 members Entering Unmasked Estep Score: -3609051.250000 Penalty: 997.947449 Iteration 74Q: 3 clusters Score -3609051 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 57475 members Entering Unmasked Estep Score: -3609054.750000 Penalty: 997.947449 Iteration 75Q: 3 clusters Score -3609055 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 57472 members Entering Unmasked Estep Score: -3609055.000000 Penalty: 997.947449 Iteration 76Q: 3 clusters Score -3609055 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 57474 members Entering Unmasked Estep Score: -3609054.250000 Penalty: 997.947449 Iteration 77Q: 3 clusters Score -3609054 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 57473 members Entering Unmasked Estep Score: -3609055.000000 Penalty: 997.947449 Iteration 78Q: 3 clusters Score -3609055 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 57472 members Entering Unmasked Estep Score: -3609055.000000 Penalty: 997.947449 Iteration 79Q: 3 clusters Score -3609055 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 57471 members Entering Unmasked Estep Score: -3609058.750000 Penalty: 997.947449 Iteration 80F: 3 clusters Score -3609059 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 57470 members Entering Unmasked Estep Score: -3609054.250000 Penalty: 997.947449 Iteration 81Q: 3 clusters Score -3609054 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 57470 members Entering Unmasked Estep Score: -3609055.250000 Penalty: 997.947449 Iteration 82Q: 3 clusters Score -3609055 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 57472 members Entering Unmasked Estep Score: -3609059.500000 Penalty: 997.947449 Iteration 83Q: 3 clusters Score -3609060 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 57473 members Entering Unmasked Estep Score: -3609055.500000 Penalty: 997.947449 Iteration 84Q: 3 clusters Score -3609056 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 57472 members Entering Unmasked Estep Score: -3609057.750000 Penalty: 997.947449 Iteration 85Q: 3 clusters Score -3609058 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 57474 members Entering Unmasked Estep Score: -3609062.250000 Penalty: 997.947449 Iteration 86Q: 3 clusters Score -3609062 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 57475 members Entering Unmasked Estep Score: -3609067.250000 Penalty: 997.947449 Iteration 87Q: 3 clusters Score -3609067 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 57479 members Entering Unmasked Estep Score: -3609072.750000 Penalty: 997.947449 Iteration 88Q: 3 clusters Score -3609073 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 57487 members Entering Unmasked Estep Score: -3609072.000000 Penalty: 997.947449 Iteration 89Q: 3 clusters Score -3609072 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 57488 members Entering Unmasked Estep Score: -3609072.250000 Penalty: 997.947449 Iteration 90Q: 3 clusters Score -3609072 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 57487 members Entering Unmasked Estep Score: -3609071.000000 Penalty: 997.947449 Iteration 91Q: 3 clusters Score -3609071 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 57485 members Entering Unmasked Estep Score: -3609072.500000 Penalty: 997.947449 Iteration 92Q: 3 clusters Score -3609072 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 57483 members Entering Unmasked Estep Score: -3609075.000000 Penalty: 997.947449 Iteration 93Q: 3 clusters Score -3609075 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 57483 members Entering Unmasked Estep Score: -3609075.000000 Penalty: 997.947449 Iteration 94F: 3 clusters Score -3609075 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (5205 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5205 members Entering Unmasked Estep Score: -316332.187500 Penalty: 389.360565 Iteration 0F: 2 clusters Score -316332.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 2579 members Entering Unmasked Estep Score: -312848.750000 Penalty: 778.721130 Iteration 0F: 3 clusters Score -312848.8 nChanged 2331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2785 members Mstep: Class 2 contains 2420 members Entering Unmasked Estep Score: -314080.750000 Penalty: 778.721130 Iteration 1F: 3 clusters Score -314080.8 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2879 members Mstep: Class 2 contains 2326 members Entering Unmasked Estep Score: -314225.375000 Penalty: 778.721130 Iteration 2F: 3 clusters Score -314225.4 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3022 members Mstep: Class 2 contains 2183 members Entering Unmasked Estep Score: -314391.125000 Penalty: 778.721130 Iteration 3F: 3 clusters Score -314391.1 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3204 members Mstep: Class 2 contains 2001 members Entering Unmasked Estep Score: -314606.281250 Penalty: 778.721130 Iteration 4F: 3 clusters Score -314606.3 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3399 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -314888.093750 Penalty: 778.721130 Iteration 5F: 3 clusters Score -314888.1 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3557 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -315145.468750 Penalty: 778.721130 Iteration 6F: 3 clusters Score -315145.5 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3664 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -315288.062500 Penalty: 778.721130 Iteration 7Q: 3 clusters Score -315288.1 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3750 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -315367.812500 Penalty: 778.721130 Iteration 8Q: 3 clusters Score -315367.8 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3838 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -315432.437500 Penalty: 778.721130 Iteration 9Q: 3 clusters Score -315432.4 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3924 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -315483.437500 Penalty: 778.721130 Iteration 10Q: 3 clusters Score -315483.4 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4004 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -315519.187500 Penalty: 778.721130 Iteration 11Q: 3 clusters Score -315519.2 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4075 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -315555.937500 Penalty: 778.721130 Iteration 12Q: 3 clusters Score -315555.9 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4150 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -315591.000000 Penalty: 778.721130 Iteration 13Q: 3 clusters Score -315591 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4213 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -315621.062500 Penalty: 778.721130 Iteration 14Q: 3 clusters Score -315621.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4276 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -315653.187500 Penalty: 778.721130 Iteration 15Q: 3 clusters Score -315653.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4335 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -315681.875000 Penalty: 778.721130 Iteration 16Q: 3 clusters Score -315681.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4387 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -315706.656250 Penalty: 778.721130 Iteration 17Q: 3 clusters Score -315706.7 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4444 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -315736.312500 Penalty: 778.721130 Iteration 18Q: 3 clusters Score -315736.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4493 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -315757.406250 Penalty: 778.721130 Iteration 19Q: 3 clusters Score -315757.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4531 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -315771.093750 Penalty: 778.721130 Iteration 20F: 3 clusters Score -315771.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4568 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -315780.656250 Penalty: 778.721130 Iteration 21Q: 3 clusters Score -315780.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4598 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -315788.687500 Penalty: 778.721130 Iteration 22Q: 3 clusters Score -315788.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4621 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -315794.500000 Penalty: 778.721130 Iteration 23Q: 3 clusters Score -315794.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4637 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -315800.375000 Penalty: 778.721130 Iteration 24Q: 3 clusters Score -315800.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4661 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -315808.750000 Penalty: 778.721130 Iteration 25Q: 3 clusters Score -315808.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4688 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -315819.625000 Penalty: 778.721130 Iteration 26Q: 3 clusters Score -315819.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4719 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -315832.750000 Penalty: 778.721130 Iteration 27Q: 3 clusters Score -315832.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4748 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -315844.750000 Penalty: 778.721130 Iteration 28Q: 3 clusters Score -315844.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4774 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -315862.343750 Penalty: 778.721130 Iteration 29Q: 3 clusters Score -315862.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4803 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -315878.968750 Penalty: 778.721130 Iteration 30Q: 3 clusters Score -315879 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4824 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -315889.750000 Penalty: 778.721130 Iteration 31Q: 3 clusters Score -315889.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4834 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -315894.937500 Penalty: 778.721130 Iteration 32Q: 3 clusters Score -315894.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4848 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -315900.937500 Penalty: 778.721130 Iteration 33Q: 3 clusters Score -315900.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4861 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -315909.375000 Penalty: 778.721130 Iteration 34Q: 3 clusters Score -315909.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4876 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -315919.093750 Penalty: 778.721130 Iteration 35Q: 3 clusters Score -315919.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4887 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -315928.250000 Penalty: 778.721130 Iteration 36Q: 3 clusters Score -315928.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4903 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -315938.406250 Penalty: 778.721130 Iteration 37Q: 3 clusters Score -315938.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4916 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -315944.593750 Penalty: 778.721130 Iteration 38Q: 3 clusters Score -315944.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4929 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -315958.500000 Penalty: 778.721130 Iteration 39Q: 3 clusters Score -315958.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4949 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -315981.906250 Penalty: 778.721130 Iteration 40F: 3 clusters Score -315981.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4965 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -315997.000000 Penalty: 778.721130 Iteration 41Q: 3 clusters Score -315997 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4973 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -316003.781250 Penalty: 778.721130 Iteration 42Q: 3 clusters Score -316003.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4982 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -316010.812500 Penalty: 778.721130 Iteration 43Q: 3 clusters Score -316010.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4990 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -316017.031250 Penalty: 778.721130 Iteration 44Q: 3 clusters Score -316017 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4999 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -316023.718750 Penalty: 778.721130 Iteration 45Q: 3 clusters Score -316023.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5004 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -316025.781250 Penalty: 778.721130 Iteration 46Q: 3 clusters Score -316025.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5005 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -316027.031250 Penalty: 778.721130 Iteration 47Q: 3 clusters Score -316027 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5006 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -316028.062500 Penalty: 778.721130 Iteration 48Q: 3 clusters Score -316028.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5008 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -316028.531250 Penalty: 778.721130 Iteration 49Q: 3 clusters Score -316028.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5009 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -316028.843750 Penalty: 778.721130 Iteration 50Q: 3 clusters Score -316028.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5010 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -316029.156250 Penalty: 778.721130 Iteration 51Q: 3 clusters Score -316029.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5011 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -316029.875000 Penalty: 778.721130 Iteration 52Q: 3 clusters Score -316029.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5012 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -316030.312500 Penalty: 778.721130 Iteration 53Q: 3 clusters Score -316030.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5014 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -316031.750000 Penalty: 778.721130 Iteration 54Q: 3 clusters Score -316031.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5015 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -316031.875000 Penalty: 778.721130 Iteration 55Q: 3 clusters Score -316031.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5015 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -316031.875000 Penalty: 778.721130 Iteration 56F: 3 clusters Score -316031.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (194 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Entering Unmasked Estep Score: -6208.005859 Penalty: 239.687546 Iteration 0F: 2 clusters Score -6208.006 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -5975.292480 Penalty: 479.375092 Iteration 0F: 3 clusters Score -5975.292 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -6094.980957 Penalty: 479.375092 Iteration 1F: 3 clusters Score -6094.981 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -6131.565430 Penalty: 479.375092 Iteration 2F: 3 clusters Score -6131.565 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -6172.089844 Penalty: 479.375092 Iteration 3Q: 3 clusters Score -6172.09 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -6181.541992 Penalty: 479.375092 Iteration 4Q: 3 clusters Score -6181.542 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 46 members Entering Unmasked Estep Score: -6188.264160 Penalty: 479.375092 Iteration 5Q: 3 clusters Score -6188.264 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 49 members Entering Unmasked Estep Score: -6196.550293 Penalty: 479.375092 Iteration 6Q: 3 clusters Score -6196.55 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -6199.886719 Penalty: 479.375092 Iteration 7Q: 3 clusters Score -6199.887 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -6199.886719 Penalty: 479.375092 Iteration 8F: 3 clusters Score -6199.887 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (2601 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2601 members Entering Unmasked Estep Score: -154607.828125 Penalty: 357.796143 Iteration 0F: 2 clusters Score -154607.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -152784.953125 Penalty: 715.592285 Iteration 0F: 3 clusters Score -152785 nChanged 1136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -153409.937500 Penalty: 715.592285 Iteration 1F: 3 clusters Score -153409.9 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -153520.625000 Penalty: 715.592285 Iteration 2F: 3 clusters Score -153520.6 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -153626.812500 Penalty: 715.592285 Iteration 3F: 3 clusters Score -153626.8 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -153752.281250 Penalty: 715.592285 Iteration 4F: 3 clusters Score -153752.3 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -153887.406250 Penalty: 715.592285 Iteration 5F: 3 clusters Score -153887.4 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -154009.281250 Penalty: 715.592285 Iteration 6F: 3 clusters Score -154009.3 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -154121.093750 Penalty: 715.592285 Iteration 7F: 3 clusters Score -154121.1 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -154214.578125 Penalty: 715.592285 Iteration 8Q: 3 clusters Score -154214.6 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -154284.453125 Penalty: 715.592285 Iteration 9Q: 3 clusters Score -154284.5 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -154331.328125 Penalty: 715.592285 Iteration 10Q: 3 clusters Score -154331.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -154361.078125 Penalty: 715.592285 Iteration 11Q: 3 clusters Score -154361.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -154376.953125 Penalty: 715.592285 Iteration 12Q: 3 clusters Score -154377 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1796 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -154388.265625 Penalty: 715.592285 Iteration 13Q: 3 clusters Score -154388.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -154395.250000 Penalty: 715.592285 Iteration 14Q: 3 clusters Score -154395.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1799 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -154399.203125 Penalty: 715.592285 Iteration 15Q: 3 clusters Score -154399.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -154400.500000 Penalty: 715.592285 Iteration 16Q: 3 clusters Score -154400.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -154400.890625 Penalty: 715.592285 Iteration 17Q: 3 clusters Score -154400.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -154401.937500 Penalty: 715.592285 Iteration 18Q: 3 clusters Score -154401.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1814 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -154404.687500 Penalty: 715.592285 Iteration 19Q: 3 clusters Score -154404.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -154406.703125 Penalty: 715.592285 Iteration 20F: 3 clusters Score -154406.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1830 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -154407.937500 Penalty: 715.592285 Iteration 21Q: 3 clusters Score -154407.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1837 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -154409.234375 Penalty: 715.592285 Iteration 22Q: 3 clusters Score -154409.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -154409.734375 Penalty: 715.592285 Iteration 23Q: 3 clusters Score -154409.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -154410.203125 Penalty: 715.592285 Iteration 24Q: 3 clusters Score -154410.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -154410.718750 Penalty: 715.592285 Iteration 25Q: 3 clusters Score -154410.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -154410.828125 Penalty: 715.592285 Iteration 26Q: 3 clusters Score -154410.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -154411.203125 Penalty: 715.592285 Iteration 27Q: 3 clusters Score -154411.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1848 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -154411.156250 Penalty: 715.592285 Iteration 28Q: 3 clusters Score -154411.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -154411.578125 Penalty: 715.592285 Iteration 29Q: 3 clusters Score -154411.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -154411.578125 Penalty: 715.592285 Iteration 30F: 3 clusters Score -154411.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (3787 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3787 members Entering Unmasked Estep Score: -183142.031250 Penalty: 374.889496 Iteration 0F: 2 clusters Score -183142 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 1818 members Entering Unmasked Estep Score: -180542.468750 Penalty: 749.778992 Iteration 0F: 3 clusters Score -180542.5 nChanged 1692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2437 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -181729.953125 Penalty: 749.778992 Iteration 1F: 3 clusters Score -181730 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2674 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -182000.593750 Penalty: 749.778992 Iteration 2F: 3 clusters Score -182000.6 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2909 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -182233.062500 Penalty: 749.778992 Iteration 3F: 3 clusters Score -182233.1 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3087 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -182395.531250 Penalty: 749.778992 Iteration 4F: 3 clusters Score -182395.5 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3211 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -182485.046875 Penalty: 749.778992 Iteration 5Q: 3 clusters Score -182485 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3279 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -182529.140625 Penalty: 749.778992 Iteration 6Q: 3 clusters Score -182529.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3342 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -182571.796875 Penalty: 749.778992 Iteration 7Q: 3 clusters Score -182571.8 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3414 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -182627.453125 Penalty: 749.778992 Iteration 8Q: 3 clusters Score -182627.5 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3475 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -182682.703125 Penalty: 749.778992 Iteration 9Q: 3 clusters Score -182682.7 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3546 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -182754.187500 Penalty: 749.778992 Iteration 10Q: 3 clusters Score -182754.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3587 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -182806.765625 Penalty: 749.778992 Iteration 11Q: 3 clusters Score -182806.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3620 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -182854.265625 Penalty: 749.778992 Iteration 12Q: 3 clusters Score -182854.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3629 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -182884.203125 Penalty: 749.778992 Iteration 13Q: 3 clusters Score -182884.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3633 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -182902.656250 Penalty: 749.778992 Iteration 14Q: 3 clusters Score -182902.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3638 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -182912.640625 Penalty: 749.778992 Iteration 15Q: 3 clusters Score -182912.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3641 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -182916.046875 Penalty: 749.778992 Iteration 16Q: 3 clusters Score -182916 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3642 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -182916.828125 Penalty: 749.778992 Iteration 17Q: 3 clusters Score -182916.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3643 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -182918.562500 Penalty: 749.778992 Iteration 18Q: 3 clusters Score -182918.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3644 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -182921.093750 Penalty: 749.778992 Iteration 19Q: 3 clusters Score -182921.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3641 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -182921.750000 Penalty: 749.778992 Iteration 20F: 3 clusters Score -182921.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3640 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -182921.906250 Penalty: 749.778992 Iteration 21Q: 3 clusters Score -182921.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3640 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -182921.906250 Penalty: 749.778992 Iteration 22F: 3 clusters Score -182921.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (507 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Entering Unmasked Estep Score: -26481.484375 Penalty: 283.397247 Iteration 0F: 2 clusters Score -26481.48 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -26098.986328 Penalty: 566.794495 Iteration 0F: 3 clusters Score -26098.99 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -26425.269531 Penalty: 566.794495 Iteration 1F: 3 clusters Score -26425.27 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -26463.431641 Penalty: 566.794495 Iteration 2F: 3 clusters Score -26463.43 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -26481.582031 Penalty: 566.794495 Iteration 3Q: 3 clusters Score -26481.58 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -26492.789062 Penalty: 566.794495 Iteration 4Q: 3 clusters Score -26492.79 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -26494.246094 Penalty: 566.794495 Iteration 5Q: 3 clusters Score -26494.25 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -26494.818359 Penalty: 566.794495 Iteration 6Q: 3 clusters Score -26494.82 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -26494.818359 Penalty: 566.794495 Iteration 7F: 3 clusters Score -26494.82 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 27316 members Mstep: Class 2 contains 18517 members Mstep: Class 3 contains 4545 members Mstep: Class 4 contains 2462 members Mstep: Class 5 contains 4288 members Mstep: Class 6 contains 1600 members Mstep: Class 7 contains 4402 members Mstep: Class 8 contains 1201 members Mstep: Class 9 contains 385 members Mstep: Class 10 contains 5775 members Mstep: Class 11 contains 15777 members Mstep: Class 12 contains 4588 members Mstep: Class 13 contains 925 members Mstep: Class 14 contains 142 members Mstep: Class 15 contains 5644 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 1626 members Mstep: Class 18 contains 1030 members Mstep: Class 19 contains 319 members Mstep: Class 20 contains 8035 members Mstep: Class 21 contains 103112 members Mstep: Class 22 contains 3190 members Mstep: Class 23 contains 2114 members Mstep: Class 24 contains 2578 members Mstep: Class 25 contains 1761 members Mstep: Class 26 contains 6972 members Mstep: Class 27 contains 57899 members Mstep: Class 28 contains 5205 members Mstep: Class 29 contains 194 members Mstep: Class 30 contains 2601 members Mstep: Class 31 contains 3787 members Mstep: Class 32 contains 407 members Mstep: Class 33 contains 473 members Mstep: Class 34 contains 11688 members Mstep: Class 35 contains 100 members Entering Unmasked Estep Score: -17800802.000000 Penalty: 20145.423828 Splitting cluster 32 changes total score from -17801094.000000 to -17800802.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 33 (473 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Entering Unmasked Estep Score: -27900.251953 Penalty: 280.238831 Iteration 0F: 2 clusters Score -27900.25 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -27423.935547 Penalty: 560.477661 Iteration 0F: 3 clusters Score -27423.94 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -27526.439453 Penalty: 560.477661 Iteration 1F: 3 clusters Score -27526.44 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -27552.765625 Penalty: 560.477661 Iteration 2F: 3 clusters Score -27552.77 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -27564.339844 Penalty: 560.477661 Iteration 3Q: 3 clusters Score -27564.34 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -27579.181641 Penalty: 560.477661 Iteration 4Q: 3 clusters Score -27579.18 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -27587.867188 Penalty: 560.477661 Iteration 5Q: 3 clusters Score -27587.87 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -27592.011719 Penalty: 560.477661 Iteration 6Q: 3 clusters Score -27592.01 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -27593.423828 Penalty: 560.477661 Iteration 7Q: 3 clusters Score -27593.42 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -27595.689453 Penalty: 560.477661 Iteration 8Q: 3 clusters Score -27595.69 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -27595.689453 Penalty: 560.477661 Iteration 9F: 3 clusters Score -27595.69 nChanged 0 Entering ConstructFrom: Trying to split cluster 34 (11688 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11688 members Entering Unmasked Estep Score: -709815.000000 Penalty: 426.167450 Iteration 0F: 2 clusters Score -709815 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5820 members Mstep: Class 2 contains 5868 members Entering Unmasked Estep Score: -701926.062500 Penalty: 852.334900 Iteration 0F: 3 clusters Score -701926.1 nChanged 5490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5746 members Mstep: Class 2 contains 5942 members Entering Unmasked Estep Score: -705209.375000 Penalty: 852.334900 Iteration 1F: 3 clusters Score -705209.4 nChanged 776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5786 members Mstep: Class 2 contains 5902 members Entering Unmasked Estep Score: -705565.312500 Penalty: 852.334900 Iteration 2F: 3 clusters Score -705565.3 nChanged 712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5828 members Mstep: Class 2 contains 5860 members Entering Unmasked Estep Score: -705881.500000 Penalty: 852.334900 Iteration 3F: 3 clusters Score -705881.5 nChanged 629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5841 members Mstep: Class 2 contains 5847 members Entering Unmasked Estep Score: -706180.562500 Penalty: 852.334900 Iteration 4F: 3 clusters Score -706180.6 nChanged 635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5856 members Mstep: Class 2 contains 5832 members Entering Unmasked Estep Score: -706480.437500 Penalty: 852.334900 Iteration 5F: 3 clusters Score -706480.4 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5821 members Mstep: Class 2 contains 5867 members Entering Unmasked Estep Score: -706759.125000 Penalty: 852.334900 Iteration 6Q: 3 clusters Score -706759.1 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5757 members Mstep: Class 2 contains 5931 members Entering Unmasked Estep Score: -707008.562500 Penalty: 852.334900 Iteration 7Q: 3 clusters Score -707008.6 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5648 members Mstep: Class 2 contains 6040 members Entering Unmasked Estep Score: -707212.000000 Penalty: 852.334900 Iteration 8Q: 3 clusters Score -707212 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5511 members Mstep: Class 2 contains 6177 members Entering Unmasked Estep Score: -707346.437500 Penalty: 852.334900 Iteration 9Q: 3 clusters Score -707346.4 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5315 members Mstep: Class 2 contains 6373 members Entering Unmasked Estep Score: -707450.687500 Penalty: 852.334900 Iteration 10Q: 3 clusters Score -707450.7 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5067 members Mstep: Class 2 contains 6621 members Entering Unmasked Estep Score: -707553.812500 Penalty: 852.334900 Iteration 11Q: 3 clusters Score -707553.8 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4783 members Mstep: Class 2 contains 6905 members Entering Unmasked Estep Score: -707671.687500 Penalty: 852.334900 Iteration 12Q: 3 clusters Score -707671.7 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4463 members Mstep: Class 2 contains 7225 members Entering Unmasked Estep Score: -707796.937500 Penalty: 852.334900 Iteration 13Q: 3 clusters Score -707796.9 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4116 members Mstep: Class 2 contains 7572 members Entering Unmasked Estep Score: -707933.062500 Penalty: 852.334900 Iteration 14Q: 3 clusters Score -707933.1 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3750 members Mstep: Class 2 contains 7938 members Entering Unmasked Estep Score: -708083.062500 Penalty: 852.334900 Iteration 15Q: 3 clusters Score -708083.1 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3341 members Mstep: Class 2 contains 8347 members Entering Unmasked Estep Score: -708260.187500 Penalty: 852.334900 Iteration 16Q: 3 clusters Score -708260.2 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2912 members Mstep: Class 2 contains 8776 members Entering Unmasked Estep Score: -708477.125000 Penalty: 852.334900 Iteration 17Q: 3 clusters Score -708477.1 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2480 members Mstep: Class 2 contains 9208 members Entering Unmasked Estep Score: -708695.625000 Penalty: 852.334900 Iteration 18Q: 3 clusters Score -708695.6 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2095 members Mstep: Class 2 contains 9593 members Entering Unmasked Estep Score: -708890.625000 Penalty: 852.334900 Iteration 19Q: 3 clusters Score -708890.6 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 9926 members Entering Unmasked Estep Score: -709044.562500 Penalty: 852.334900 Iteration 20F: 3 clusters Score -709044.6 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 10190 members Entering Unmasked Estep Score: -709159.812500 Penalty: 852.334900 Iteration 21Q: 3 clusters Score -709159.8 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 10416 members Entering Unmasked Estep Score: -709253.125000 Penalty: 852.334900 Iteration 22Q: 3 clusters Score -709253.1 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 10569 members Entering Unmasked Estep Score: -709316.187500 Penalty: 852.334900 Iteration 23Q: 3 clusters Score -709316.2 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 10692 members Entering Unmasked Estep Score: -709362.562500 Penalty: 852.334900 Iteration 24Q: 3 clusters Score -709362.6 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 10786 members Entering Unmasked Estep Score: -709393.875000 Penalty: 852.334900 Iteration 25Q: 3 clusters Score -709393.9 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 10863 members Entering Unmasked Estep Score: -709416.562500 Penalty: 852.334900 Iteration 26Q: 3 clusters Score -709416.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 10924 members Entering Unmasked Estep Score: -709432.750000 Penalty: 852.334900 Iteration 27Q: 3 clusters Score -709432.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 10973 members Entering Unmasked Estep Score: -709446.562500 Penalty: 852.334900 Iteration 28Q: 3 clusters Score -709446.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 11012 members Entering Unmasked Estep Score: -709458.750000 Penalty: 852.334900 Iteration 29Q: 3 clusters Score -709458.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 11039 members Entering Unmasked Estep Score: -709465.250000 Penalty: 852.334900 Iteration 30Q: 3 clusters Score -709465.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 11062 members Entering Unmasked Estep Score: -709471.750000 Penalty: 852.334900 Iteration 31Q: 3 clusters Score -709471.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 11084 members Entering Unmasked Estep Score: -709477.937500 Penalty: 852.334900 Iteration 32Q: 3 clusters Score -709477.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 11102 members Entering Unmasked Estep Score: -709482.625000 Penalty: 852.334900 Iteration 33Q: 3 clusters Score -709482.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 11116 members Entering Unmasked Estep Score: -709485.437500 Penalty: 852.334900 Iteration 34Q: 3 clusters Score -709485.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 11127 members Entering Unmasked Estep Score: -709487.250000 Penalty: 852.334900 Iteration 35Q: 3 clusters Score -709487.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 11140 members Entering Unmasked Estep Score: -709491.625000 Penalty: 852.334900 Iteration 36Q: 3 clusters Score -709491.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 11150 members Entering Unmasked Estep Score: -709495.812500 Penalty: 852.334900 Iteration 37Q: 3 clusters Score -709495.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 11159 members Entering Unmasked Estep Score: -709498.437500 Penalty: 852.334900 Iteration 38Q: 3 clusters Score -709498.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 11168 members Entering Unmasked Estep Score: -709499.437500 Penalty: 852.334900 Iteration 39Q: 3 clusters Score -709499.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 11174 members Entering Unmasked Estep Score: -709499.937500 Penalty: 852.334900 Iteration 40F: 3 clusters Score -709499.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 11180 members Entering Unmasked Estep Score: -709501.500000 Penalty: 852.334900 Iteration 41Q: 3 clusters Score -709501.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 11184 members Entering Unmasked Estep Score: -709503.375000 Penalty: 852.334900 Iteration 42Q: 3 clusters Score -709503.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 11193 members Entering Unmasked Estep Score: -709506.875000 Penalty: 852.334900 Iteration 43Q: 3 clusters Score -709506.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 11200 members Entering Unmasked Estep Score: -709508.625000 Penalty: 852.334900 Iteration 44Q: 3 clusters Score -709508.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 11213 members Entering Unmasked Estep Score: -709512.875000 Penalty: 852.334900 Iteration 45Q: 3 clusters Score -709512.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 11222 members Entering Unmasked Estep Score: -709516.312500 Penalty: 852.334900 Iteration 46Q: 3 clusters Score -709516.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 11231 members Entering Unmasked Estep Score: -709519.437500 Penalty: 852.334900 Iteration 47Q: 3 clusters Score -709519.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 11236 members Entering Unmasked Estep Score: -709520.187500 Penalty: 852.334900 Iteration 48Q: 3 clusters Score -709520.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 11240 members Entering Unmasked Estep Score: -709520.562500 Penalty: 852.334900 Iteration 49Q: 3 clusters Score -709520.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 11243 members Entering Unmasked Estep Score: -709521.625000 Penalty: 852.334900 Iteration 50Q: 3 clusters Score -709521.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 11248 members Entering Unmasked Estep Score: -709522.937500 Penalty: 852.334900 Iteration 51Q: 3 clusters Score -709522.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 11250 members Entering Unmasked Estep Score: -709523.062500 Penalty: 852.334900 Iteration 52Q: 3 clusters Score -709523.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 11250 members Entering Unmasked Estep Score: -709523.062500 Penalty: 852.334900 Iteration 53F: 3 clusters Score -709523.1 nChanged 0 21->35 Clusters: Score -17801094.000000, best is -17800892.000000 THE BEST YET! Main iterations: 626 (time per=1817.385543ms) Total iterations: 21599 (time per=52.672964ms) Iterations metric 2: 75527020544.000000 (time per=15.063263ns) Iterations metric 3: 906347806720.000000 (time per=1255.239259ps) That took 1137.683350 seconds.